AI and Data Analytics in Precision Agriculture for Sustainable Development
暫譯: 精準農業中的人工智慧與數據分析以促進可持續發展

Rani, Sita, Dutta, Soumi, Rocha, Álvaro

  • 出版商: Springer
  • 出版日期: 2025-07-03
  • 售價: $7,650
  • 貴賓價: 9.5$7,268
  • 語言: 英文
  • 頁數: 352
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 303193086X
  • ISBN-13: 9783031930867
  • 相關分類: 人工智慧Data Science
  • 海外代購書籍(需單獨結帳)

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商品描述

This book offers a comprehensive analysis of artificial intelligence (AI) and data analytics in precision agriculture. The integration of technology in agriculture is revolutionizing traditional farming practices, paving the way for sustainability. Precision farming, powered by AI, IoT, and big data, optimizes resource use by enabling real-time monitoring of soil health, weather conditions, and crop growth. Automated irrigation systems and drones reduce water wastage and enhance productivity.

Biotechnology advances, such as genetically modified crops and CRISPR gene editing, improve yield, pest resistance, and climate adaptability. Vertical farming and hydroponics offer space-efficient solutions, minimizing land degradation and water consumption. Robotics and autonomous machinery streamline labor-intensive tasks, reducing reliance on chemical inputs.

Blockchain ensures transparency in the food supply chain, promoting fair trade and reducing food fraud. Renewable energy sources, like solar-powered farms, further lower agriculture's carbon footprint. By adopting these innovations, farmers can produce more with fewer resources, ensuring food security while preserving the environment.

Embracing technology-driven agriculture is crucial for meeting global food demands sustainably, combating climate change, and fostering economic resilience in farming communities. The future of agriculture lies in intelligent, data-driven, and eco-friendly solutions that balance productivity with environmental stewardship.

商品描述(中文翻譯)

這本書提供了對精準農業中人工智慧(AI)和數據分析的全面分析。科技在農業中的整合正在徹底改變傳統的耕作方式,為可持續發展鋪平道路。由AI、物聯網(IoT)和大數據驅動的精準農業,通過實時監測土壤健康、氣候條件和作物生長來優化資源使用。自動灌溉系統和無人機減少了水資源的浪費並提高了生產力。

生物技術的進步,如基因改造作物和CRISPR基因編輯,改善了產量、抗蟲害能力和氣候適應性。垂直農業和水耕技術提供了空間高效的解決方案,最小化土地退化和水資源消耗。機器人技術和自動化機械簡化了勞動密集型任務,減少對化學投入的依賴。

區塊鏈技術確保了食品供應鏈的透明度,促進公平貿易並減少食品欺詐。可再生能源來源,如太陽能農場,進一步降低了農業的碳足跡。通過採用這些創新,農民可以以更少的資源生產更多的產品,確保食品安全的同時保護環境。

擁抱以科技驅動的農業對於可持續滿足全球食品需求、應對氣候變化以及促進農業社區的經濟韌性至關重要。農業的未來在於智能化、數據驅動和環保的解決方案,這些方案在提高生產力的同時兼顧環境管理。

作者簡介

Dr. Sita Rani works in the Department of Computer Science and Engineering at Guru Nanak Dev Engineering College, Ludhiana. She earned her Ph.D. in computer science and engineering from I.K. Gujral Punjab Technical University, Kapurthala, Punjab, in 2018. She completed postdoc from Big Data Mining and Machine Learning Lab, South Ural State University, Russia, from May 2022 to August 2023. She has also completed post graduate certificate program in data science and machine learning from Indian Institute of Technology, Roorkee, in 2023. She has more than 20 years of academic and research experience during which she has worked at various designations like HoD, Training and Placement Officer, and Deputy Dean Research. She is Active Member of ISTE, IEEE, and IAEngg. She has been recognized in the top 2% scientists list published by Stanford University for the year 2024. She is Receiver of ISTE Section Best Teacher Award- 2020.

