A predictive model of equivalent temperature index for dairy cattle (ETIC)
Open accessAbstract
Thermal stress imposed on cows adversely affects health and productivity. Various thermal indices exist in the literature that can be used to assess the level of heat stress on cattle by linking environmental conditions with physiological responses. However, many of these indices either do not incorporate all of the environmental variables or may consider only the main effects of the independent variables without considering the interaction effects. The objective of this study was to develop a thermal index for dairy cattle, referred to as Equivalent Temperature Index for Cattle (ETIC), which incorporates air temperature, relative humidity, air velocity and solar radiation and their interactions. Environmental and physiological data from two studies were pooled together to develop and validate the proposed index. The index (ETIC) expressed in terms of temperature units is derived from equivalent air temperature of relative humidity, air velocity and solar radiation. ETIC heat-stress level thresholds were defined according to the thresholds for temperature-humidity index (THI). The results indicate that the ETIC model predicts the measured physiological responses very well. The coefficient of correlation, R 2, for skin temperature, core-body temperature, and respiration rate were 0.79, 0.40, and 0.49, respectively. The ETIC prediction of skin temperatures, core-body temperatures, and respiration rates were better compared to that of three recently developed thermal indices (adjusted THI, heat load index, and comprehensive climate index). The proposed index could be a useful tool to assess thermal environments to ensure animal comfort.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Equation (5) is consistent with Wang's equation.
“Equation (5) is consistent with Wang’s equation [35], where the constant c represents the effect of air velocity changes on the convective heat transfer coefficient.”
From Modeling of Heat Stress in Sows—Part 1: Establishment of the Prediction Model for the Equivalent Temperature Index of the Sows (2021) · cites this paper as [35]
Cites
Effects of Heat-Stress on Production in Dairy Cattle
West, J. W. (2003) · Journal of Dairy Science · doi:10.3168/jds.s0022-0302(03)73803-x · Cited by 2,000 · see citing works
Economic Losses from Heat Stress by US Livestock Industries
St-Pierre, N. R., Cobanov, B., & Schnitkey, G. (2003) · Journal of Dairy Science · doi:10.3168/jds.s0022-0302(03)74040-5 · Cited by 1,755 · see citing works
Environmental factors influencing heat stress in feedlot cattle1,2
Mader, T. L., Davis, M. S., & Brown-Brandl, T. M. (2006) · Journal of Animal Science · doi:10.2527/2006.843712x · Cited by 956 · see citing works
Invited review: Effects of heat stress on dairy cattle welfare
Polsky, L., & von Keyserlingk, M. A. G. (2017) · Journal of Dairy Science · doi:10.3168/jds.2017-12651 · Cited by 874 · see citing works
The Overall Convective Heat Transfer from Smooth Circular Cylinders
Morgan, V. T. (1975) · Advances in heat transfer · doi:10.1016/s0065-2717(08)70075-3 · Cited by 816 · see citing works
Temperature-Humidity Indices as Indicators of Milk Production Losses due to Heat Stress
Bohmanova, J., Misztal, I., & Cole, J. B. (2007) · Journal of Dairy Science · doi:10.3168/jds.2006-513 · Cited by 777 · see citing works
A Guide to Environmental Research on Animals
Rowsell, H. C. (1972) · Europe PMC (PubMed Central) · Cited by 529 · see citing works
Genetic Component of Heat Stress in Dairy Cattle, Development of Heat Index Function
Ravagnolo, O., Misztal, I., & Hoogenboom, G. (2000) · Journal of Dairy Science · doi:10.3168/jds.s0022-0302(00)75094-6 · Cited by 512 · see citing works
