Fuzzy Logic Model for Determining Optimal Temperature-Humidity Index Values in Dairy Farms in Temperate Climate

被引:0
|
作者
Kibar, Mustafa [1 ]
Aytekin, Ibrahim [2 ]
Ozkan, Ilker Ali [3 ]
机构
[1] Siirt Univ, Fac Agr, Dept Anim Sci, Kezer Campus,Univ Ave 1, TR-56100 Siirt, Turkiye
[2] Selcuk Univ, Fac Agr, Dept Anim Sci, Konya, Turkiye
[3] Selcuk Univ, Fac Technol, Dept Comp Engn, Konya, Turkiye
关键词
Dairy cattle; temperature-humidity index; fuzzy logic; Mamdani; welfare; HEAT-STRESS; MILK-PRODUCTION; CATTLE; COWS; PERFORMANCE; FERTILITY; LIVESTOCK; SHEEP;
D O I
10.1080/10888705.2024.2400137
中图分类号
S85 [动物医学(兽医学)];
学科分类号
0906 ;
摘要
In livestock, temperature, humidity, and Temperature-Humidity Index (THI) affect the welfare, yields, health and viability of animals. This study aimed to develop optimal temperature, humidity, and THI thresholds for dairy farms in temperate climate regions using a fuzzy logic model. THI values were calculated using three different literature-derived equations, considering different temperature and humidity situations in dairy farms. The Mamdani-type fuzzy logic method was utilized to formulate linguistic expressions for temperature, humidity, and THI values. According to the THI thresholds, the areas below the Receiver Operating Characteristic (ROC) were found to be significant (p < 0.001) in all fuzzy algorithms. The study found 100% harmony with the THI thresholds of 66 and 72 for cattle in temperate climates, but only 73.6% harmony with the threshold of 74 for cattle adapted to tropical climate. Briefly, in temperate dairy farms, the fuzzy logic revealed that the optimal temperature, humidity and THI values should be between 14-18.5 degrees C, 65-70% and 52.5-64.5, respectively. However, further research is required to understand the impact of thresholds determined by fuzzy logic on dairy cow production and welfare.
引用
收藏
页码:61 / 73
页数:13
相关论文
共 47 条
  • [31] Negative association between high temperature-humidity index and milk performance and quality in Korean dairy system: big data analysis
    Lee, Dongseok
    Yoo, Daekyum
    Kim, Hyeran
    Seo, Jakyeom
    JOURNAL OF ANIMAL SCIENCE AND TECHNOLOGY, 2023, 65 (03) : 588 - 595
  • [32] Measuring Thermal Stress of Dairy Cattle Based on Temperature Humidity Index (THI) in Tropical Climate
    Sugiono
    Dewi, Hardiningtyas
    Rudy, Soenoko
    2016 3RD INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND APPLICATIONS (ICIEA 2016), 2016, 68
  • [33] HEAT-STRESS IN DAIRY-CATTLE AND OTHER LIVESTOCK UNDER SOUTHERN AFRICAN CONDITIONS .3. MONTHLY TEMPERATURE-HUMIDITY INDEX MEAN-VALUES AND THEIR SIGNIFICANCE IN THE PERFORMANCE OF DAIRY-CATTLE
    DUPREEZ, JH
    HATTINGH, PJ
    GIESECKE, WH
    EISENBERG, BE
    ONDERSTEPOORT JOURNAL OF VETERINARY RESEARCH, 1990, 57 (04) : 243 - 248
  • [34] Quantitative Associations between Season, Month, and Temperature-Humidity Index with Milk Yield, Composition, Somatic Cell Counts, and Microbial Load: A Comprehensive Study across Ten Dairy Farms over an Annual Cycle
    Bokharaeian, Mostafa
    Toghdory, Abdolhakim
    Ghoorchi, Taghi
    Nejad, Jalil Ghassemi
    Esfahani, Iman Janghorban
    ANIMALS, 2023, 13 (20):
  • [35] Evaluating the impact of heat stress as measured by temperature-humidity index (THI) on test-day milk yield of small holder dairy cattle in a sub-Sahara African climate
    Ekine-Dzivenu, C. C.
    Mrode, R.
    Oyieng, E.
    Komwihangilo, D.
    Lyatuu, E.
    Msuta, G.
    Ojango, J. M. K.
    Okeyo, A. M.
    LIVESTOCK SCIENCE, 2020, 242
  • [36] Effect of milking hygiene, herd size, water hardness and temperature- humidity index on milk quality of dairy farms
    Lopez-Carlos, Marco Antonio
    Hernandez-Briano, Pedro
    Aguilera-Soto, Jairo Ivan
    Carrillo-Muro, Octavio
    Medina-Flores, Carlos Aurelio
    Mendez-Llorente, Fabiola
    Arechiga-Flores, Carlos Fernando
    REVISTA BRASILEIRA DE ZOOTECNIA-BRAZILIAN JOURNAL OF ANIMAL SCIENCE, 2023, 52
  • [37] Short communication: Relationships among temperature-humidity index with rectal, udder surface, and vaginal temperatures in lactating dairy cows experiencing heat stress
    Kaufman, J. D.
    Saxton, A. M.
    Rius, A. G.
    JOURNAL OF DAIRY SCIENCE, 2018, 101 (07) : 6424 - 6429
  • [38] Short communication: The effect of temperature-humidity index on milk yield and milking frequency of dairy cows in pasture-based automatic milking systems
    Wildridge, Ashleigh M.
    Thomson, Peter C.
    Garcia, Sergio C.
    John, Alex J.
    Jongman, Ellen C.
    Clark, Cameron E. F.
    Kerrisk, Kendra L.
    JOURNAL OF DAIRY SCIENCE, 2018, 101 (05) : 4479 - 4482
  • [39] Short communication: Summer on-farm environmental condition assessments in Quebec tiestall farms and adaptation of temperature-humidity index calculated with local meteorological data
    Ouellet, V.
    Bellavance, A. L.
    Fournel, S.
    Charbonneau, E.
    JOURNAL OF DAIRY SCIENCE, 2019, 102 (08) : 7503 - 7508
  • [40] HEAT-STRESS IN DAIRY-CATTLE AND OTHER LIVESTOCK UNDER SOUTHERN AFRICAN CONDITIONS .1. TEMPERATURE-HUMIDITY INDEX MEAN-VALUES DURING THE 4 MAIN SEASONS
    DUPREEZ, JH
    GIESECKE, WH
    HATTINGH, PJ
    ONDERSTEPOORT JOURNAL OF VETERINARY RESEARCH, 1990, 57 (01) : 77 - 87