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Article| Volume 86, SUPPLEMENT , E52-E77, June 2003

Economic Losses from Heat Stress by US Livestock Industries1

      Abstract

      Economic losses are incurred by the US livestock industries because farm animals are raised in locations and seasons where effective temperature conditions venture outside their zone of thermal comfort. The objective of this review was to estimate economic losses sustained by major US livestock industries from heat stress. Animal classes considered were: dairy cows, dairy heifers (0 to 1 yr and 1 to 2 yr), beef cows, finishing cattle, sows, market hogs, broilers, layers, and turkeys. Economic losses considered were: 1) decreased performance (feed intake, growth, milk, eggs), 2) increased mortality, and 3) decreased reproduction. USDA and industry data were used for monthly inventories of each animal class in each of the contiguous 48 states. Daily weather data from 257 weather stations over a range of 68 to 129 yr were used to estimate mean monthly maximum and minimum temperatures, relative humidity, and their variances and covariances for each state. Animal responses were modeled from literature data using a combination of maximum temperature-humidity index, daily duration of heat stress, and a heat load index. Monte Carlo techniques were used to simulate 1000 times the weather for each month of the year, for each animal class, for each state, and for each of four intensities of heat abatement (minimum, moderate, high, and intensive). Capital and operating costs were accounted for each heat abatement intensity. Without heat abatement (minimum intensity), total losses across animal classes averaged $2.4 billion annually. Optimum heat abatement intensity reduced annual total losses to $1.7 billion. Annual losses averaged $897 million, $369 million, $299 million, and $128 million for dairy, beef, swine, and poultry industries, respectively. Across states, Texas, California, Oklahoma, Nebraska, and North Carolina accounted for $728 million of annual losses, or 43% of total national losses. Results point to a need for more energy and capital efficient heat abatement systems.

      Key words

      Abbreviation key:

      DMILoss (the reduction in DMI from heat stress (kg per animal or per 1000 birds per day)), DOLoss (the change in the average number of days open from heat stress), ΔTHI (the change in apparent THI from a heat abatement system), EGGLoss (the loss in egg production from heat stress (kg per hen per day)), GainLoss (the loss in body weight gain (kilogram per animal or per 1000 birds per day)), H (relative humidity (%)), PDeath (the change in monthly death rate from heat stress), PR (monthly pregnancy rate), RCullRate (the change in monthly reproductive cull rate due to heat stress), T (temperature (°C)), THI (temperature-humidity index), THILoad (integral of the daily THI sine curve above THIthreshold), THILoadm (the average monthly THILoad), THImax (daily maximum THI), THImin (daily minimum THI), THIthreshold (THI threshold above which heat stress occurs in a given animal class), ZTC (zone of thermal comfort)

