Bioclimatic Zoning and Climate Change Impacts on Dairy Cattle in Maranhão, Brazil.

IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Animals Pub Date : 2025-06-03 DOI:10.3390/ani15111646
Andressa Carvalho de Sousa, Andreza Maciel de Sousa, Wellington Cruz Corrêa, Jordânio Inácio Marques, Kamila Cunha de Meneses, Héliton Pandorfi, Thieres George Freire da Silva, Jhon Lennon Bezerra da Silva, Marcos Vinícius da Silva, Nítalo André Farias Machado
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Abstract

To build climate-resilient livestock systems, public policies must be informed by bioclimatic zoning, enabling region-specific interventions and more efficient resource allocation. This study aimed to conduct bioclimatic zoning for dairy cattle farming in the state of Maranhão, Brazil. Big data analysis techniques and predictive geostatistical modeling were applied to historical (2012-2023) and future climate scenarios under intermediate (RCP4.5) and high-intensity (RCP8.5) greenhouse gas emissions. Kriging maps of THI revealed a decreasing north-south thermal gradient, with values exceeding 80 during critical years. Milk yield losses were more pronounced in high-producing cows, reaching up to 5 kg/cow/day under extreme heat. Areas identified as drought-prone exhibited spatial patterns consistent with THI distributions. The projections indicate that, under the RCP 4.5 scenario, over 60% of Maranhão will exhibit average THI values between 78 and 81 by the end of the century. Under the RCP 8.5 scenario, large areas of the state are expected to reach THI values above 86. Under these conditions, estimated milk production losses may exceed 4 kg/cow/day for moderate-yielding animals and 9 kg/cow/day for high-yielding ones, respectively. The results reinforce the importance of bioclimatic zoning to support informed policymaking in the context of climate change.

巴西maranh地区生物气候分区及气候变化对奶牛的影响
为了建立适应气候变化的牲畜系统,公共政策必须以生物气候区划为依据,从而实现针对特定区域的干预措施和更有效的资源分配。本研究旨在对巴西马兰赫州的奶牛养殖进行生物气候区划。应用大数据分析技术和预测地质统计建模技术,对中强度(RCP4.5)和高强度(RCP8.5)温室气体排放条件下的历史(2012-2023)和未来气候情景进行了研究。THI的Kriging图显示南北热梯度逐渐减小,在关键年超过80。高产奶牛的产奶量损失更为明显,在极端高温下可达5公斤/头奶牛/天。被确定为干旱易发地区的空间格局与THI分布一致。预测表明,在RCP 4.5的情况下,到本世纪末,超过60%的maranh的平均THI值将在78至81之间。在rcp8.5的情况下,该州的大部分地区预计将达到86以上的THI值。在这些条件下,估计产奶量损失可能分别超过4公斤/头奶牛/天,中等产奶量损失可能超过9公斤/头奶牛/天。研究结果强调了生物气候区划在气候变化背景下支持明智决策的重要性。
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来源期刊
Animals
Animals Agricultural and Biological Sciences-Animal Science and Zoology
CiteScore
4.90
自引率
16.70%
发文量
3015
审稿时长
20.52 days
期刊介绍: Animals (ISSN 2076-2615) is an international and interdisciplinary scholarly open access journal. It publishes original research articles, reviews, communications, and short notes that are relevant to any field of study that involves animals, including zoology, ethnozoology, animal science, animal ethics and animal welfare. However, preference will be given to those articles that provide an understanding of animals within a larger context (i.e., the animals'' interactions with the outside world, including humans). There is no restriction on the length of the papers. Our aim is to encourage scientists to publish their experimental and theoretical research in as much detail as possible. Full experimental details and/or method of study, must be provided for research articles. Articles submitted that involve subjecting animals to unnecessary pain or suffering will not be accepted, and all articles must be submitted with the necessary ethical approval (please refer to the Ethical Guidelines for more information).
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