Precision agriculture: Leveraging data science for sustainable farming

Adeleye Yusuff Adewuyi, Blessing Anyibama, Kayode Blessing Adebayo, Joseph Moses Kalinzi, Samson Ademola Adeniyi, Ifeoluwa Wada
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Abstract

Precision agriculture leverages data science and technology to optimize farming practices, enhance crop yields, and promote sustainability. This review examines how data-driven approaches are revolutionizing agriculture through improved decision-making, resource efficiency, and environmental stewardship. Key technologies enabling precision agriculture are discussed, including remote sensing, IoT sensors, AI/machine learning, and farm management information systems. The paper explores applications such as variable rate technology, yield mapping, and predictive analytics. Challenges related to data management, interoperability, and adoption barriers are analyzed. The review concludes that precision agriculture, powered by data science, offers significant potential to address food security and sustainability challenges, but requires continued research and interdisciplinary collaboration to realize its full benefits.
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精准农业:利用数据科学促进可持续农业
精准农业利用数据科学和技术优化耕作方法,提高作物产量,促进可持续发展。本综述探讨了数据驱动的方法如何通过改进决策、提高资源效率和加强环境管理来彻底改变农业。文中讨论了实现精准农业的关键技术,包括遥感、物联网传感器、人工智能/机器学习和农场管理信息系统。本文探讨了变率技术、产量测绘和预测分析等应用。分析了与数据管理、互操作性和采用障碍有关的挑战。综述得出结论,以数据科学为动力的精准农业为应对粮食安全和可持续发展挑战提供了巨大潜力,但需要持续研究和跨学科合作才能充分发挥其效益。
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