      Introduction

      Environments of high temperatures and humidity are detrimental to the productivity of commercial animal agriculture (
      • Fuquay J.W.
      Heat stress as it affects animal production.
      ;
      • Morrison S.R.
      Ruminant heat stress: effect on production and means of alleviation.
      ). Farm animals have known zones of thermal comfort (ZTC) that are primarily dependent on the species, the physiological status of the animals, the relative humidity, and velocity of ambient air, and the degree of solar radiation (
      National Research Council
      Effect of environment on nutrient requirements of domestic animals.
      ). Economic losses are incurred by the US livestock industries because farm animals are raised in places and seasons where temperature conditions venture outside the ZTC. Heat stress results from a negative balance between the net amount of energy flowing from the animal to its surrounding environment and the amount of heat energy produced by the animal. This imbalance is induced by changes in a combination of environmental factors (e.g., sunlight, thermal radiation, air temperature), animal properties (e.g., rate of metabolism and moisture loss) and thermoregulatory mechanisms such as conduction, radiation, convection, and evaporation. The importance of heat stress to US livestock industries is increasing with time because of the long-term trend shift in the location where animal agriculture is primarily located and because animals of better genotype produce more body heat due to their greater metabolic activity (
      • West J.W.
      Interactions of energy and bovine somatotropin with heat stress.
      ;
      • Settar P.
      • Yalcin S.
      • Turkmut L.
      • Ozkan S.
      • Cahanar A.
      Season by genotype interaction related to broiler growth rate and heat tolerance.
      ).
      Much work has been done to identify the physiological effects of heat stress and the mechanisms by which animal productivity is reduced. In dairy, heat stress consistently result in reduced DMI (
      • West J.W.
      Interactions of energy and bovine somatotropin with heat stress.
      ) and this effect is generally greater in pluriparous than in primiparous cows (
      • Holter J.B.
      • West J.W.
      • McGilliard M.L.
      • Pell A.N.
      Predicting ad libitum dry matter intake and yields of Jersey cows.
      , 1997). The extent of production loss is often difficult to estimate because heat stress effects are typically hidden among high natural and managerial sources of variation (
      • Du Preez J.H.
      • Hattingh P.J.
      • Giesecke W.H.
      • Eisenberg B.E.
      Heat stress in dairy cattle and other livestock under southern African conditions. III. Monthly temperature-humidity index mean values and their significance in the performance of dairy cattle.
      ;
      • Linvill D.E.
      • Pardue F.E.
      Heat stress and milk production in the South Carolina coastal plains.
      ), plus other confounding factors, such as stage of lactation, breed, and age (
      • Ray D.E.
      • Halbach T.J.
      • Armstrong D.V.
      Season and lactation number effects on milk production and reproduction of dairy cattle in Arizona.
      ;
      • Ravagnolo O.
      • Misztal I.
      Genetic component of heat stress in dairy cattle, parameter estimation.
      ;
      • Ravagnolo O.
      • Misztal I.
      • Hoogenboom G.
      Genetic component of heat stress in cattle, development of heat index function.
      ), and carryover effects (
      • Collier R.J.
      • Beede D.K.
      • Thatcher W.W.
      • Israel L.A.
      • Wilcox C.J.
      Influences of environment and its modification on dairy animal health and production.
      ).
      Heat stress reduces the expression of estrous behavior (
      • Hansen P.J.
      • Drost M.
      • Rivera R.M.
      • Paula-Lopes F.F.
      • al-Katanani Y.M.
      • Krininger 3rd, C.E.
      • Chase Jr, C.C.
      Adverse impact of heat stress on embryo production: Causes and strategies for mitigation.
      ), alters follicular development (
      • Wise M.E.
      • Armstrong D.V.
      • Huber J.T.
      • Hunter R.
      • Wiersma F.
      Hormonal alterations in the lactating dairy cow in response to thermal stress.
      ;
      • Wolfenson D.
      • Thatcher W.W.
      • Badinga L.
      • Savio J.D.
      • Meidan R.
      • Lew B.J.
      • Braw-Tal R.
      • Berman A.
      Effect of heat stress on follicular development during the estrous cycle in lactating dairy cattle.
      ) and the growth and function of the dominant follicle (
      • Wilson S.J.
      • Kirby C.J.
      • Koenigsfeld A.T.
      • Keisler D.H.
      • Lucy M.C.
      Effects of controlled heat stress on ovarian function of dairy cattle. 2. Heifers.
      ,
      • Wilson S.J.
      • Marion R.S.
      • Spain J.N.
      • Spiers D.E.
      • Keisler D.H.
      • Lucy M.C.
      Effects of controlled heat stress on ovarian function of dairy cattle. 1. Lactating cows.
      ), compromises oocyte competence (
      • Collier R.J.
      • Doelger S.G.
      • Head H.H.
      • Thatcher W.W.
      • Wilcox C.J.
      Effects of heat stress during pregnancy on maternal hormone concentrations, calf birth weight and postpartum milk yield of Holstein cows.
      ;
      • Wolfenson D.
      • Roth Z.
      • Meidan R.
      Impaired reproduction in heat-stressed catlle: basic and applied aspects.
      ), and inhibits embryonic development (
      • Drost M.
      • Ambrose J.D.
      • Thatcher M.J.
      • Cantrell C.K.
      • Wolfsdorf K.E.
      • Hasler J.F.
      • Thatcher W.W.
      Conception rates after artificial insemination or embryo transfer in lactating dairy cows during summer in Florida.
      ). The quantification of the effect of heat stress is further complicated because it has both a concurrent and delayed effect on the reproductive system (
      • Wolfenson D.
      • Lew B.J.
      • Thatcher W.W.
      • Graber Y.
      • Meidan R.
      Seasonal and acute heat stress effects on steroid production by dominant follicles in cows.
      ;
      • Roth Z.
      • Median R.
      • Braw-Tal R.
      • Wolfenson D.
      Immediate and delayed effects of heat stress on follicular development and its association with plasma FSH and inhibin concentration in cows.
      ,
      • Roth Z.
      • Meidan R.
      • Shaham-Albalancy A.
      • Braw-Tal R.
      • Wolfenson D.
      Delayed effect of heat stress on steroid production in medium-sized and preovulatory bovine follicles.
      ). Consequently, heat stress reduces fertility of female (
      • Folman Y.
      • Rosenberg M.
      • Ascarelli I.
      • Kaim M.
      • Herz Z.
      The effect of dietary and climatic factors on fertility, and on plasma progesterone and oestradiol-17 beta levels in dairy cows.
      ) and male cattle (
      • Ax R.L.
      • Gilbert G.R.
      • Shook G.E.
      Sperm in poor quality semen from bulls during heat stress have a lower affinity for binding hydrogen-3 heparin.
      ), resulting in reduced reproductive performance (
      • Monty Jr, D.E.
      • Wolf L.K.
      Summer heat stress and reduced fertility in Holstein-Friesian cows in Arizona.
      ;
      • Salah M.S.
      • Mogawer H.H.
      Reproductive performance of Friesian cows in Saudi Arabia. II.
      ).
      The incidence of new udder infections and frequency of mastitis increases during hot summer months because the udder's defense mechanisms become deficient (
      • Giesecke W.H.
      The effect of stress on udder health of dairy cows.
      ). Cow mortality increases during periods of heat stress (
      • Hahn G.L.
      Management and housing of farm animals in hot environment, Ungulates.
      ), but the quantitative relationship between mortality risk and magnitude of heat stress remains to be defined. The quantification of the effects of heat stress on dairy cattle is further complicated because cattle have the ability to acclimate to changes in the environment (
      • Wolfenson D.
      • Flamenbaum I.
      • Berman A.
      Dry period heat stress relief effects on prepartum progesterone, calf birth weight, and milk production.
      ;
      • Du Preez J.H.
      • Hattingh P.J.
      • Giesecke W.H.
      • Eisenberg B.E.
      Heat stress in dairy cattle and other livestock under southern African conditions. III. Monthly temperature-humidity index mean values and their significance in the performance of dairy cattle.
      ), genetics plays a role in tolerance to heat stress (
      • Du Preez J.H.
      Parameters for the determination and evaluation of heat stress in dairy cattle in South Africa.
      ;
      • McDowell R.E.
      • Wilk J.C.
      • Talbott C.W.
      Economic viability of crosses of Bos Taurus and Bos indicus for dairying in warm climates.
      ), current selection for production reduces heat tolerance in the United States (Ravagnolo and Mitsztal, 2000), and nutrition and management strategies can reduce its effect (
      • Coppock C.E.
      • Grant P.A.
      • Portzer S.J.
      • Charles D.A.
      • Escobosa A.
      Lactating dairy cow responses to dietary sodium, chloride, and bicarbonate during hot weather.
      ;
      • Schneider P.L.
      • Beede D.K.
      • Wilcox C.J.
      • Collier R.J.
      Influence of dietary sodium and potassium bicarbonate and total potassium on heat-stressed lactating dairy cows.
      ;
      • Knapp D.M.
      • Grummer R.R.
      Response of lactating dairy cows to fat supplementation during heat stress.
      ).
      Most of the effects of heat stress identified in dairy cattle are also present in beef cattle, albeit to a lesser extent due to the overall lower body heat production (lower plane of production) of beef cows combined with a traditional breeding season during which the incidence of heat stress is low. In growing cattle, heat stress has decreased DMI, increased DM digestibility (
      • Lippke H.
      Digestibility and volatile fatty acids in steers and wethers at 21 and 32 C ambient temperature.
      ), decreased rate of gain (
      • Ray D.E.
      Interrelationships among water quality, climate and diet on feedlot performance of steer calves.
      ;
      • Mitlohner F.M.
      • Morrow J.L.
      • Dailey J.W.
      • Wilson S.C.
      • Galyean M.L.
      • Miller M.F.
      • McGlone J.J.
      Shade and water misting effects on behavior, physiology, performance, and carcass traits of heat-stressed feedlot cattle.
      ) partially negated by compensatory gain (
      • Mader T.L.
      • Dahlquist J.M.
      • Hahn G.L.
      • Gaughan J.B.
      Shade and wind barrier effects on summertime feedlot cattle performance.
      ), and reduced fertility of males (
      • Meyerhoeffer D.C.
      • Wettemann R.P.
      • Coleman S.W.
      • Wells M.E.
      Reproductive criteria of beef bulls during and after exposure to increased ambient temperature.
      ) and females (
      • Biggers B.G.
      • Geisert R.D.
      • Wetteman R.P.
      • Buchanan D.S.
      Effect of heat stress on early embryonic development in the beef cow.
      ). Quantification of these effects is complicated by acclimation of animals (
      • Robinson J.B.
      • Ames D.R.
      • Milliken G.A.
      Heat production of cattle acclimated to cold, thermoneutrality and heat when exposed to thermoneutrality and heat stress.
      ) and breed differences in their susceptibility to heat stress (
      • Hammond A.C.
      • Chase Jr, C.C.
      • Bowers E.J.
      • Olson T.A.
      • Randel R.D.
      Heat tolerance in Tuli-, Senepol-, and Brahman-sired F1 Angus heifers in Florida.
      ;
      • Gaughan J.B.
      • Mader T.L.
      • Holt S.M.
      • Josey M.J.
      • Rowan K.J.
      Heat tolerance of Boran and Tuli crossbred steers.
      ).
      In sows, heat stress has consistently been associated with decreased DMI, milk yield, and increased sow lactation BW loss while reducing the weight gain of the litter preweaning (
      • McGlone J.J.
      • Stansbury W.F.
      • Tribble L.F.
      • Morrow J.L.
      Photoperiod and heat stress influence on lactating sow performance and photoperiod effects on nursery pig performance.
      ;
      • Johnston L.J.
      • Ellis M.
      • Libal G.W.
      • Mayrose V.B.
      • Weldon W.C.
      Effect of room temperature and dietary amino acid concentration on performance of lactating sows. NCR-89 Committee on Swine Management.
      ;
      • Renaudeau D.
      • Noblet J.
      Effects of exposure to high ambient temperature and dietary protein level on sow milk production and performance of piglets.
      ;
      • Renaudeau D.
      • Quiniou N.
      • Noblet J.
      Effects of exposure to high ambient temperature and dietary protein level on performance of multiparous lactating sows.
      ). Litter size, however, is either unaffected (
      • Johnston L.J.
      • Ellis M.
      • Libal G.W.
      • Mayrose V.B.
      • Weldon W.C.
      Effect of room temperature and dietary amino acid concentration on performance of lactating sows. NCR-89 Committee on Swine Management.
      ) or is increased by heat stress (
      • McGlone J.J.
      • Stansbury W.F.
      • Tribble L.F.
      • Morrow J.L.
      Photoperiod and heat stress influence on lactating sow performance and photoperiod effects on nursery pig performance.
      ) due to decreased piglet mortality. Additionally, piglets from sows under heat stress exhibit strong compensatory weight gains postweaning, essentially negating most of the heat stress effect while suckling by 2 wk postweaning (
      • Renaudeau D.
      • Noblet J.
      Effects of exposure to high ambient temperature and dietary protein level on sow milk production and performance of piglets.
      ;
      • Renaudeau D.
      • Quiniou N.
      • Noblet J.
      Effects of exposure to high ambient temperature and dietary protein level on performance of multiparous lactating sows.
      ). The sow reproductive system is sensitive to heat stress pre- and postmating. Heat stress affects fertility of both male and female pigs for up to 5 wk after a stressful event (
      • Wettemann R.P.
      • Bazer F.W.
      Influence of environmental temperature on prolificacy of pigs.
      ). Embryo development is compromised with heat stress (
      • Kojima T.
      • Udagawa K.
      • Onishi A.
      • Iwahashi H.
      • Komatsu Y.
      Effect of heat stress on development in vitro and in vivo and on synthesis of heat shock proteins in porcine embryos.
      ), and the proportion of sows showing delayed return or failure to return to estrus after mating is increased noticeably (
      • Hennessy D.P.
      • Williamson P.E.
      Stress and summer infertility in pigs.
      ;
      • Gross T.S.
      • Putney D.J.
      • Bazer F.W.
      • Thatcher W.W.
      Effect of in-vitro heat stress on prostaglandin and protein secretion by endometrium from pregnant and cyclic gilts at day 14 after oestrus.
      ;
      • Liao C.W.
      • Veum T.L.
      Effects of dietary energy intake by gilts and heat stress from days 3 to 24 or 30 after mating on embryo survival and nitrogen and energy balance.
      ). Sow mortality also has been associated with heat stress (
      • D’Allaire S.
      • Drolet R.
      • Brodeur D.
      Sow mortality associated with high ambient temperatures.
      ). Nutrition can mitigate some of the effects of heat stress in sows. Fiber addition to the diet increases, but fat addition decreases, the impact of heat stress on sows (
      • Schoenherr W.D.
      • Stahly T.S.
      • Cromwell G.L.
      The effects of dietary fat or fiber addition on yield and composition of milk from sows housed in a warm or hot environment.
      ). During growth, young gilts are not affected much by heat stress until breeding time, at which heat stress has the same depressive effect on reproduction as in older animals (
      • Flowers B.
      • Cantley T.C.
      • Martin M.J.
      • Day B.N.
      Effect of elevated ambient temperatures on puberty in gilts.
      ). Severe heat stress can also affect the growth of market pigs, although acclimation is a factor (
      • Collin A.
      • van Milgen J.
      • Dubois S.
      • Noblet J.
      Effect of high temperature on feeding behaviour and heat production in group-housed young pigs.
      ). During periods of heat stress, growing pigs reduce fasting heat production by 18%, daily heat production by 22%, and thermic effect of feed by 35% (
      • Collin A.
      • van Milgen J.
      • Dubois S.
      • Noblet J.
      Effect of high temperature on feeding behaviour and heat production in group-housed young pigs.
      ). Social stressors (regrouping) magnify growth and intake depression resulting from heat stress (
      • McGlone J.J.
      • Stansbury W.F.
      • Tribble L.F.
      Effects of heat and social stressors and within-pen weight variation on young pig performance and agonistic behavior.
      ).
      Prolonged, severe heat stress affects DMI and daily gain of broiler chickens, especially after 28 d of age (
      • Cooper M.A.
      • Washburn K.W.
      The relationships of body temperature to weight gain, feed consumption, and feed utilization in broilers under heat stress.
      ;
      • Yalcin S.
      • Ozkan S.
      • Turkmut L.
      • Siegel P.B.
      Responses to heat stress in commercial and local broiler stocks. 1. Performance traits.
      ). The ZTC in broiler chickens, especially under 4 wk of age, is substantially greater than that of most other commercial farm animals (
      National Research Council
      Effect of environment on nutrient requirements of domestic animals.
      ). Additionally, acclimation to high thermal conditions at an early age (4 to 7 d) noticeably reduces the effect of heat stress at a later age (
      • Yahav S.
      • Plavnik I.
      Effect of early-stage thermal conditioning and food restriction on performance and thermotolerance of male broiler chickens.
      ;
      • Altan O.
      • Altan A.
      • Oguz I.
      • Pabuccuoglu A.
      • Konyalioglu S.
      Effects of heat stress on growth, some blood variables and lipid oxidation in broilers exposed to high temperature at an early age.
      ;
      • Yalcin S.
      • Ozkan S.
      • Turkmut L.
      • Siegel P.B.
      Responses to heat stress in commercial and local broiler stocks. 1. Performance traits.
      ). Acclimation reduced heat production by 11.4% and evaporative heat loss by 14.8% (
      • Wiernusz C.J.
      • Teeter R.G.
      Acclimation effects on fed and fasted broiler thermobalance during thermoneutral and high ambient temperature exposure.
      ), and lowers heat stress mortality (
      • May J.D.
      • Deaton J.W.
      • Branton S.L.
      Body temperature of acclimated broilers during exposure to high temperature.
      ). Thyroid size is reduced in birds grown under heat stress, especially if heat stress is cyclic (
      • Dale N.M.
      • Fuller H.L.
      Effect of diet composition on feed intake and growth of chicks under heat stress. II. Constant vs. cycling temperatures.
      ). Heat stress during rapid growth has also been associated with undesirable meat characteristics (
      • Sandercock D.A.
      • Hunter R.R.
      • Nute G.R.
      • Mitchell M.A.
      • Hocking P.M.
      Acute heat stress-induced alterations in blood acid-base status and skeletal muscle membrane integrity in broiler chickens at two ages: implications for meat quality.
      ). Male broiler breeders are affected more by heat stress than females (
      • McDaniel C.D.
      • Bramwell R.K.
      • Wilson J.L.
      • Howarth Jr, B.
      Fertility of male and female broiler breeders following exposure to elevated ambient temperatures.
      ). Bird mortality increases during heat stress (
      • Bogin E.
      • Avidar Y.
      • Pech-Waffenschmidt V.
      • Doron Y.
      • Israeli B.A.
      • Kevhayev E.
      The relationship between heat stress, survivability and blood composition of the domestic chicken.
      ;
      • De Basilio V.
      • Vilarino M.
      • Yahav S.
      • Picard M.
      Early age thermal conditioning and a dual feeding program for male broilers challenged by heat stress.
      ) and is greater near marketing time and in the presence of some anticoccidial drugs (
      • McDouglad L.R.
      • McQuistion T.E.
      Mortality from heat stress in broiler chickens influenced by anticoccidial drugs.
      ; Arjona et al., 1998), as well as during transportation to central processing plants (
      • Mitchell M.A.
      • Kettlewell P.J.
      Physiological stress and welfare of broiler chickens in transit: solutions not problems!.
      ).
      Research on heat stress in laying hens is not entirely consistent regarding its effects on percent hen-day production, but results show a consistent decrease in egg weight and shell thickness (
      • Wolfenson D.
      • Frei Y.F.
      • Snapir N.
      • Berman A.
      Effect of diurnal or nocturnal heat stress on egg formation.
      ;
      • Emery D.A.
      • Vohra P.
      • Ernst R.A.
      • Morrison S.R.
      The effect of cyclic and constant ambient temperatures on feed consumption, egg production, egg weight, and shell thickness of heat.
      ;
      • Muiruri H.K.
      • Harrison P.C.
      Effect of roost temperature on performance of chickens in hot ambient environments.
      ;
      • Wolfenson D.
      • Bachrach D.
      • Maman M.
      • Graber Y.
      • Rozenboim I.
      Evaporative cooling of ventral regions of the skin in heat-stressed laying hens.
      ). Acclimation to heat stress in layers is pronounced (
      • Sykes A.H.
      • Fataftha A.R.
      Acclimation of the fowl to intermittent acute heat stress.
      ,
      • Sykes A.H.
      • Fataftah A.R.
      Effect of a change in environmental temperature on heat tolerance in laying fowl.
      ;
      • Sykes A.H.
      • Salih F.I.
      Effect of changes in dietary energy intake and environmental temperature on heat tolerance in the fowl.
      ). Dietary parameters can modulate the effect of diet stress (
      • Bollengier-Lee S.
      • Mitchell M.A.
      • Utomo D.B.
      • Williams P.E.
      • Whitehead C.C.
      Influence of high dietary vitamin E supplementation on egg production and plasma characteristics in hens subjected to heat stress.
      ;
      • Bollengier-Lee S.
      • Williams P.E.
      • Whitehead C.C.
      Optimal dietary concentration of vitamin E for alleviating the effect of heat stress on egg production in laying hens.
      ;
      • Sahin K.
      • Ozbey O.
      • Onderci M.
      • Cikim G.
      • Aysondu M.H.
      Chromium supplementation can alleviate negative effects of heat stress on egg production, egg quality and some serum metabolites of laying Japanese quail.
      ) as well as management factors (
      • Kassim H.
      • Sykes A.H.
      The respiratory responses of the fowl to hot climates.
      ;
      • Sahin K.
      • Kucuk O.
      A simple way to reduce heat stress in laying hens as judged by egg laying, body weight gain and biochemical parameters.
      ).
      Literature on heat stress in turkeys relates primarily to mortality (
      • Evans R.D.
      • Edson R.K.
      • Watkins K.L.
      • Robertson J.L.
      • Meldrum J.B.
      • Novilla M.N.
      Turkey knockdown in successive flocks.
      ) and the association between heat stress and the incidence of pale, exudative meat (
      • McKee S.R.
      • Sams A.R.
      The effect of seasonal heat stress on rigor development and the incidence of pale, exudative turkey meat.
      ; Owens et al., 2000).
      In all, research has identified many of the mechanisms by which heat stress affects the different classes of farm livestock. Recommendations regarding housing, ventilation, and cooling systems are now issues that are probably applicable on a regional basis (Flamenbaum et al., 1985;
      • Lin J.C.
      • Moss B.R.
      • Koon J.L.
      • Floyd C.A.
      • Smith III R.L.
      • Cummins K.A.
      • Coleman D.A.
      Comparison of various fan, sprinkler, and mister systems in reducing heat stress in dairy cattle.
      ;
      • Armstrong D.V.
      • Hillman P.E.
      • Meyer M.J.
      • Smith J.F.
      • Stokes S.R.
      • Harner J.P.
      Heat stress management in free-stall barns in the western U. S.
      ). Some economic analyses have been done, but they failed to recognize that capital costs of cooling systems are incurred even during periods when heat stress is absent (
      • Igono M.O.
      • Johnson H.D.
      • Steevens B.J.
      • Krause G.F.
      • Shanklin M.D.
      Physiological, productive, and economic benefits of shade, spray, and fan system versus shade for Holstein cows during summer heat.
      ). Efforts are under way to quantify livestock responses for heat stress management (
      • Mayer D.G.
      • Davison T.M.
      • McGowan M.R.
      • Young B.A.
      • Matschoss A.L.
      • Hall A.B.
      • Goodwin P.J.
      • Jonsson N.N.
      • Gaughan J.B.
      Extent and economic effect of heat loads on dairy cattle production in Australia.
      ;
      • Nienaber J.A.
      • Hahn G.L.
      • Eigenberg R.A.
      Quantifying livestock responses for heat stress management: A review.
      ), although these efforts are not inclusive of all farm animals of economic importance. Currently, there are no known estimates of the total economic losses to US livestock industries that are attributable to heat stress. An estimation of such losses would serve in assessing the need for public research investments in heat stress abatement and could be used as a quantitative platform to issue regional recommendations for the various classes of food producing animals. The objectives of the present study are to provide estimates of national and regional economic losses from heat stress by major US food-producing animal industries and to identify areas for which information is lacking to adequately quantify important processes.

