Computational prediction of the effective temperature in the lying area of pig pens
Abstract
Using solid floor instead of drained or slatted floor in the lying areas of pig pens has distinct advantages in relation to animal welfare, odour abatement and ammonia emission, energy consumption and reduced building costs. However, pig producers often opt out of providing a solid floor due to the risk of manure fouling in the lying area during warm periods, fouling that may increase work load, reduce animal welfare and degrade the indoor environment. The risk of fouling the lying area increases as indoor temperature increases, and it is therefore recommended that the indoor temperature should be maintained at around 13°C during the last part of the growing period if diffuse air intake is used. Undesired higher indoor temperatures still occur during about 40% of the time each year, even in the relatively cold Danish climate (where outdoor temperatures average about 8°C).This study aims to investigate the potential benefits of using a hinged ceiling flap inlet to control the air velocity and experienced thermal environment for pigs in the lying area of finisher units. A new equation for the effective temperature (ET) has been developed and used to express how temperature, humidity and velocity, individually contribute to the combined effect of the thermal condition raising pigs are exposed to. Computational Fluid Dynamics (CFD) simulations were conducted to estimate the relevant parameters and, finally, the ET. Furthermore, the developed ET equation was implemented in the CFD model as a Custom Field Function to calculate the distribution of ET in the animal occupied zone. It was assumed that a traditional diffuse ceiling air inlet would deliver the required airflow rate as long as the outdoor temperature was below 10°C. At higher outdoor temperature, a ceiling-jet inlet above each pen was opened gradually depending on the cooling requirements. When the inlet was only slightly open, it formed a wall jet attached to the ceiling. After reaching the end wall, the jet of air was deflected toward the lying area. When the jet inlet was more fully open, it sent the jet directly to the lying area.Our investigations showed that the ceiling-jet inlet could be used to control air speed in the animal occupied zone and generate the same ET in the preferred lying area at a 9-degree higher outdoor temperature than if the same ventilation rate were delivered though the defuse ceiling only. This indicates that the periods of undesired high indoor temperature can be reduced from 40% to 5% of the time under Danish climate conditions. In addition, the results showed that the largest cooling effect was obtained when the ceiling-jet inlet was opened less than 30% due to the generation of the jet’s being attached to the ceiling.
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The equivalent air temperature related to relative humidity (Trh) can be calculated as a·(RH−50)·T, where a is a coefficient.
“Bjerg [19] compared the values from Beckett’s study and found that Trh can be calculated by Equation (2):(2)Trh=a·(RH−50)·T”
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 Bjerg [19]
ET simply combines air temperature, relative humidity and air velocity, and it uses a small amount of test data based on sensible heat dissipation of 3.4-70 kg pig.
“ET simply combines air temperature, relative humidity and air velocity, and it uses a small amount of test data based on sensible heat dissipation of 3.4–70 kg pig [19].”
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 [19]
Cites
The numerical computation of turbulent flows
Launder, B. E., & SPALDING, D. B. (1974) · Computer Methods in Applied Mechanics and Engineering · doi:10.1016/0045-7825(74)90029-2 · Cited by 12,898 · 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
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
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
Tao, X., & Xin, H. (2003) · Transactions of the ASAE · doi:10.13031/2013.12971 · Cited by 157 · 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
Li, R., Nielsen, P. V., Bjerg, B., & Zhang, G. (2016) · Computers and Electronics in Agriculture · doi:10.1016/j.compag.2015.12.005 · Cited by 128 · see citing works