The effects of heat stress in Italian Holstein dairy cattle
Bernabucci, U., Biffani, S., Buggiotti, L., Vitali, A., Lacetera, N., & Nardone, A. (2013) · Journal of Dairy Science · doi:10.3168/jds.2013-6611 · Cited by 511 · see citing works
A new heat load index for feedlot cattle1
Gaughan, J. B., Mader, T. L., Holt, S., et al. (2007) · Journal of Animal Science · doi:10.2527/jas.2007-0305 · Cited by 458 · see citing works
Invited Review: Genes Involved in the Bovine Heat Stress Response
Collier, R. J., Collier, J. L., Rhoads, R. P., & Baumgard, L. H. (2008) · Journal of Dairy Science · doi:10.3168/jds.2007-0540 · Cited by 454 · see citing works
A comprehensive index for assessing environmental stress in animals1
Mader, T. L., Johnson, L. J., & Gaughan, J. B. (2010) · Journal of Animal Science · doi:10.2527/jas.2009-2586 · Cited by 272 · see citing works
Relative Importance of Dry- and Wet-Bulb Temperatures in Causing Heat Stress in Cattle
Bianca, W. (1962) · Nature · doi:10.1038/195251a0 · Cited by 153 · see citing works
Eigenberg, R. A., Brown-Brandl, T. M., Nienaber, J. A., et al. (2005) · Biosystems Engineering · doi:10.1016/j.biosystemseng.2005.02.001 · Cited by 151 · see citing works
Defining and evaluating heat stress thresholds in different dairy cow production systems
Brügemann, K., Gernand, E., von Borstel, U. K., et al. (2012) · Archives animal breeding/Archiv für Tierzucht · doi:10.5194/aab-55-13-2012 · Cited by 151 · see citing works
Elvinger, F. C., Natzke, R. P., & Hansen, P. J. (1992) · Journal of Dairy Science · doi:10.3168/jds.s0022-0302(92)77781-9 · Cited by 123 · see citing works
Sweating Rates of Dairy Cows and Beef Heifers in Hot Conditions
Gebremedhin, K. G., Hillman, P. E., Lee, C. N., et al. (2008) · Transactions of the ASABE · doi:10.13031/2013.25397 · Cited by 96 · see citing works
Self-citationA review and quantitative assessment of cattle-related thermal indices
Wang, X., Bjerg, B., Choi, C. Y., et al. (2018) · Journal of Thermal Biology · doi:10.1016/j.jtherbio.2018.08.005 · Cited by 94 · see citing works
Self-citationThermoregulatory responses of Holstein cows exposed to experimentally induced heat stress
Ferrazza, R. D. A., García, H. D. M., Aristizábal, V. H. V., et al. (2017) · Journal of Thermal Biology · doi:10.1016/j.jtherbio.2017.03.014 · Cited by 77 · see citing works
Skibiel, A. L., Zachut, M., do Amaral, B. C., Levin, Y., & Dahl, G. E. (2017) · Journal of Dairy Science · doi:10.3168/jds.2017-13258 · Cited by 76 · see citing works
Cooling cows efficiently with sprinklers: Physiological responses to water spray
Os, J. M. C. V., Schütz, K. E., & Tucker, C. B. (2015) · Journal of Dairy Science · doi:10.3168/jds.2015-9434 · Cited by 68 · see citing works
Self-citationIndex of thermal stress for cows (ITSC) under high solar radiation in tropical environments
Silva, R. G. D., Maia, A. S. C., & Costa, L. L. D. M. (2014) · International Journal of Biometeorology · doi:10.1007/s00484-014-0868-7 · Cited by 67 · see citing works
Loker, S., Bastin, C., Miglior, F., et al. (2011) · Journal of Dairy Science · doi:10.3168/jds.2011-4497 · Cited by 66 · see citing works
Respiratory heat loss of Holstein cows in a tropical environment
Maia, A. S. C., daSilva, R. G., & Loureiro, C. M. B. (2004) · International Journal of Biometeorology · doi:10.1007/s00484-004-0244-0 · Cited by 65 · see citing works
Effect of airflow speed and direction on convective heat transfer of standing and reclining cows
Wang, X., Zhang, G., & Choi, C. Y. (2018) · Biosystems Engineering · doi:10.1016/j.biosystemseng.2017.12.011 · Cited by 62 · see citing works
Self-citationCurtis, A. K., Scharf, B., Eichen, P. A., et al. (2016) · Journal of Thermal Biology · doi:10.1016/j.jtherbio.2016.11.015 · Cited by 61 · see citing works