      Research and Methods

      Weather Data

      Daily weather records from 257 weather stations starting between 1871 and 1932 were used to estimate means, variances, and covariances of monthly minimum and maximum temperatures, minimum and maximum relative humidity, and calculated minimum and maximum temperature-humidity index (THI) for each of the 48 contiguous states. Weather data were retrieved from the National Oceanic and Atmospheric Administration archives of data originally recorded by the National Weather Service's Cooperative Station network. Within days, temperature and relative humidity were assumed counter-cyclical; thus, minimum THI (THImin) was calculated using minimum temperature and maximum humidity, whereas maximum THI (THImax) was calculated using maximum temperature and minimum humidity using the standard THI equation (
      • Ravagnolo O.
      • Misztal I.
      • Hoogenboom G.
      Genetic component of heat stress in cattle, development of heat index function.
      ).
      To account for the extent and cumulative severity of heat stress within days, two additional variables were calculated (Figure 1). The temperature-humidity index was assumed to follow a perfect sine function with a period of 24 h. This assumption underestimates duration of heat stress at higher latitudes in summer time, but gains in accuracy with more complex models (e.g.,
      • Linvill D.E.
      • Pardue F.E.
      Heat stress and milk production in the South Carolina coastal plains.
      ) are overall small. A THIthreshold was identified for each class of animal (Table 1) and is defined as the THI level at which heat stress begins. Using THImin, THImax, and THIthreshold, duration (D) of heat stress and time summation of THI in excess of the threshold (THILoad) were calculated. Details regarding the calculation of D and THILoad are provided in Appendix in the form of a computer code.
      Figure thumbnail gr1
      Figure 1Sine model of the temperature-humidity index (THI) within a day and the calculation of duration of heat stress and cumulative heat load (THILoad); THImax is the maximum THI during a day; THIthreshold is the THI limit above which heat stress begins; THImean is the mean daily THI; THImin is the minimum THI during a day; D is the proportion of the day in which THI exceeds THIthreshold; THIload is the integral of the THI sine curve above THIthreshold.
      Table 1Physical and economic values used for modeling the economic impact of heat stress.
      THI is the temperature-humidity index; THIthreshold is the THI threshold above which heat stress occurs for that animal class; DMILoss$ is the unit price of DMI for that animal class; OuputLoss$ is the price of one unit of output (gain, milk, doz. eggs) for that animal class; DOLoss$ is the price for one day open for that animal class; RcullLoss$ is the price of one culled production unit for that animal class; Death$ is the price of one dead animal in that animal class.
      Animal classTHIthresholdDMILoss$ ($/kg)OutputLoss$ ($/unit)DOLoss$ ($/d)RcullLoss$ ($/unit)Death$ ($/unit)
      Dairy cow700.130.2872.501,2001,800
      Dairy heifers (0 to1)770.112.20900
      Dairy heifers (1 to2)720.0882.201,350
      Beef cows751.807001,200
      Finishing beef720.101.5400600
      Sows741.50250
      Growing-finishing hogs720.111.0060
      Poultry broiler chickens780.131.212
      Poultry layers700.1250.502.5
      Poultry turkeys780.1381.5910
      1 THI is the temperature-humidity index; THIthreshold is the THI threshold above which heat stress occurs for that animal class; DMILoss$ is the unit price of DMI for that animal class; OuputLoss$ is the price of one unit of output (gain, milk, doz. eggs) for that animal class; DOLoss$ is the price for one day open for that animal class; RcullLoss$ is the price of one culled production unit for that animal class; Death$ is the price of one dead animal in that animal class.

      Animal Population

      Ten animal classes were considered of economic importance to the US livestock industries: dairy cows, dairy replacement heifers (0 to 1 yr and 1 to 2 yr), beef cows, finishing cattle, sows, market hogs, broilers, layers and turkeys. Annual inventory and production data for yr 2000 were estimated from USDA National Agricultural Statistics Service and industry reports (
      • Lobo P.
      USA feed market.
      ). Annual inventory and production data were transformed to monthly inventories assuming 2.2 farrowings/sow per year, two cycles of growing-finishing hogs per year, six cycles of broilers per year, and 2.5 cycles of turkeys per year. The resulting monthly animal inventories are reported in Table 2. Births of animals were assumed uniform throughout the year with the exception of beef cattle from which 75% of the breedings were modeled to occur during the spring season.
      Table 2Monthly animal inventory (in thousands) by animal class and by state.
      StateDairy cowsDairy heifers, 0 to 1 yrDairy heifers, 1 to 2 yrBeef cowsBeef, finishing cattleSwine sowsSwine, growing-finishingPoultry, broilersPoultry, layersPoultry, turkeys
      AL2399737013122173,11710,4130
      AR4115159290101987198,61715,34011,200
      AZ140323119533511113000
      CA15607697507806081818687,38824,0560
      CO90464584026801591479036717200
      CT2612128005031292
      DE9444043741,28314882
      FL1554140975075619,98310,4760
      GA863231614046448204,95020,8160
      IA2151181159856068598376028,0982840
      ID35416416049670022108930
      IL118626045203753595035491160
      IN151646222902772685022,7085400
      KS967270152453701431378015782400
      KY1304140106004138834,70037690
      LA5712124730321019750
      MA239950113032932
      MD82353437043347,2173245176
      ME39202010017042250
      MI30013313085087862062381400
      MN52029729041004734655736712,58117,400
      MO150676520700323314240,0006141920
      MS361515579024242123,31767090
      MT191010153101515202910
      NC69313043609759493116,40011,14816,400
      ND481414100202725700800
      NE80313019504885286278456711,9092400
      NH1888400401396
      NJ166680050203024
      NM261515054918303000
      NV251212250005000
      NY6703022958007653503974204
      OH26511811527501361320761731,1291760
      OK90212019108893022,99737,18340072400
      OR9062605900327029760
      PA61028728015008884722,21723,2983720
      RI21120030510
      SC22101021802423432,80049743960
      SD101313018093841121103021851720
      TN954645103503027825,21712070
      TX345103100546561907072891,83317,4232400
      UT954746355050490027040
      VA119585767103030344,150346310,200
      VT158646210004023219
      WA244107104271560329048360
      WI1330651635230056543546744561600
      WV175519301715,21710511640
      WY5118250151400120
      U.S.91954146404533,31623,390520850,6591,376,955324,92299,383

      Dairy Cow Model

      Studies used to develop biological response functions to heat stress in dairy cattle are reported in Table 3. For dairy cows, the following set of equations was used:
      DIMLoss=0.0345×(THImaxTHIthreshold)2×DMILKLoss=0.0695×(THImaxTHIthreshold)2×DPR=0.200.00090×THILoadmDOLoss=164.5(184.5×PR)+(29.38×PR2)128.8RCullRate=100102.7×(11.101×EXP(10.19×PR))PDeath=0.000855×EXP(0.00981×THILoadm)
      [1]


