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

IF 1.4 3区 农林科学 Q2 VETERINARY SCIENCES Journal of Applied Animal Welfare Science Pub Date : 2024-09-10 DOI:10.1080/10888705.2024.2400137
Mustafa Kibar, İbrahim Aytekin, İlker Ali Özkan
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Abstract

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°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.

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确定温带气候奶牛场最佳温湿度指数值的模糊逻辑模型
在畜牧业中,温度、湿度和温湿度指数(THI)会影响动物的福利、产量、健康和生存能力。本研究旨在利用模糊逻辑模型为温带气候地区的奶牛场制定最佳温度、湿度和 THI 临界值。考虑到奶牛场的不同温度和湿度情况,采用三种不同的文献衍生方程计算出了THI值。利用 Mamdani 型模糊逻辑方法为温度、湿度和 THI 值制定了语言表达式。根据 THI 临界值,发现低于接收者工作特征曲线(ROC)的区域具有显著性(p
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来源期刊
CiteScore
3.90
自引率
6.70%
发文量
52
审稿时长
>36 weeks
期刊介绍: Journal of Applied Animal Welfare Science (JAAWS) publishes articles on methods of experimentation, husbandry, and care that demonstrably enhance the welfare of nonhuman animals in various settings. For administrative purposes, manuscripts are categorized into the following four content areas: welfare issues arising in laboratory, farm, companion animal, and wildlife/zoo settings. Manuscripts of up to 7,000 words are accepted that present new empirical data or a reevaluation of available data, conceptual or theoretical analysis, or demonstrations relating to some issue of animal welfare science. JAAWS also publishes brief research reports of up to 3,500 words that consist of (1) pilot studies, (2) descriptions of innovative practices, (3) studies of interest to a particular region, or (4) studies done by scholars who are new to the field or new to academic publishing. In addition, JAAWS publishes book reviews and literature reviews by invitation only.
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