书目名称 | Smart Big Data in Digital Agriculture Applications | 副标题 | Acquisition, Advance | 编辑 | Haoyu Niu,YangQuan Chen | 视频video | | 概述 | Summarizes the state-of-the-art agriculture applications with small UAV.Highlights new field methods for data gathering with machine learning.Special focuses on smart data acquisition and analysis | 丛书名称 | Agriculture Automation and Control | 图书封面 |  | 描述 | In the dynamic realm of digital agriculture, the integration of big data acquisition platforms has sparked both curiosity and enthusiasm among researchers and agricultural practitioners. This book embarks on a journey to explore the intersection of artificial intelligence and agriculture, focusing on small-unmanned aerial vehicles (UAVs), unmanned ground vehicles (UGVs), edge-AI sensors and the profound impact they have on digital agriculture, particularly in the context of heterogeneous crops, such as walnuts, pomegranates, cotton, etc. For example, lightweight sensors mounted on UAVs, including multispectral and thermal infrared cameras, serve as invaluable tools for capturing high-resolution images. Their enhanced temporal and spatial resolutions, coupled with cost effectiveness and near-real-time data acquisition, position UAVs as an optimal platform for mapping and monitoring crop variability in vast expanses. This combination of data acquisition platforms and advanced analytics generates substantial datasets, necessitating a deep understanding of fractional-order thinking, which is imperative due to the inherent “complexity” and consequent variability within the agricultural | 出版日期 | Book 2024 | 关键词 | precision agriculture; Big Data; machine learning; Unmanned Aerial Vehicle; remote sensing; unmanned grou | 版次 | 1 | doi | https://doi.org/10.1007/978-3-031-52645-9 | isbn_softcover | 978-3-031-52647-3 | isbn_ebook | 978-3-031-52645-9Series ISSN 2731-3492 Series E-ISSN 2731-3506 | issn_series | 2731-3492 | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |
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