      where
      Table 3Studies used to develop biological response functions to heat stress.
      DairyBeefSwinePoultry
      • al-Katanani Y.M.
      • Webb D.W.
      • Hansen P.J.
      Factors affecting seasonal variation in 90-day nonreturn rate to first service in lactating Holstein cows in a hot climate.
      • Biggers B.G.
      • Geisert R.D.
      • Wetteman R.P.
      • Buchanan D.S.
      Effect of heat stress on early embryonic development in the beef cow.
      • Ames D.R.
      Thermal environment affects livestock performance.
      • Altan O.
      • Altan A.
      • Oguz I.
      • Pabuccuoglu A.
      • Konyalioglu S.
      Effects of heat stress on growth, some blood variables and lipid oxidation in broilers exposed to high temperature at an early age.
      • Armstrong D.V.
      Heat stress interaction with shade and cooling.
      • Gaughan J.B.
      • Mader T.L.
      • Holt S.M.
      • Josey M.J.
      • Rowan K.J.
      Heat tolerance of Boran and Tuli crossbred steers.
      • Bull R.P.
      • Harrison P.C.
      • Riskowsi G.L.
      • Gonyou H.W.
      Preference among cooling systems by gilts under heat stress.
      • Bogin E.
      • Avidar Y.
      • Pech-Waffenschmidt V.
      • Doron Y.
      • Israeli B.A.
      • Kevhayev E.
      The relationship between heat stress, survivability and blood composition of the domestic chicken.
      • Barash H.
      • Silanikove N.
      • Shamay A.
      • Ezra E.
      Interrelationships among ambient temperature, day length, and milk yield in dairy cows under a Mediterranean climate.
      • Hammond A.C.
      • Chase Jr, C.C.
      • Bowers E.J.
      • Olson T.A.
      • Randel R.D.
      Heat tolerance in Tuli-, Senepol-, and Brahman-sired F1 Angus heifers in Florida.
      • Collin A.
      • van Milgen J.
      • Dubois S.
      • Noblet J.
      Effect of high temperature on feeding behaviour and heat production in group-housed young pigs.
      • Bollengier-Lee S.
      • Mitchell M.A.
      • Utomo D.B.
      • Williams P.E.
      • Whitehead C.C.
      Influence of high dietary vitamin E supplementation on egg production and plasma characteristics in hens subjected to heat stress.
      • Berman A.
      • Folman Y.
      • Karen M.
      • Maman M.
      • Herz Z.
      • Wolfenson D.
      • Arieli A.
      • Graber Y.
      Upper critical temperatures and forced ventilation effects for high-yielding dairy cows in a subtropical climate.
      • Lippke H.
      Digestibility and volatile fatty acids in steers and wethers at 21 and 32 C ambient temperature.
      • D’Allaire S.
      • Drolet R.
      • Brodeur D.
      Sow mortality associated with high ambient temperatures.
      • Bollengier-Lee S.
      • Williams P.E.
      • Whitehead C.C.
      Optimal dietary concentration of vitamin E for alleviating the effect of heat stress on egg production in laying hens.
      • Collier R.J.
      • Beede D.K.
      • Thatcher W.W.
      • Israel L.A.
      • Wilcox C.J.
      Influences of environment and its modification on dairy animal health and production.
      • Mader T.
      Environmental stress in beef cattle.
      • Flowers B.
      • Cantley T.C.
      • Martin M.J.
      • Day B.N.
      Effect of elevated ambient temperatures on puberty in gilts.
      • Cooper M.A.
      • Washburn K.W.
      The relationships of body temperature to weight gain, feed consumption, and feed utilization in broilers under heat stress.
      • Drost M.
      • Ambrose J.D.
      • Thatcher M.J.
      • Cantrell C.K.
      • Wolfsdorf K.E.
      • Hasler J.F.
      • Thatcher W.W.
      Conception rates after artificial insemination or embryo transfer in lactating dairy cows during summer in Florida.
      • Mader T.L.
      • Dahlquist J.M.
      • Hahn G.L.
      • Gaughan J.B.
      Shade and wind barrier effects on summertime feedlot cattle performance.
      • Johnston L.J.
      • Ellis M.
      • Libal G.W.
      • Mayrose V.B.
      • Weldon W.C.
      Effect of room temperature and dietary amino acid concentration on performance of lactating sows. NCR-89 Committee on Swine Management.
      • De Basilio V.
      • Vilarino M.
      • Yahav S.
      • Picard M.
      Early age thermal conditioning and a dual feeding program for male broilers challenged by heat stress.
      • Du Preez J.H.
      Parameters for the determination and evaluation of heat stress in dairy cattle in South Africa.
      • Mitlohner F.M.
      • Morrow J.L.
      • Dailey J.W.
      • Wilson S.C.
      • Galyean M.L.
      • Miller M.F.
      • McGlone J.J.
      Shade and water misting effects on behavior, physiology, performance, and carcass traits of heat-stressed feedlot cattle.
      • Liao C.W.
      • Veum T.L.
      Effects of dietary energy intake by gilts and heat stress from days 3 to 24 or 30 after mating on embryo survival and nitrogen and energy balance.
      El-Gendy et al., 1996
      • Du Preez J.H.
      • Giesecke W.H.
      • Hattingh P.J.
      Heat stress in dairy cattle and other livestock under southern African conditions. I. Temperature-humidity index mean values during the four main seasons.
      National Research Council
      Effect of environment on nutrient requirements of domestic animals.
      • McGlone J.J.
      • Stansbury W.F.
      • Tribble L.F.
      Effects of heat and social stressors and within-pen weight variation on young pig performance and agonistic behavior.
      • Emery D.A.
      • Vohra P.
      • Ernst R.A.
      • Morrison S.R.
      The effect of cyclic and constant ambient temperatures on feed consumption, egg production, egg weight, and shell thickness of heat.
      • Du Preez J.H.
      • Giesecke W.H.
      • Hattingh P.J.
      • Eisenberg B.E.
      Heat stress in dairy cattle under southern African conditions. II. Identification of areas of potential heat stress during summer by means of observed true and predicted temperature-humidity index values.
      • Ray D.E.
      Interrelationships among water quality, climate and diet on feedlot performance of steer calves.
      • McGlone J.J.
      • Stansbury W.F.
      • Tribble L.F.
      Management of lactating sows during heat stress: effects of water drip, snout coolers, floor type and a high energy-density diet.
      • Ernst R.A.
      • Weathers W.W.
      • Smith J.
      Effects of heat stress on day-old broiler chicks.
      • Du Preez J.H.
      • Hattingh P.J.
      • Giesecke W.H.
      • Eisenberg B.E.
      Heat stress in dairy cattle and other livestock under southern African conditions. III. Monthly temperature-humidity index mean values and their significance in the performance of dairy cattle.
      • Robinson J.B.
      • Ames D.R.
      • Milliken G.A.
      Heat production of cattle acclimated to cold, thermoneutrality and heat when exposed to thermoneutrality and heat stress.
      • McGlone J.J.
      • Stansbury W.F.
      • Tribble L.F.
      • Morrow J.L.
      Photoperiod and heat stress influence on lactating sow performance and photoperiod effects on nursery pig performance.
      • Evans R.D.
      • Edson R.K.
      • Watkins K.L.
      • Robertson J.L.
      • Meldrum J.B.
      • Novilla M.N.
      Turkey knockdown in successive flocks.
      • Du Preez J.H.
      • Willemse J.J.
      • Van Ark H.
      Effect of heat stress on conception in a dairy-herd model in the Natal highlands of South Africa.
      • Morrison S.R.
      • Heitman H.
      • Bond T.E.
      • Finn-Kelcey P.
      The influence of humidty on growth rate and feed utilization of swine.
      • May J.D.
      Effect of dietary thyroid hormone on survival time during heat stress.
      Elvinger et al., 1992
      • Morrison S.R.
      • Heitman H.
      • Bond T.E.
      Effect of humidity on swine at temperatures above optimum.
      • Flamenbaum I.
      • Wolfenson D.
      • Kunz P.L.
      • Maman M.
      • Berman A.
      Interactions between body conditions at calving and cooling of dairy cows during lactations in summer.
      • Morrison S.R.
      • Heitman H.
      • Givens R.L.
      Effects of diurnal air temperature cycles on growth and food conversion in pigs.
      • McKee J.S.
      • Harrison P.C.
      • Riskowski G.L.
      Effects of supplemental ascorbic acid on the energy conversion of broiler chicks during heat stress and feed withdrawal.
      • Flamenbaum I.
      • Wolfenson D.
      • Maman M.
      • Berman A.
      Cooling dairy cattle by a combination of sprinkling and forced ventilation and its implementation in the shelter system.
      • Renaudeau D.
      • Noblet J.
      Effects of exposure to high ambient temperature and dietary protein level on sow milk production and performance of piglets.
      • McNaughton J.L.
      • May J.D.
      • Reece F.N.
      • Deaton J.W.
      Lysine requirement of broilers as influenced by environmental temperatures.
      • Her E.
      • Wolfenson D.
      • Flamenbaum I.
      • Folman Y.
      • Kaim M.
      • Berman A.
      Thermal, productive, and reproductive responses of high yielding cows exposed to short-term cooling in summer.
      • Renaudeau D.
      • Quiniou N.
      • Noblet J.
      Effects of exposure to high ambient temperature and dietary protein level on performance of multiparous lactating sows.
      • Reilly W.M.
      • Koelkebeck K.W.
      • Harrison P.C.
      Performance evaluation of heat-stressed commercial broilers provided water-cooled floor perches.
      • Holter J.B.
      • West J.W.
      • McGilliard M.L.
      • Pell A.N.
      Predicting ad libitum dry matter intake and yields of Jersey cows.
      • Wettemann R.P.
      • Bazer F.W.
      Influence of environmental temperature on prolificacy of pigs.
      • Sahin K.
      • Kucuk O.
      A simple way to reduce heat stress in laying hens as judged by egg laying, body weight gain and biochemical parameters.
      • Holter J.B.
      • West J.W.
      • McGilliard M.L.
      Predicting ad libitum dry matter intake and yield of Holstein cows.
      Sykes and Fataftah, 1985
      • Igono M.O.
      • Johnson H.D.
      • Steevens B.J.
      • Krause G.F.
      • Shanklin M.D.
      Physiological, productive, and economic benefits of shade, spray, and fan system versus shade for Holstein cows during summer heat.
      Sykes and Fataftah, 1986
      • Igono M.O.
      • Johnson H.D.
      • Steevens B.J.
      • Krause G.F.
      • Shanklin M.D.
      Physiological, productive, and economic benefits of shade, spray, and fan system versus shade for Holstein cows during summer heat.
      • Sykes A.H.
      • Salih F.I.
      Effect of changes in dietary energy intake and environmental temperature on heat tolerance in the fowl.
      • Ingraham R.H.
      • Stanley R.W.
      • Wagner W.C.
      Relationship of temperature and humidity to conception rate of Holstein cows in Hawaii.
      • Tadtiyanant C.
      • Lyons J.J.
      • Vandepopuliere J.M.
      Influence of wet and dry feed on laying hens under heat stress.
      • Lewis G.S.
      • Thatcher W.W.
      • Bliss E.L.
      • Drost M.
      • Collier R.J.
      Effects of heat stress during pregnancy on postpartum reproductive changes in Holstein cows.
      • Whiting T.S.
      • Andrews L.D.
      • Adams M.H.
      • Stamps L.
      Effects of sodium bicarbonate and potassium chloride drinking water supplementation. 2. Meat and carcass characteristics of broilers grown under thermoneutral and cyclic heat-stress conditions.
      • Lin J.C.
      • Moss B.R.
      • Koon J.L.
      • Floyd C.A.
      • Smith III R.L.
      • Cummins K.A.
      • Coleman D.A.
      Comparison of various fan, sprinkler, and mister systems in reducing heat stress in dairy cattle.
      • Wiernusz C.J.
      • Teeter R.G.
      Acclimation effects on fed and fasted broiler thermobalance during thermoneutral and high ambient temperature exposure.
      • Linvill D.E.
      • Pardue F.E.
      Heat stress and milk production in the South Carolina coastal plains.
      • Wolfenson D.
      • Bachrach D.
      • Maman M.
      • Graber Y.
      • Rozenboim I.
      Evaporative cooling of ventral regions of the skin in heat-stressed laying hens.
      • McDowell R.E.
      • Hooven N.W.
      • Camoens J.K.
      Effects of climate on performance of Holsteins in first lactation.
      • Yahav S.
      • Plavnik I.
      Effect of early-stage thermal conditioning and food restriction on performance and thermotolerance of male broiler chickens.
      • Monty Jr, D.E.
      • Wolf L.K.
      Summer heat stress and reduced fertility in Holstein-Friesian cows in Arizona.
      • Yalcin S.
      • Ozkan S.
      • Turkmut L.
      • Siegel P.B.
      Responses to heat stress in commercial and local broiler stocks. 1. Performance traits.
      • Moore R.B.
      • Fuquay J.W.
      • Drapala W.J.
      Effects of late gestation heat stress on postpartum milk production and reproduction in dairy cattle.
      • Yalcin S.
      • Ozkan S.
      • Turkmut L.
      • Siegel P.B.
      Responses to heat stress in commercial and local broiler stocks. 2. Developmental stability of bilateral traits.
      National Research Council
      Effect of environment on nutrient requirements of domestic animals.
      • Neuwirth J.G.
      • Norton J.K.
      • Rawlings C.A.
      • Thompson F.N.
      • Ware G.O.
      Physiologic responses of dairy calves to environmental heat stress.
      • Ominski K.H.
      • Kennedy A.D.
      • Wittenberg K.M.
      • Mostaghi Nia S.A.
      Physiological and production responses to feeding schedule in lactating dairy cows exposed to short-term, moderate heat stress.
      Ravagnolo and Mitszval, 2000
      • Ravagnolo O.
      • Misztal I.
      • Hoogenboom G.
      Genetic component of heat stress in cattle, development of heat index function.
      • Ray D.E.
      • Halbach T.J.
      • Armstrong D.V.
      Season and lactation number effects on milk production and reproduction of dairy cattle in Arizona.
      • Richards J.I.
      Milk production of Friesian cows subjected to high daytime temperatures when allowed food either ad lib or at night-time only.
      • Salah M.S.
      • Mogawer H.H.
      Reproductive performance of Friesian cows in Saudi Arabia. II.
      • Silanikove N.
      Effects of heat stress on the welfare of extensively managed domestic ruminants.
      • Spain J.N.
      • Spiers D.E.
      Effects of supplemental shade on thermoregulatory response of calves to heat challenge in a hutch environment.
      • Strickland J.T.
      • Bucklin R.A.
      • Nordstedt R.A.
      • Beede D.K.
      • Bray D.R.
      Sprinkler and fan cooling systems for dairy cows in hot, humid climates.
      • Turner L.W.
      • Chastain J.P.
      • Hemken R.W.
      • Gates R.S.
      • Crist W.L.
      Reducing heat stress in dairy cows through sprinkler and fan cooling.
      • Wolfenson D.
      • Flamenbaum I.
      • Berman A.
      Dry period heat stress relief effects on prepartum progesterone, calf birth weight, and milk production.
      • Zoa-Mboe A.
      • Head H.H.
      • Bachman K.C.
      • Baccari Jr, F.
      • Wilcox C.J.
      Effects of bovine somatotropin on milk yield and composition, dry matter intake, and some physiological functions of Holstein cows during heat stress.
      DMILoss
      is the reduction in DMI from heat stress (kilogram per animal per day),
      THImax
      is the maximum THI during a day,
      THIthreshold
      is the THI threshold, above which heat stress occurs for dairy cows,
      D
      is the proportion of a day where THI > THIthreshold (e.g., 0.33),
      MilkLoss
      is the reduction in milk production (kilogram per cow per day),
      PR
      is the monthly pregnancy rate (e.g. 0.15),
      THILoadm
      is the monthly average THILoad,
      DOLoss
      is the change in the average number of days open,
      RCullRate
      is the change in monthly cull rate (e.g., 0.01),
      PDeath
      is the change in monthly death rate from heat stress, and
      EXP
      is the exponentiation function (i.e., e exponent the expression in parentheses).
      The relationships between DOLoss, RcullRate, and PR were derived using a Markov chain Monte Carlo procedure (
      • St-Pierre N.R.
      • Jones L.R.
      Forecasting herd structure and milk production for production risk management.
      ).

      Dairy Replacement Model

      Insufficient data were available to develop a model specific to growing dairy animals. We used the finishing beef cattle model and adjusted the parameters to reasonable targets of daily gain and DMI. Replacement animals under 1 yr of age were modeled according to the following equations:
      DMILoss=5.0×0.032×THILoad/100GainLoss=0.90×0.064×THILoad/100PDeath=0.0004275×EXP(0.00981×THILoadm)
      [2]


      where
      GainLoss
      is the loss in BW gain (kilogram per animal per day).
      Equations for replacement heifers over one year of age were:
      DMILoss=10.0×0.032×THILoad/100GainLoss=1.0×0.064×THILoad/100PDeath=0.0004275×EXP(0.00981×THILoadm)
      [3]


      THILoad and THILoadm are functions of THIthreshold, which was set at 77 for animals under a year of age and 72 for older replacement animals.

      Beef Cow Model

      Studies used to develop response functions in beef are reported in Table 3. Equations used to model the response of beef cows to heat stress were:
      DMILoss=0PR=0.70(0.0090×THILoadm)DOLoss=145.9(149.0×PR)+(76.34×PR2)79RCullRate=0PDeath=0.0004275×EXP(0.00981×THILoadm)
      [4]


      Although it is probable that DMI of range cattle drops when animals are heat stressed, published observations are lacking to quantify the process. Thus, we assumed this loss to be negligible.

      Finishing Cattle Model

      The following set of equations were developed for this class of animals:
      DMILoss=9.1×0.032×THILoad/100GainLoss=1.36×0.064×THILoad/100PDeath=0.0004275×EXP(0.00981×THILoadm).
      [5]


      Sow Model

      Studies used to develop equations for sows and grow-finish hogs are reported in Table 3. For sows, the following set of equations resulted:
      DMILoss=0ARate=0.00227×THILoadmDOLoss=37×ARateRCullRate=0PDeath=0.000855×EXP(0.00981×THILoadm),
      [6]


      where
      ARate
      is the abortion rate.
      Although sows reduce feed intake when heat-stressed, this is done at the expense of BW loss that must be replenished later. Thus, there are no realized net savings in feed over a full reproductive cycle, which is why we set the value of DMILoss to 0. From a reproduction standpoint, we assumed that sows are not culled for reproductive failures due to heat stress. The cost of a prostaglandin injection to resume reproduction was added to each reproductive failure.