Self-citationTemperature and body weight affect fouling of pig pens1
Aarnink, A. J. A., Schrama, J. W., Heetkamp, M. J. W., et al. (2006) · Journal of Animal Science · doi:10.2527/jas.2005-521 · Cited by 119 · see citing works
Chemistry, Emission Control, Radioactive Pollution and Indoor Air Quality
Mazzeo, N. A. (2011) · InTech eBooks · doi:10.5772/1030 · Cited by 93 · see citing works
The assessment of thermal environment in relation to pig production
Mount, L. E. (1975) · Livestock Production Science · doi:10.1016/0301-6226(75)90121-9 · Cited by 74 · see citing works
The effect of humidity on temperature regulation and cutaneous water loss in the young pig
Ingram, D. L. (1965) · Research in Veterinary Science · doi:10.1016/s0034-5288(18)34762-3 · Cited by 69 · see citing works
Index 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
Equivalent temperature index at temperatures above the thermoneutral for lactating dairy cows
Baêta, F. C., Meador, N. F., Shanklin, et al. (1987) · Cited by 59 · see citing works
Response of swine to acute heat exposure
Goldman, W. L. R. A. R. F. (1969) · Transactions of the ASAE · doi:10.13031/2013.38789 · Cited by 51 · see citing works
Mouttotou, N. K., Green, L. E., & Hatchell, F. M. (1998) · Veterinary Record · doi:10.1136/vr.142.5.109 · Cited by 51 · see citing works
Study on convective heat transfer from pig models by CFD in a virtual wind tunnel
Li, H., Rong, L., & Zhang, G. (2016) · Computers and Electronics in Agriculture · doi:10.1016/j.compag.2016.02.027 · Cited by 48 · see citing works
Self-citationThe Effects of Ambient Temperature and Air Movement on Localized Sensible Heat-Loss from the Pig
MOUNT, L. E., & Ingram, D. L. (1965) · Research in Veterinary Science · doi:10.1016/s0034-5288(18)34769-6 · Cited by 38 · see citing works
Computational modelling of thermal and humidity gradients for a naturally ventilated poultry house
Rojano, F., Bournet, P.-E., Hassouna, M., et al. (2016) · Biosystems Engineering · doi:10.1016/j.biosystemseng.2016.09.012 · Cited by 33 · see citing works
Effective temperature for evaluating or designing hog environments
Beckett, F. E. (1965) · Transactions of the ASAE · doi:10.13031/2013.40457 · Cited by 29 · see citing works
CFD Analyses of Methods to Improve Air Quality and Efficiency of Air Cleaning in Pig Production.
Bjerg, B. (2011) · InTech eBooks · doi:10.5772/19302 · Cited by 14 · see citing works
Self-citationThe effect of air velocity on heat stress at increased air temperature
Bjerg, B., Wang, X., & Zhang, G. (2016) · Research at the University of Copenhagen (University of Copenhagen) · Cited by 8 · see citing works
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Cao, M., Zong, C., Wang, X., Teng, G., Zhuang, Y., & Lei, K. (2021) · Animals · doi:10.3390/ani11051472 · Cited by 19 · see citing works
“Comparative Analysis of Various Thermal Indices The ETIS thermal index model was compared with models such as THI [9–16], BGHI [17,18], ET [19] and H [33].”
BackgroundMethod
- Authors
- Bjerg, B., Rong, L., & Zhang, G.
- Affiliations
- University of Copenhagen (DK)
- Aarhus University (DK)
- Corresponding author
- Bjerg, Bjarne
- Venue
- Computers and Electronics in Agriculture
- Publisher
- Elsevier BV
- Published
- 2018-06
- Volume
- 149
- Pages
- 71-79
- ISSN
- 0168-1699 (ISSN-L)
- OpenAlex
- W2759257581
- Cited by
- 44
- References
- 21
- Citations by year
- 2026: 4 · 2025: 4 · 2024: 7 · 2023: 9 · 2022: 7 · 2021: 5 · 2020: 1 · 2019: 4 · 2018: 3
- FWCI
- 2.44
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Computers and Electronics in Agriculture (publishedVersion)
- Research at the University of Copenhagen (University of Copenhagen) (submittedVersion)
- Funders
- Innovation Fund Denmark
- Topics
- Life Sciences › Agricultural and Biological Sciences › Animal Science and Zoology › Effects of Environmental Stressors on Livestock
- Physical Sciences › Environmental Science › Environmental Engineering › Wind and Air Flow Studies
- Health Sciences › Veterinary › Small Animals › Animal Behavior and Welfare Studies
- Keywords
- effective temperature, solid floor, wall jet, indoor air velocity, fattening pigs, indoor temperature control, computational fluid dynamics, animal welfare, ammonia emissions, odor control, energy consumption
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