Developing a heat load index for lactating dairy cows
Lees, J. C., Lees, A. M., & Gaughan, J. B. (2018) · Animal Production Science · doi:10.1071/an17776 · Cited by 42 · see citing works
Physiological Responses of Dairy Cows during Extended Solar Exposure
Gebremedhin, K. G., Lee, C. N., Hillman, P. E., et al. (2010) · Transactions of the ASABE · doi:10.13031/2013.29499 · Cited by 36 · see citing works
Self-citationEvaluation of Thermal Stress Indices for Cattle
Li, S., Gebremedhin, K. G., Lee, C. N., et al. (2009) · 2009 Reno, Nevada, June 21 - June 24, 2009 · doi:10.13031/2013.27441 · Cited by 24 · see citing works
Self-citationEvaporimeter measuring sweat rate of cattle outdoors
Gatenby, R. M. (1980) · Journal of Thermal Biology · doi:10.1016/0306-4565(80)90036-4 · Cited by 16 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Welfare of cattle during transport
(AHAW), E. P. O. A. H. A. W., Nielsen, S. S., Alvarez, J., Bicout, D. J., Calistri, P., Canali, E., Drewe, J. A., Garin‐Bastuji, B., Gonzales Rojas, J. L., Gortázar Schmidt, C., et al. (2022) · EFSA Journal · doi:10.2903/j.efsa.2022.7442 · Cited by 64 · see citing works
Cao, M., Zong, C., Wang, X., Teng, G., Zhuang, Y., & Lei, K. (2021) · Animals · doi:10.3390/ani11051472 · Cited by 19 · see citing works
“T is the dry-bulb temperature of the air (◦C) Equation (5) is consistent with Wang’s equation [35], where the constant c represents the effect of air velocity changes on the convective heat transfer coefficient.”
MethodSelf-citation
- Authors
- Wang, X., Gao, H., Gebremedhin, K. G., Bjerg, B. S., Van Os, J., Tucker, C. B., & Zhang, G.
- Affiliations
- Aarhus University (DK)
- Cornell University (US)
- University of Copenhagen (DK)
- University of California, Davis (US)
- Corresponding author
- Zhang, Guoqiang
- ORCID
- Venue
- Journal of Thermal Biology
- Publisher
- Elsevier BV
- Published
- 2018-08
- Volume
- 76
- Pages
- 165-170
- ISSN
- 0306-4565 (ISSN-L)
- OpenAlex
- W2883900135
- Cited by
- 90
- References
- 30
- Citations by year
- 2026: 5 · 2025: 6 · 2024: 15 · 2023: 9 · 2022: 11 · 2021: 18 · 2020: 10 · 2019: 16
- FWCI
- 10.61
- Type
- journal article
- Language
- en
- Update notices
- erratum (2019-05-01)
- Open access
- bronze
- doi.org
- Licence
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- www.elsevier.com/legal/tdmrep-license (tdm)
- www.elsevier.com/open-access/userlicense/1.0/ (am, 365 d)
- doi.org/10.15223/policy-017 (stm-asf)
- doi.org/10.15223/policy-037 (stm-asf)
- doi.org/10.15223/policy-012 (stm-asf)
- doi.org/10.15223/policy-029 (stm-asf)
- doi.org/10.15223/policy-004 (stm-asf)
- Locations
- Journal of Thermal Biology (acceptedVersion)
- PubMed (publishedVersion)
- Research at the University of Copenhagen (University of Copenhagen) (submittedVersion)
- Funders
- Innovation Foundation Denmark (4215-00004B)
- China Scholarship Council (201406320185)
- S.C. Van Fonden (1626)
- USDA/Hatch (W-3173)
- Topics
- Life Sciences › Agricultural and Biological Sciences › Animal Science and Zoology › Effects of Environmental Stressors on Livestock
- Health Sciences › Medicine › Physiology › Thermoregulation and physiological responses
- Health Sciences › Veterinary › Small Animals › Animal Behavior and Welfare Studies
- Keywords
- heat stress, dairy cattle, thermal index, thermal comfort, temperature-humidity index, skin temperature, core body temperature, respiration rate, air velocity, solar radiation, relative humidity, heat load index, prediction model
- MeSH terms
- Air Movements, Animals, Body Temperature, Cattle, Humidity, Light, Models, Biological, Temperature, Heat-Shock Response, Respiratory Rate
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review