      Grow-Finish Hog Model

      Equations used for grow-finish hogs were:
      DMILoss=0.00308×THILoadGainLoss=0.00154×THILoadPDeath=0.0004275×EXP(0.00981×THILoadm).
      [7]


      Poultry-Broilers Model

      Studies used to develop response functions for all three poultry species are reported in Table 3. For broiler chickens, the following equations were developed.
      DMILoss=0.22×THILoad/168GainLoss=0.11×THILoad/168PDeath=0.0004275×EXP(0.00981×THILoadm).
      [8]


      Poultry-Layers Model

      The following equations were used to model physical losses of laying hens:
      DMILoss=0.12×(0.0366×THILoad)/100EGGLoss=0.048((0.8(0.00034×THILoad))×(0.06(0.0000123×THILoad)))PDeath=0.0004275×EXP(0.00981×THILoadm),
      [9]


      where
      EGGLoss
      is the loss in egg production (kilogram per hen per day).
      Note that the equation for EGGLoss incorporates the negative effects of heat stress on both the percent hen-day production and egg size. Production losses are converted to dozen egg equivalents assuming that a standard dozen of eggs weighs 0.72 kg (i.e., 1 egg = 0.06 kg).

      Poultry-Turkeys Model

      Data on the effect of heat stress in growing turkeys are scarce. We used the model developed for broilers, substituting parameters in line with normal growth of turkeys at an average 4.5 kg of BW.
      DMILoss=0.020×THILoad/168GAINLoss=0.0085×THILoad/168PDeath=0.0004275×EXP(0.00981×THILoad).
      [10]


      Physical and Economic Inputs

      Table 1 reports THIthreshold assumptions used for each of the 10 animal classes. Because current selection for production reduces heat tolerance in dairy (
      • Ravagnolo O.
      • Misztal I.
      • Hoogenboom G.
      Genetic component of heat stress in cattle, development of heat index function.
      ), we lowered the THIthreshold of dairy cows from the traditional value of 72 established many years ago to a value of 70. Other values of THIthreshold were as reported or calculated from literature data.
      Unit values for each of the five categories of losses are given for each animal class in Table 1. Values were chosen to represent average US costs over the last 5 yr. The price of some animal commodities (e.g., milk) varies appreciably over US regions and over time. The variation in output unit values was not factored in our model.

      Cooling Systems

      Equations presented so far are applicable to animals maintained in a system of minimal cooling. In confinement, such a system would rely on natural ventilation or mechanized ventilation where air exchange is limited to providing animals with adequate air exchange to maintain its chemical quality but without creating sufficient air movement around the animals to result in significant cooling effects. In dry lots, the equations implicitly assume that animals have access to shade because solar radiation is not factored in the response model.

      Moderate heat abatement

      The first intensity of heat abatement modeled was conceptualized as a system of fans or forced ventilation and was classified as “moderate”. In dairy cows, literature data (
      • Berman A.
      • Folman Y.
      • Karen M.
      • Maman M.
      • Herz Z.
      • Wolfenson D.
      • Arieli A.
      • Graber Y.
      Upper critical temperatures and forced ventilation effects for high-yielding dairy cows in a subtropical climate.
      ;
      • Flamenbaum I.
      • Wolfenson D.
      • Maman M.
      • Berman A.
      Cooling dairy cattle by a combination of sprinkling and forced ventilation and its implementation in the shelter system.
      ;
      • Strickland J.T.
      • Bucklin R.A.
      • Nordstedt R.A.
      • Beede D.K.
      • Bray D.R.
      Sprinkler and fan cooling systems for dairy cows in hot, humid climates.
      ;
      • Means S.L.
      • Bucklin R.A.
      • Nordstedt R.A.
      • Beede D.K.
      • Bray D.R.
      • Wilcox C.J.
      • Sanchez W.K.
      Water application rates for a sprinkler and fan dairy cooling system in hot-humid climates.
      ;
      • Turner L.W.
      • Chastain J.P.
      • Hemken R.W.
      • Gates R.S.
      • Crist W.L.
      Reducing heat stress in dairy cows through sprinkler and fan cooling.
      ;
      • Lin J.C.
      • Moss B.R.
      • Koon J.L.
      • Floyd C.A.
      • Smith III R.L.
      • Cummins K.A.
      • Coleman D.A.
      Comparison of various fan, sprinkler, and mister systems in reducing heat stress in dairy cattle.
      ) were used to derive the effectiveness of moderate heat abatement, which was expressed as the decrease in apparent THI experienced by the animals. In our model, the actual THI is replaced by the apparent THI when one of the three levels of heat abatement is used. Figure 2a depicts the effect of moderate heat abatement intensity on apparent THI as a function of temperature and relative humidity according to the following equation:
      ΔTHI=11.06+(0.25×T)+(0.02×H)
      [11]


      where
      Figure thumbnail gr2
      Figure 2Apparent temperature-humidity index (THI) reduction as a function of temperature and relative humidity in a system providing a) moderate, b) high, and c) intense heat abatement intensity.
      ΔTHI
      is the change in apparent THI
      T
      is ambient temperature (°C), and
      H
      is ambient relative humidity (%).
      This equation was used across all animal types to estimate the physical effectiveness of a moderate heat abatement system. From a cost standpoint, one cooling unit was used per 50 m2 of housing or per 3800 kg of BW. The purchase cost per cooling unit was set at $250, which was annualized at a rate of 15% to cover maintenance, depreciation, and interest costs. The sum of all fixed costs associated with the additional investments was labeled capital cost. Operating costs assumed an electrical consumption of 0.65 kW/h of operation, and $0.09/kW•h of electricity.

      High heat abatement

      Conceptually, this intensity of heat abatement has the effectiveness of a combination of fans and sprinklers in dairy. For dairy cows, published data (
      • Flamenbaum I.
      • Wolfenson D.
      • Maman M.
      • Berman A.
      Cooling dairy cattle by a combination of sprinkling and forced ventilation and its implementation in the shelter system.
      ;
      • Igono M.O.
      • Johnson H.D.
      • Steevens B.J.
      • Krause G.F.
      • Shanklin M.D.
      Physiological, productive, and economic benefits of shade, spray, and fan system versus shade for Holstein cows during summer heat.
      ;
      • Strickland J.T.
      • Bucklin R.A.
      • Nordstedt R.A.
      • Beede D.K.
      • Bray D.R.
      Sprinkler and fan cooling systems for dairy cows in hot, humid climates.
      ;
      • Means S.L.
      • Bucklin R.A.
      • Nordstedt R.A.
      • Beede D.K.
      • Bray D.R.
      • Wilcox C.J.
      • Sanchez W.K.
      Water application rates for a sprinkler and fan dairy cooling system in hot-humid climates.
      ;
      • Turner L.W.
      • Chastain J.P.
      • Hemken R.W.
      • Gates R.S.
      • Crist W.L.
      Reducing heat stress in dairy cows through sprinkler and fan cooling.
      ;
      • Lin J.C.
      • Moss B.R.
      • Koon J.L.
      • Floyd C.A.
      • Smith III R.L.
      • Cummins K.A.
      • Coleman D.A.
      Comparison of various fan, sprinkler, and mister systems in reducing heat stress in dairy cattle.
      ) were used to quantify the decline in apparent THI using the following equation:
      ΔTHI=17.6+(0.36×T)+(0.04H)
      [12]


      Figure 2b shows the drop in apparent THI for a high heat abatement system. Capital costs for this system were calculated as those of the moderate system plus $60 of additional investments per 50 m2 of housing or per 3800 kg of BW; these costs were annualized at a rate of 25% to cover depreciation, interest, and the additional maintenance. Operating costs were the same as those for the moderate system augmented by $0.01/h of operation.

      Intense heat abatement

      Conceptually, this intensity of heat abatement has the cooling properties of a high-pressure evaporative cooling system in dairy. Field data from a commercial manufacturer (Korral Kool, Inc., Mesa, AZ) were used to quantify the cooling effect of an intense heat abatement system. Evaporative cooling is the only commercially available system that actually decreases the actual THI as opposed to changing the apparent THI. The drop in apparent THI at various combinations of T and H is shown in Figure 2c based on the following equation:
      ΔTHI=11.7(0.16×T)+(0.18×H)
      [13]


      Capital costs were calculated based on additional investments of $6000 per 120 m2 or per 8865 kg of BW, annualized at a rate of 15%. Operating costs were calculated using a rate of $0.23/h of operation per unit.

      Simulation

      Monte Carlo techniques were used to simulate the variation of weather data across time. A variance-covariance matrix and a vector of means of minimum and maximum T and H were calculated for each month within each state. These were used to generate 30 d of weather data per month, assuming a multivariate normal distribution of all four variables using the algorithm of
      • Fishman G.S.
      Principles of Discrete Event Simulatio.
      . This process was iterated 1000 times for each month within each state and for each of the 10 animal classes and four heat abatement intensities.

      Results and Discussion

      Weather

      Mean weather data for the month of July are presented in Table 4. The aggregation of weather data to the state level distorts the heat stress picture for a few states. In Texas, for example, the weather in July is typically hot and dry in the northwest panhandle but hot and humid in the area along the Gulf of Mexico. Although this aggregation may impact our assessment of the optimal cooling system for a given animal class in a few states, it probably has minor impact on the overall economic impact on a national basis.
      Table 4Mean minima and maxima for temperature, relative humidity, and temperature-humidity index during the month of July in each of the 48 contiguous states.
      StateMinimum temperature (°C)Maximum temperature (°C)Minimum relative humidity (%)Maximum relative humidity (%)Minimum temperature-humidity indexMaximum temperature-humidity indexTemperature-humidity index range
      AL20.532.863.389.068.384.316.0
      AR20.733.658.587.068.584.716.2
      AZ20.137.326.854.865.682.617.0
      CA15.932.635.566.260.079.019.0
      CO11.830.432.868.454.076.022.1
      CT15.027.355.578.558.875.516.6
      DE18.930.954.079.065.180.115.1
      FL22.332.862.686.771.184.213.1
      GA21.032.757.289.269.083.114.1
      IA17.130.062.585.562.380.217.8
      ID10.930.524.059.752.974.821.8
      IL18.131.260.885.064.081.617.6
      IN17.530.158.385.363.179.716.7
      KS19.533.651.680.866.183.317.2
      KY18.431.362.087.564.582.017.4
      LA22.233.465.591.871.385.714.3
      MA16.427.957.076.761.176.415.3
      MD18.830.653.080.065.079.514.6
      ME13.325.258.581.556.172.916.8
      MI14.427.256.584.857.975.417.6
      MN14.627.760.685.858.176.718.6
      MO19.332.361.385.566.083.217.2
      MS21.533.363.791.770.185.115.0
      MT10.728.933.072.752.274.422.2
      NC19.031.161.388.265.781.615.9
      ND13.428.353.783.356.276.620.4
      NE16.931.855.583.161.981.619.7
      NH13.227.051.084.055.874.518.7
      NJ17.629.154.577.562.977.714.8
      NM14.631.333.367.758.177.219.1
      NV13.433.317.648.056.676.520.0
      NY14.727.155.878.458.375.316.9
      OH16.229.156.483.960.978.017.2
      OK20.834.955.580.568.285.917.6
      OR9.728.140.776.950.574.524.0
      PA15.428.755.081.559.577.217.7
      RI16.326.164.082.060.974.913.9
      SC21.232.657.787.769.383.013.8
      SD15.230.954.082.859.380.120.8
      TN18.931.659.888.665.482.016.6
      TX21.534.953.480.569.385.416.1
      UT12.731.922.052.055.575.920.4
      VA17.630.658.483.863.180.417.3
      VT13.827.253.078.056.875.118.2
      WA10.825.243.879.852.171.419.3
      WI14.727.760.584.858.376.718.3
      WV16.629.860.890.861.679.718.1
      WY10.128.531.867.551.473.822.4
      U.S.16.530.451.779.761.479.117.6
      Beyond the obvious general increase in THI from North to South, information in Table 4 demonstrates the need to account for T, H, and THI patterns beyond their simple daily averages. For example, Ohio and Montana have the same average maximum T, but minimum T is 5.5°C less in MT. The average maximum THI in Idaho and Rhode Island are identical, but the average minimum THI is 10 units less in Idaho. High humidity compounds the effects of high temperatures. For example, although Utah and South Carolina have nearly the same average maximum temperature (31.5°C), the THImax and the THImin are 7.1 and 13.8 units lower, respectively, in Utah.
      The difference between the average minimum and maximum THI varies considerably across states. In general, the THIspread is small in southeastern states and large in western states. This has a substantial impact on the magnitude and duration of heat stress on a given day. During an average July day in Florida, for example, a dairy cow would be constantly under heat stress conditions, whereas a cow in Arizona (the state with the highest mean maximum temperature in July) would be exposed to THI conditions under her THIthreshold for approximately 8 h/d.

      Impact of Heat Stress on Productivity Without Heat Abatement Systems

      Dairy cows

      The impact of heat stress on the productivity of dairy cows in the absence of heat abatement is presented in Table 5. Reduction in milk production ranges between 68 and 2072 kg/cow per year in Wyoming and Louisiana, respectively. The effect on reproduction varies considerably across states, with a low of 4.3 and 2.7 in Wyoming and a high of 57.7 and 88.0 in Louisiana for DOLoss (days) and RCullRate (animals/1000 animals), respectively. Annual heat stress is summarized in terms of duration (hours per year) and extent (as a sum of THILoad per year). The THILoad per hour of heat stress varies across states to a low of 4.4 (2558 ÷ 581) and a high 8.0 (25,597 ÷ 3185) units/h in Idaho and Texas, respectively, averaging 6.4 units/h across all states. Clearly, cows in Alabama, Florida, Louisiana, Mississippi, and Texas are severely affected both in duration and extent of heat stress in the absence of heat abatement. In Florida, for example, close to 50% of all annual hours are under temperature and humidity conditions resulting in heat stress. Nationally, the average dairy cow is exposed 14.1% of all annual hours to conditions of heat stress.
      Table 5Estimated annual production losses by dairy cows and duration and extent of heat stress periods under minimum heat abatement intensity.
      StateDMI Reduction (kg/cow per yr)Milk production loss (kg/cow per yr)Increase in average days openAnnual Reproductive Cull (per 1000 cows)Deaths to heat stress (per 1000 cows)Heat stress (h/yr)THILoad
      THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      (units/yr)
      AL648130540.548.810.4267919,233
      AR611123337.044.59.5241817,552
      AZ36272925.624.75.2188912,119
      CA14529312.19.11.910395587
      CO881768.36.01.27393777
      CT781578.15.81.27853670
      DE22946118.716.93.515278802
      FL894180359.279.917.2426128,152
      GA600120938.945.69.7276518,448
      IA24248717.615.63.212718238
      ID511028.83.90.85812558
      IL29158620.819.44.114989793
      IN21443017.014.63.013337951
      KS33467223.522.84.8173111,082
      KY40080727.127.75.8181112,810
      LA1028207257.788.219.3355127,355
      MA992009.47.11.58654310
      MD21242817.515.43.214588212
      ME42844.73.00.64552007
      MI801607.85.51.17083495
      MN11623410.07.51.58164566
      MO46493629.031.56.7187513,734
      MS808162947.063.213.6299322,293
      MT49985.43.60.75272370
      NC33767924.523.54.9184011,565
      ND1042108.96.51.37254047
      NE35271021.921.44.5137610,300
      NH16132512.19.62.08705582
      NJ12725611.79.21.910735425
      NM16833823.022.24.6175611,205
      NV821668.96.41.38604029
      NY691397.35.11.07153280
      OH15932013.711.02.311466390
      OK737148640.851.911.1243419,349
      OR861737.65.31.16393429
      PA15932113.210.62.210616140
      RI711437.85.61.27893504
      SC48497533.237.37.9254715,768
      SD25150616.714.73.111097827
      TN37876126.826.85.6190212,684
      TX996200753.973.715.9318525,597
      UT671357.75.41.17803452
      VA31162722.320.84.3158410,502
      VT611236.74.60.96522956
      WA821667.04.91.05663127
      WI911838.76.31.37763935
      WV21643617.414.83.113578149
      WY34684.32.70.54481811
      U.S. Weighted Average12187463
      1 THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.

      Dairy replacement

      Tables 6 and 7 present the impact of heat stress on productivity of dairy replacements in the absence of heat abatement. The reduction in annual growth of young heifers varies across states with a low of 0.2 and a high of 7.9 kg/heifer per year in Wyoming and Texas, respectively. In older heifers, reduction in annual growth is least in Idaho, Maine, Montana, and Wyoming and greatest in Louisiana at 1.0 and 17.4 kg/heifer per year, respectively. Overall, replacement heifers are much less impacted by heat stress than dairy cows. Younger heifers have a higher THIthreshold, resulting in considerably fewer excess THILoad (2588 vs. 9337) than dairy cows. Similar results are obtained with yearlings, although the differences with dairy cows are of lesser magnitude.
      Table 6Estimated annual production losses by dairy replacement heifers from birth to 1 yr and duration and extent of heat stress periods under minimum heat abatement intensity.
      StateDMI Reduction (kg/heifer per yr)Growth loss (kg/heifer per yr)Deaths to heat stress (per 1000)Heat stress (h/yr)THILoad
      THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      (units/yr)
      AL17.05.11.012345926
      AR16.04.81.011025589
      AZ9.42.80.57343276
      CA3.61.10.23071248
      CO2.10.60.1203716
      CT1.60.50.1186565
      DE5.41.60.35231895
      FL21.06.31.317897346
      GA14.84.40.911555172
      IA6.41.90.34982221
      ID1.00.30.1122350
      IL7.62.30.45972648
      IN5.41.60.34751870
      KS8.52.60.56732984
      KY10.83.30.68123784
      LA26.27.91.817359146
      MA2.20.70.1228768
      MD5.01.50.34781746
      ME0.90.30.095299
      MI1.80.50.1183621
      MN2.90.90.12601004
      MO12.53.80.78534360
      MS20.86.21.314237261
      MT1.00.30.0115350
      NC8.62.60.57012985
      ND2.70.80.1230929
      NE9.83.00.66313440
      NH4.41.30.23341530
      NJ2.80.90.1293989
      NM8.44.20.99984789
      NV1.60.50.1203573
      NY1.40.40.1162492
      OH3.81.10.23671330
      OK19.96.01.312066965
      OR2.10.60.1186745
      PA4.01.20.23571382
      RI1.30.40.1165453
      SC11.43.40.69633980
      SD7.02.10.44762460
      TN9.93.00.68003452
      TX26.57.91.716059246
      UT1.30.40.1165441
      VA8.22.50.56492880
      VT1.30.40.1145436
      WA2.10.60.1173745
      WI2.10.60.1209716
      WV5.41.60.34871897
      WY0.60.20.079216
      U.S. Weighted Average4721010
      1 THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      Table 7Estimated annual production losses by dairy replacement heifers from 1 to 2 yr and duration and extent of heat stress periods under minimum heat abatement intensity.
      StateDMI Reduction (kg/heifer per yr)Growth loss (kg/heifer per yr)Deaths to heat stress (per 1000)Heat stress (h/yr)THILoad
      THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      (units/yr)
      AL41.112.33.3219514,361
      AR37.711.33.0197913,184
      AZ25.17.51.715028757
      CA10.93.30.67653803
      CO7.12.10.45462493
      CT6.72.00.45662331
      DE17.45.21.111966087
      FL58.217.55.0351920,343
      GA38.511.63.0221413,456
      IA16.95.11.110155912
      ID4.51.30.24051560
      IL20.36.11.312037088
      IN16.14.81.010525606
      KS22.96.91.513737983
      KY27.18.11.914929467
      LA59.517.95.9298920,792
      MA8.12.40.46342817
      MD16.24.81.011275654
      ME3.51.10.23111235
      MI6.62.00.45192305
      MN8.92.70.56223118
      MO29.58.82.2154110,286
      MS48.214.54.3246916,848
      MT4.21.30.23691481
      NC23.77.11.614588265
      ND8.02.40.45502803
      NE22.46.71.511367806
      NH11.53.40.76894011
      NJ10.23.10.67933564
      NM22.66.81.414128025
      NV7.32.20.46302561
      NY5.91.80.35062060
      OH12.63.80.78874391
      OK42.812.83.6202714,940
      OR6.72.00.44722332
      PA12.23.70.78234254
      RI6.11.80.35532140
      SC32.29.72.4200211,255
      SD16.65.01.09005805
      TN26.57.91.815479238
      TX56.617.05.1265219,758
      UT6.11.80.35572117
      VA21.86.61.412837629
      VT5.31.60.34621853
      WA6.21.80.34182153
      WI7.42.20.45702569
      WV16.44.91.010745719
      WY3.10.90.23011080
      U.S. Weighted Average8684717
      1 THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.

      Beef cows and finishing cattle

      The effect of heat stress on breeding beef cows without heat abatement is reported in Table 8. Overall, the magnitude of production losses is relatively small across all states. This is due to 1) the relatively high THIthreshold of beef cows, which is a consequence of their lower metabolic rate than dairy cows, and 2) breeding of beef cattle in the United States occurs primarily during the spring, a season of lesser heat stress.
      Table 8Estimated annual production losses by beef cows and finishing cattle and duration and extent of heat stress periods under minimum heat abatement intensity.
      StateBeef cowsFinishing cattle
      Increase in average days openDeaths to heat stress (per 1000)Heat stress (h/yr)THILoad
      THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      (units/yr)
      DMI Reduction (kg/head per yr)Growth loss (kg/head per yr)Deaths to heat stress (per 1000)Heat stress (h/yr)THILoad
      THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      (units/yr)
      AL1.01.715888705
      AR0.81.614248112
      AZ0.40.81005500025.17.51.715048758
      CA0.20.3454201210.93.30.67663812
      CO0.10.231312217.12.10.45442493
      CT0.10.23081060
      DE0.30.57633174
      FL1.32.2240011,508
      GA0.91.415387865
      IA0.30.5684340016.95.11.110115891
      ID0.10.12096664.51.40.24061577
      IL0.40.78164070
      IN0.30.56803019
      KS0.40.8925457423.06.91.513778015
      KY0.61.010685671
      LA1.62.9218613,071
      MA0.10.23581347
      MD0.30.57052935
      ME0.00.1159554
      MI0.10.22911095
      MN0.20.33821642
      MO0.61.211056334
      MS1.22.1180310,448
      MT0.10.1193660
      NC0.50.89704650
      ND0.10.23341475
      NE0.40.9815487922.36.71.511367800
      NH0.20.44592305
      NJ0.20.34571730
      NM0.40.79005455923.16.91.613908037
      NV0.10.23431109
      NY0.10.1270923
      OH0.20.35482247
      OK1.01.91504964242.712.83.6202414,904
      OR0.10.22781207
      PA0.20.35182252
      RI0.10.1287900
      SC0.61.113306257
      SD0.30.6630356816.75.01.09005830
      TN0.50.910785322
      TX1.62.7199112,84256.617.05.1265119,778
      UT0.10.1287875
      VA0.50.78784393
      VT0.10.1242815
      WA0.10.225311606.11.80.34172139
      WI0.10.23271251
      WV0.00.56983084
      WY0.00.1144436
      U.S. Weighted Average12166133151010,190
      1 THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      The effects of heat stress without abatement on performance of finishing cattle are reported in Table 8. Most of US beef production occurs in the western part of the central plains (Table 2). Over 70% of all cattle finished in the United States are fed in Texas, Kansas, and Nebraska, which are three states with THILoad values above the average of other beef-producing states. With the exception of Texas and Oklahoma, the estimated annual GainLoss is less than 10 kg/yr, which is equivalent to seven additional days in the feedlot assuming a daily gain of 1.6 kg/animal.

      Swine

      Without any heat abatement, sow productivity is severely affected by heat stress in many states, some of these states being important in pork production (Table 9). In Texas, for example, an estimated 18.8 additional days open per sow would result from unabated heat stress on a yearly basis. The two states with the greatest number of farrowings per year, North Carolina and Iowa, would incur losses of 7.2 and 5.2 additional days open per sow on a yearly basis.
      Table 9Estimated annual production losses by sows and grow-finish hogs and duration and extent of heat stress periods under minimum heat abatement intensity.
      StateSwine sowsDMI Reduction (kg/head per yr)Grow-finish hogs
      Increase in average days openDeaths to heat stress (per 1000)Heat stress (h/yr)THILoad
      THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      (units/yr)
      Growth loss (kg/head per yr)Deaths to heat stress (per 1000)Heat stress (h/yr)THILoad
      THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      (units/yr)
      AL13.12.1178010,4129.95.03.3219714,382
      AR12.11.9159696139.14.53.0198013,202
      AZ7.71.1115961036.03.01.715008748
      CA3.10.454525002.61.30.67643799
      CO2.00.238215691.70.90.45432498
      CT1.80.238314021.60.80.45652321
      DE5.10.790240304.22.11.111976107
      FL17.72.9274614,07114.07.05.0351720,342
      GA12.01.9174795229.34.63.0221813,488
      IA5.20.778941514.12.01.110105902
      ID1.10.12679091.10.50.24081585
      IL6.20.893849564.92.41.312047087
      IN4.70.679237383.91.91.010525600
      KS7.01.0106155525.52.71.513727967
      KY8.61.2120668336.53.31.914939482
      LA19.33.6243715,41114.37.25.9298920,790
      MA2.20.344117542.01.00.56362831
      MD4.60.683636963.91.91.011295654
      ME0.90.12027220.80.40.23121231
      MI1.80.235714251.60.80.45162285
      MN2.60.345520542.21.10.56233130
      MO9.41.4124474917.13.52.2154410,284
      MS15.52.7200612,36011.65.84.2247016,812
      MT1.10.12438801.00.50.23691480
      NC7.21.0112657075.72.91.614618319
      ND2.30.340018491.91.00.45462769
      NE7.31.092157855.42.71.511377805
      NH3.50.453128032.81.40.76884026
      NJ2.80.455622172.51.20.67913569
      NM7.00.9106956355.52.81.513798038
      NV1.90.243015021.80.90.46292548
      NY1.50.233812211.40.70.35082074
      OH3.60.465028363.01.50.78884374
      OK14.12.41667122910.35.13.6202414,923
      OR1.90.233715131.60.80.34702301
      PA3.60.461428292.91.50.78244261
      RI1.50.236512331.50.70.35542137
      SC9.71.4153777187.73.92.4200311,245
      SD5.30.771041894.02.01.19015848
      TN8.11.1122864796.33.21.815459213
      TX18.83.3220014,95713.66.85.1265719,794
      UT1.50.237012141.40.70.35572117
      VA6.70.9100453375.32.61.412827626
      VT1.40.230710911.30.60.34621860
      WA1.80.230014321.50.70.34182141
      WI2.00.240016081.70.90.45702560
      WV4.80.681538353.92.01.010745724
      WY0.70.11865920.70.40.23001075
      U.S. Weighed Average949460312177359
      1 THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      Loss of growth in grow-finish hogs from unabated heat stress is evident in those states with appreciable THILoad, ranging from negligible in Wyoming to 7.2 kg/animal per year in Louisiana (Table 9). The two largest hog-producing states, North Carolina and Iowa, have heat stress durations and extents that are somewhat close to the national average, resulting in GainLoss of 2.9 and 2.0 kg/animal per year.

      Poultry

      Broiler performance is not affected markedly across all states even in the absence of heat abatement (Table 10). The GainLoss per 1000 birds is in all instances less than 0.5% of the total weight of bird produced. This is simply because the duration and extent of heat stress in broilers is relatively low across all states due to a high THIthreshold in broilers.
      Table 10Estimated annual production losses by broilers and duration and extent of heat stress periods under minimum heat abatement intensity.
      StateDMI Reduction (kg/1000 birds per yr)Growth loss (kg/1000 birds per yr)Deaths to heat stress (per 1000)Heat stress (h/yr)THILoad
      THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      (units/yr)
      AL15.57.70.110674754
      AR14.97.40.19584570
      CA3.21.60.0247971
      CO
      CT
      DE4.72.30.04231435
      FL18.59.20.215115679
      GA13.36.60.19804090
      IA
      ID
      IL
      IN
      KS
      KY9.94.90.16963027
      LA
      MA
      MD4.32.10.03821318
      ME
      MI
      MN2.51.20.0208766
      MO11.75.80.17413582
      MS19.39.70.212475936
      MT
      NC7.63.80.15842354
      ND
      NE9.34.70.15492857
      NH
      NJ
      NY1.20.60.1122353
      OH3.21.60.0292998
      OK18.99.50.210645817
      OR
      PA3.51.70.02921069
      RI
      SC10.15.10.18033107
      SD
      TN8.84.40.16712708
      TX25.112.60.214257720
      UT
      VA7.43.70.15472287
      VT
      WA
      WI1.70.90.0163532
      WV4.82.40.03991463
      WY
      U.S. Weighted Average6682930
      1 THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      Productivity of layers is severely impacted by heat stress in the absence of heat abatement (Table 11).) Layers produce approximately 25,000 dozen of standard eggs (60 g) per 1000 birds per year. Thus, the EGGLoss in Florida, for example, amounts to 7.3% of total potential yearly production. The range in loss of productivity is predictably large, with the least being 118 and the greatest 1807 dozen of standard eggs lost per 1000 birds per year in New York and Florida, respectively.
      Table 11Estimated annual production losses by layers and duration and extent of heat stress periods under minimum heat abatement intensity.
      StateDMI Reduction (kg/1000 birds per yr)Production loss (doz/1000 birds per yr)Deaths to heat stress (per 1000)Heat stress (h/yr)THILoad
      THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      (units/yr)
      AL83312375.2267719,241
      AR76011284.8242017,558
      CA2413600.910355565
      CO1622440.67363749
      CT1592380.67843676
      DE3835721.815298838
      FL121818078.6425728,152
      GA79611834.8276318,388
      IA3555401.612688213
      ID1101660.45812544
      IL4236312.014969775
      IN3465171.513388000
      KS4807152.4173011,100
      KY5548252.9180712,802
      LA118317499.6355127,332
      MA1852780.78614284
      MD3555311.614618213
      ME871310.34582020
      MI1512270.67093497
      MN1972950.88164558
      MO5938813.3187213,699
      MS96514296.8299322,287
      MT1031550.45262380
      NC5007452.4183811,549
      ND
      NE4456632.2137710,287
      NH2413611.08685578
      NJ2343511.010705418
      NY1422130.57113281
      OH2774151.111486412
      OK83812415.6243519,359
      OR1482220.56383418
      PA2653961.110606127
      RI1512260.67853482
      SC68110123.9254515,735
      SD3385041.511077804
      TN5508192.8190612,703
      TX110816408.0318625,604
      UT1502260.67853474
      VA4536762.2158210,465
      VT1291930.56542976
      WA1352020.55643129
      WI1692540.67733906
      WV3535271.513578147
      WY791180.34491818
      U.S. Weighted Average14909645
      1 THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      Changes in turkey productivity from unabated heat stress vary substantially across states (Table 12). Growth loss is minimum in Vermont and maximum in Texas, at 6 and 153 kg of GainLoss per 1000 birds per year, respectively. Relative to total growth, however, GainLoss from heat stress represents less than 1.5% of annual turkey production of approximately 10,000 kg per 1000 birds.
      Table 12Estimated annual production losses by turkeys and duration and extent of heat stress periods under minimum heat abatement intensity.
      StateDMI Reduction (kg/1000 birds per yr)Growth loss (kg/1000 birds per yr)Deaths to heat stress (per 1000)Heat stress (h/yr)THILoad
      THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.
      (units/yr)
      AL
      AR182910.39554566
      CA
      CO21110.0159532
      CT1680.0141407
      DE56280.14201414
      FL
      GA
      IA70350.14191766
      ID
      IL83420.15022096
      IN57290.13861434
      KS93470.15612336
      KY
      LA
      MA23110.0178571
      MD53260.13841320
      ME
      MI1990.0144471
      MN31150.0209767
      MO142710.27383572
      MS
      MT
      NC94470.15852354
      ND29140.0185715
      NE114570.25492860
      NH48240.12781210
      NJ29150.0228730
      NY1470.0122356
      OH40200.12941003
      OK2301150.410615779
      OR
      PA42210.12911062
      RI
      SC124620.28033112
      SD80400.14072007
      TN
      TX3061530.614217690
      UT
      VA91460.15462289
      VT1360.0110317
      WA
      WI21110.0162528
      WV58290.13971459
      U.S. Weighted Average4361887
      1 THILoad is the integral of the daily THI sine curve above THIthreshold, which is the THI above which heat stress occurs.

      Optimal Cooling and Economic Losses

      Optimal abatement systems and their associated total economic losses are presented for the three dairy animal classes in Table 13. Optimality of heat abatement was defined as minimum total economic losses, i.e., the greatest gain in revenues from heat abatement after subtracting the costs in that heat abatement system. Specifically, it is the least sum of DMILoss, MilkLoss, GainLoss, EGGLoss, DOLoss, RCullRate, and PDeath summed over all animals within an animal class in a given state and converted to dollar losses, plus the sum of capital and operating costs of a given heat abatement system for that given animal class in that given state. This optimality criterion is not to be confused with maximum reduction in production losses, which, in most instances, would result from the intensive heat abatement. For example, an intensive heat abatement system would reduce California MilkLoss more than a high abatement system (5 vs. 154 kg/cow per year), but the total economic value of this additional reduction plus the net effect on DMILoss, DOLoss, RcullRate, and PDeath is less than the additional $ 86.7 million of annual capital costs and $8.0 million of annual operating costs required by the intensive system (data not shown).
      Table 13Optimal heat abatement intensity and total annual economic losses from heat stress in dairy.
      StateDairy cowsDairy heifers, 0–1 yrDairy heifers, 1–2 yrState total for dairy
      Optimal abatementTotal economic losses (mil $/yr)Optimal abatementTotal economic losses (mil $/yr)Optimal abatementTotal economic losses (mil $/yr)
      ALHigh5.893Minimum0.092Minimum0.2526.237
      ARHigh10.243Minimum0.145Minimum0.38610.774
      AZIntensive14.756Minimum0.180Minimum0.51615.452
      CAHigh118.041Minimum1.640Minimum5.291124.972
      COHigh3.955Minimum0.056Minimum0.2074.218
      CTHigh0.980Minimum0.012Minimum0.0511.043
      DEHigh0.829Minimum0.013Minimum0.0460.888
      FLHigh50.131Minimum0.522Minimum1.60652.259
      GAHigh19.718Minimum0.286Minimum0.81020.814
      IAHigh22.207Minimum0.450Minimum1.27923.936
      IDHigh10.388Minimum0.098Minimum0.46010.946
      ILHigh14.316Minimum0.282Minimum0.80415.402
      INHigh13.555Minimum0.205Minimum0.65214.412
      KSIntensive12.772Minimum0.369Minimum1.06214.203
      KYHigh21.523Minimum0.267Minimum0.72422.514
      LAHigh23.117Minimum0.192Minimum0.50523.814
      MAHigh1.036Minimum0.012Minimum0.0471.095
      MDHigh7.077Minimum0.105Minimum0.3617.543
      MEHigh0.989Minimum0.010Minimum0.0451.044
      MIHigh11.814Minimum0.141Minimum0.55412.509
      MNHigh27.715Minimum0.509Minimum1.67929.903
      MOHigh29.118Minimum0.505Minimum1.28930.912
      MSHigh11.464Minimum0.190Minimum0.50012.154
      MTHigh0.544Minimum0.006Minimum0.0270.577
      NCHigh9.479Minimum0.159Minimum0.47010.108
      NDHigh2.419Minimum0.022Minimum0.0722.513
      NEHigh12.579Minimum0.183Minimum0.44613.208
      NHHigh1.321Minimum0.210Minimum0.0601.591
      NJHigh0.885Minimum0.010Minimum0.0400.935
      NMIntensive22.707Minimum0.264Minimum0.75623.727
      NVHigh1.045Minimum0.012Minimum0.0571.114
      NYHigh23.193Minimum0.253Minimum1.12224.568
      OHHigh18.051Minimum0.268Minimum0.94119.260
      OKIntensive26.167Minimum0.255Minimum0.58927.011
      ORHigh3.914Minimum0.079Minimum0.2584.251
      PAHigh41.978Minimum0.678Minimum2.22044.876
      RIHigh0.068Minimum0.001Minimum0.0040.073
      SCHigh4.012Minimum0.068Minimum0.2174.297
      SDHigh11.456Minimum0.131Minimum0.32811.915
      TNHigh14.521Minimum0.273Minimum0.79315.587
      TXIntensive129.680Minimum1.664Minimum3.934132.278
      UTHigh3.323Minimum0.035Minimum0.1803.538
      VAHigh15.381Minimum0.287Minimum0.82316.491
      VTHigh5.107Minimum0.048Minimum0.2125.367
      WAHigh10.430Minimum0.136Minimum0.41410.980
      WIHigh56.897Minimum0.795Minimum3.01960.711
      WVHigh1.534Minimum0.016Minimum0.0541.604
      WYHigh0.115Minimum0.001Minimum0.0020.118
      U.S.Optimum848.443Optimum12.135Optimum36.164896.742
      U.S.None1,458.384None12.135None36.1641,506.683
      Results show that for dairy cows some form of heat abatement is economically justified across all states, with an optimum intensity ranging from high to intensive. Total economic losses vary tremendously across states due to differences in heat stress magnitude but also to the size of the industry in each state. Heat stress losses in replacement heifers, however, do not justify any mechanical heat abatement in any of the states. The combined losses from dairy cows and replacement animals are greatest for Texas, California, and Wisconsin. On a dairy cow basis, losses are greatest in Texas and Florida (383 and 337 $/cow per year, respectively, data not shown). On a national basis, optimal heat abatement intensity reduces total economic losses to the dairy industry from $1507 to $897 million per year. Actual losses are bounded by these two values. The exact value of actual losses is dependent on the proportion of producers who have adopted the optimum level of heat abatement intensity.
      In beef production, losses in productivity do not justify any heat abatement in any of the states for both beef cows and finishing cattle (Table 14). These results are not surprising, considering the extensive nature of beef cow production. On a national basis, heat stress results in $87.0 million in total losses to the beef breeding herd, which translates to a small $2.60/cow per year. Even in Texas, a state with significant heat stress and $33.2 million in annual losses, the amount of loss per cow is estimated at $6.07/cow per year or less than 1.5% of annual gross income per cow (data not shown). The failure of any heat abatement intensity to be justified economically in finishing cattle is more surprising, considering the large economic cost estimated at $282 million per year nationally. This figure translates to $12/animal per year on a national basis, or approximately 1.5% of gross income per animal (data not shown). Other advantages associated with the current major beef-producing states, such as lower feed costs, probably far outweigh the economic loss from heat stress. Additionally, beef producers can practice low input cooling strategies, such as ground wetting, that are very low cost and have been shown to be effective at reducing heat stress (
      • Mader T.
      Environmental stress in beef cattle.
      ).
      Table 14Optimal heat abatement intensity and total annual economic losses from heat stress in beef and swine.
      StateBeef cowsBeef, finishing cattleSwine sowsSwine, grow…finish
      Optimal abatementTotal economic losses (mil $/yr)Optimal abatementTotal economic losses (mil $/yr)Optimal abatementTotal economic losses (mil $/yr)Optimal abatementTotal economic losses (mil $/yr)State total beef/swine
      ALMinimum2.7400.000High0.450High0.9334.123
      ARMinimum3.1240.000High3.283High7.70614.113
      AZMinimum0.354Minimum3.391High0.263Minimum0.5344.542
      CAMinimum0.541Minimum2.634Minimum0.190Minimum0.3813.746
      COMinimum0.331Minimum7.578Minimum1.043Minimum1.99710.949
      CTMinimum0.0030.000Minimum0.003Minimum0.0060.012
      DEMinimum0.0050.000High0.006Minimum0.1200.131
      FLMinimum4.9360.000High0.308High0.5735.817
      GAMinimum2.0100.000High1.433High3.2136.656
      IAMinimum1.198Minimum4.100High13.373Minimum26.80845.479
      IDMinimum1.035Minimum1.249Minimum0.008Minimum0.0172.309
      ILMinimum0.6710.000High6.690Minimum13.82621.187
      INMinimum0.2460.000High3.865Minimum8.15012.261
      KSMinimum2.564Minimum49.787High2.860Minimum5.96261.173
      KYMinimum2.3270.000High0.966Minimum1.9985.291
      LAMinimum2.9610.000High0.137High0.2273.325
      MAMinimum0.0020.000Minimum0.010Minimum0.0190.031
      MDMinimum0.0380.000High0.049Minimum0.0990.186
      MEMinimum0.0020.000Minimum0.003Minimum0.0040.009
      MIMinimum0.0300.000Minimum0.520Minimum1.0651.615
      MNMinimum0.2290.000Minimum4.059Minimum7.88512.173
      MOMinimum5.0500.000High8.526High17.58731.163
      MSMinimum2.7180.000High0.965High2.1445.827
      MTMinimum0.3120.000Minimum0.006Minimum0.1220.440
      NCMinimum0.7820.000High19.271Minimum42.87962.932
      NDMinimum0.4890.000Minimum0.211Minimum0.3841.084
      NEMinimum3.443Minimum44.167High6.193Minimum11.80765.610
      NHMinimum0.0030.000Minimum0.005Minimum0.0080.016
      NJMinimum0.0050.000Minimum0.004Minimum0.0090.018
      NMMinimum0.295Minimum3.288High0.004Minimum0.0053.592
      NVMinimum0.0940.000Minimum0.003Minimum0.0060.103
      NYMinimum0.0240.000Minimum0.035Minimum0.0720.131
      OHMinimum0.2170.000High1.524Minimum3.1264.867
      OKMinimum8.022Minimum15.739High11.892High24.41460.067
      ORMinimum0.2320.000Minimum0.017Minimum0.0340.283
      PAMinimum0.1200.000High1.010Minimum1.9543.084
      RIMinimum0.0010.000Minimum0.002Minimum0.0030.006
      SCMinimum0.5390.000High0.608High1.4272.574
      SDMinimum2.233Minimum2.573High1.861Minimum3.49710.164
      TNMinimum2.1120.000High0.664Minimum1.3894.165
      TXMinimum33.178Minimum146.581High3.544High7.595190.898
      UTMinimum0.1040.000Minimum0.254Minimum0.5600.918
      VAMinimum1.1320.000High0.556Minimum1.2522.940
      VTMinimum0.0030.000Minimum0.002Minimum0.0040.009
      WAMinimum0.095Minimum1.357Minimum0.019Minimum0.0331.504
      WIMinimum0.0970.000Minimum0.379Minimum0.7521.228
      WVMinimum0.2180.000High0.012Minimum0.0200.250
      WYMinimum0.1160.000Minimum0.036Minimum0.0810.233
      U.S.Optimum86.980Optimum282.444Optimum97.122Optimum202.057668.603
      U.S.None86.980None282.444None113.028None202.630685.082
      In swine, optimum sow production requires minimum or high heat abatement intensity (Table 14). Intensive heat abatement is optimal for the two largest sow-producing states, North Carolina and Iowa. Although optimal heat abatement does improve animal performance, the economic loss due to heat stress is not reduced considerably: $97 vs. $113 million per year nationally. Our model of losses in sows only accounted for losses in the form of additional days open in sows. The effect of heat stress on litter weight is not well defined, and young piglets seem to exhibit considerable compensatory gains in the 2 wk postweaning (
      • Renaudeau D.
      • Noblet J.
      Effects of exposure to high ambient temperature and dietary protein level on sow milk production and performance of piglets.
      ;
      • Renaudeau D.
      • Quiniou N.
      • Noblet J.
      Effects of exposure to high ambient temperature and dietary protein level on performance of multiparous lactating sows.
      ). Additional data are needed in this area because a negative impact on the weight of piglets would increase the estimated losses to heat stress in sows considerably.
      The economic losses in growing-finishing pigs are noticeably more than in sows (Table 14). Heat abatement would optimally be required in North Carolina but not in Iowa. The economic effectiveness of heat abatement is very small in grow-finish hogs. Essentially, the gains in productivity are nearly all negated by the additional capital and operating costs. Nationally, total economic losses in grow-finish pigs are estimated at $202 million per year. Combined with sow production, annual losses to the swine industry are estimated at $299 to $316 million, depending on the proportion of the production achieved under optimal heat abatement intensity.
      In poultry, economic losses in broiler production never justify the additional cost of heat abatement (Table 15). Nationally, the annual total economic losses are estimated at $ 51.8 million, a very small amount in an industry that generates an estimated $20 to $25 billion of gross revenue per year.
      Table 15Optimal heat abatement intensity and total annual economic losses from heat stress in poultry and across all species.
      StatePoultry broilersPoultry, layersPoultry, turkeyState total poultryState total all animals
      Optimal abatementTotal economic losses (mil $/yr)Optimal abatementTotal economic losses (mil $/yr)Optimal abatementTotal economic losses (mil $/yr)
      ALMinimum7.89High3.4760.00011.36721.727
      ARMinimum8.71High4.762High3.30516.77241.659
      AZ0.000.0000.0000.00019.994
      CAMinimum0.81High2.4460.0003.256131.974
      CO0.00High0.234Minimum0.2550.48915.656
      CT0.00High0.180Minimum0.0010.1811.236
      DEMinimum0.57High0.202Minimum0.0010.7691.788
      FLMinimum1.09High4.6780.0005.76563.841
      GAMinimum8.03High6.3920.00014.42241.892
      IA0.00High3.924Minimum0.3344.25873.673
      ID0.00High0.0390.0000.03913.294
      IL0.00High0.586Minimum0.1620.74837.337
      IN0.00High2.905Minimum0.5163.42130.094
      KS0.00High0.297Minimum0.3740.67176.047
      KYMinimum1.01High0.8340.0001.83929.644
      LA0.00High0.9680.0000.96828.107
      MA0.00High0.022Minimum0.0010.0231.149
      MDMinimum0.59High0.412Minimum0.0151.0218.750
      ME0.00High0.1550.0000.1551.208
      MI0.00High0.359Minimum0.0040.36314.487
      MNMinimum0.05High0.969Minimum0.8901.91343.989
      MOMinimum1.37High1.500Minimum0.2203.09365.168
      MSMinimum7.03High2.6550.0009.68427.665
      MT0.00High0.0120.0000.0121.029
      NCMinimum2.62High2.120Minimum2.5767.31680.356
      ND0.000.0000.0000.0003.597
      NEMinimum0.02High2.270Minimum0.4582.74481.562
      NH0.00High0.013Minimum0.0000.0131.620
      NJ0.00High0.168Minimum0.0010.1691.122
      NM0.000.0000.0000.00027.319
      NV0.000.0000.0000.0001.217
      NYMinimum0.00High0.207Minimum0.0050.21324.912
      OHMinimum0.07High3.130Minimum0.1173.32027.447
      OKMinimum2.08High1.449High0.9034.43091.508
      OR0.00High0.1820.0000.1824.716
      PAMinimum0.23High2.318Minimum0.2632.80850.768
      RI0.00High0.0030.0000.0030.082
      SCMinimum0.98High1.258Minimum0.8233.0569.927
      SD0.00High0.313Minimum0.2300.54322.622
      TNMinimum0.65High0.2540.0000.90720.659
      TXMinimum6.82High8.275High1.12316.214342.390
      UT0.00High0.1450.0000.1454.601
      VAMinimum0.97High0.611Minimum1.5583.13422.565
      VT0.00High0.011Minimum0.0000.0115.387
      WA0.00High0.2830.0000.28312.767
      WIMinimum0.03High0.282Minimum0.0560.36662.305
      WVMinimum0.21High0.137Minimum0.1600.5102.364
      WY0.00High0.0010.0000.0010.352
      U.S.Optimum51.809Optimum61.437Optimum14.351127.5971,693.572
      U.S.None51.809None98.091None14.685164.5852,356.350
      The economic picture of losses to heat stress is quite different for layers (Table 15). High heat abatement intensity is economically optimal in all states. Optimum heat abatement reduces annual total economic losses from $98.1 to $61.4 million.
      In turkey production, total annual losses are estimated at $14.4 million nationally, with little effect of heat abatement intensity. This loss seems insignificant in an industry that generates approximately $4 billion in gross returns per year.
      Across all animal classes, the estimated national annual losses to heat stress are estimated at $2.4 billion in the absence of heat abatement and $1.7 billion under optimum heat abatement intensity. The actual number would be bounded by these two values and would be dependent on the proportion of all livestock raised under optimal heat abatement intensity. Considering the magnitude of the errors in estimating the effects of heat stress on animal performance, the national estimate of losses should be rounded to $2 billion per year.
      Nationally, losses under optimum heat abatement intensity average 71.9% of estimated losses without heat abatement (Figure 3). This proportion varies considerably across the nation depending on the nature of the production, the severity of heat stress, and the efficiency of the optimal system (Figure 3).
      Figure thumbnail gr3
      Figure 3Ratio of total economic losses from heat stress under optimal heat abatment intensity to total economic losses in the absence of heat abatement per state in the continental United States.
      Overall, current heat abatement systems are not very resource efficient. Energy consumption of intense abatement systems is very significant. Physical efficiency is also linked closely to significant water usage. In dairy, for example, the use of fans and water sprinklers requires an additional 200 L/d of water per cow (
      • Igono M.O.
      • Johnson H.D.
      • Steevens B.J.
      • Krause G.F.
      • Shanklin M.D.
      Physiological, productive, and economic benefits of shade, spray, and fan system versus shade for Holstein cows during summer heat.
      ). Promising results have recently been reported from research aimed at improving the cooling efficiency of current systems (
      • Brouk M.J.
      • Smith J.F.
      • Harner J.P.
      Effect of sprinkling frequency and airflow on respiration rate, skin temperature and body temperature of heat stressed dairy cattle.
      ,
      • Brouk M.J.
      • Smith J.F.
      • Harner J.P.
      Effect of utilizing evaporative cooling in tie-stall dairy barns equipped with tunnel ventilation on respiration rates and body temperatures of lactating dairy cattle.
      ). These improvements, however, require even larger volumes of water usage, which could exacerbate water usage problems in the expanding but dry regions of the United States. Clearly, additional research targeted at developing more resource efficient systems is needed.

      Limitations

      Some of the limitations to our knowledge on the effects of heat stress on animal productivity have been previously identified. There are many areas in which the mechanisms of heat stress are relatively well understood but for which the quantification of the response is poor (e.g., animal mortality). The paucity of information regarding the probability of mortality across major farm species given specific environmental conditions makes the quantification of this loss difficult. The integration of all major factors involved in creating heat stress is still very much incomplete. The THI scale is a weighted average of dry-bulb temperature (65%) and wet-bulb temperature (35%). Possibly, the weights assigned to each component should vary among species (Ravagnolo and Mistal, 2000) and may include nonlinear terms. The carryover effects of heat stress and the acclimation of animals seem important, yet the quantification of these two processes is difficult and generally lacking.
      The model that we developed had as a primary objective the quantification of the total economic losses to heat stress across all major food-producing animals in the United States. Aggregating weather data to the state level induced some errors that were negligible in this context. There is a need, however, to design models for decision support at the farm level. These models will require much less aggregated weather data because enough climatic variation exists within many states to induce variation in the optimal cooling system within states and species.

      Conclusions

      Across the United States, heat stress results in estimated total annual economic losses to livestock industries that are between $1.69 and $2.36 billion. Of these losses, $897 to $1500 million occur in the dairy industry, $370 million in the beef industry, $299 to $316 million in the swine industry, and $128 to $165 million in the poultry industry.

      Acknowledgments

      We are thankful to D. Levis and S. Moeller, Department of Animal Sciences, The Ohio State University, for their assistance in developing the swine section of the model, to G. Betton, Venture Milling, division of Perdue Farms Inc. for his help with poultry data, and to J. Firkins, Department of Animal Sciences, The Ohio State University, for his helpful comments on a prior version of this paper.

      Appendix

      Computation of THIload

      Computation of the duration of heat stress

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