Dr. Soumi Dutta is Associate Professor at Sister Nivedita University, India. She has completed her Ph.D. (CST), IIEST, Shibpur. She received her B.Tech. (IT) and M.Tech. (CSE) securing 1st position (Gold medallist), from MAKAUT. She is certified as Publons Academy Peer Reviewer, 2020, and Certified Microsoft Innovative Educator, 2020. Her research interests are data mining, information retrieval, online social media analysis, and image processing. She has published 51 conference and journal papers in Springer, IEEE, IGI Global, Taylor & Francis, etc. She has 17 books in Palgrave Macmillan, Springer, IET, and IGI Global. She is Peer Reviewer and TPC Member in different international journals. She was Editor in CIPR 2020, CIPR2019, IEMIS 2020, CIIR 2021, IEMIS 2018, IEMIS 2022, ICIDA 2022, ICIDA 2023, CIIR 2023 and special issues in IJWLTT. She has published 7 patents and 1 Copyright. She has one authored book in Elsevier.

Dr. Álvaro Rocha holds the title of Honorary Professor. He is Professor of information systems at the University of Lisbon--ISEG, Researcher at the ADVANCE (the ISEG Centre for Advanced Research in Management), and Collaborator Researcher at both LIACC (Laboratory of Artificial Intelligence and Computer Science) and CINTESIS (Center for Research in Health Technologies and Information Systems). His main research interests are maturity models, information systems quality, online service quality, requirements engineering, intelligent information systems, e-Government, e-Health, and information technology in education. He is also Vice-Chair of the IEEE Portugal Section Systems, Man, and Cybernetics Society Chapter and Founder and Editor-in-Chief of both following Scopus and/or WoS journals. Moreover, he has served as Vice-Chair of Experts for the European Commission's Horizon 2020 Program. In Google Scholar, he has an H5-Index = 36, having 5965 citations. He has 197 of his publications indexed in the Web of Science database (Core Collection).

Dr. Korhan Cengiz, Assoc. Prof., was born in Edirne, Turkey, in 1986. He received the B.Sc. degrees in electronics and communication engineering from Kocaeli University and business administration from Anadolu University, Turkey, in 2008 and 2009, respectively. He took his M.Sc. degree in electronics and communication engineering from Namik Kemal University, Turkey, in 2011, and the Ph.D. degree in electronics engineering from Kadir Has University, Turkey, in 2016. Since October 2023, he is at the world top 2% scientist list. Since March 2023, he has been Senior Researcher in the Department of Information Technologies, University of Hradec Kralove, Kralove, Czech Republic. Since September 2022, he has been Associate Professor in the Department of Computer Engineering, Istinye University, Istanbul, Turkey. Since April 2022, he has been Chair of the research committee of University of Fujairah, United Arab Emirates. He is Editor of more than 20 books.

作者簡介(中文翻譯)

Dr. Sita Rani 在印度盧迪亞納的 Guru Nanak Dev 工程學院計算機科學與工程系工作。她於 2018 年在印度旁遮普的 I.K. Gujral 旁遮普技術大學獲得計算機科學與工程的博士學位。她於 2022 年 5 月至 2023 年 8 月在俄羅斯南烏拉爾國立大學的大數據挖掘與機器學習實驗室完成博士後研究。她於 2023 年在印度理工學院魯爾基完成數據科學與機器學習的研究生證書課程。她擁有超過 20 年的學術和研究經驗,曾擔任多個職位,如系主任、培訓與就業官員及副院長(研究)。她是 ISTE、IEEE 和 IAEngg 的活躍成員。她在 2024 年被斯坦福大學列入前 2% 科學家名單。她是 2020 年 ISTE 區域最佳教師獎的獲得者。

Dr. Soumi Dutta 是印度 Sister Nivedita 大學的副教授。她在 IIEST Shibpur 完成了博士學位(CST)。她在 MAKAUT 獲得 B.Tech.(IT)和 M.Tech.(CSE),並獲得第一名(金獎)。她於 2020 年獲得 Publons Academy 同行評審認證,並於 2020 年獲得微軟創新教育者認證。她的研究興趣包括數據挖掘、信息檢索、在線社交媒體分析和圖像處理。她在 Springer、IEEE、IGI Global、Taylor & Francis 等期刊上發表了 51 篇會議和期刊論文。她在 Palgrave Macmillan、Springer、IET 和 IGI Global 出版了 17 本書。她是多個國際期刊的同行評審和 TPC 成員。她曾擔任 CIPR 2020、CIPR 2019、IEMIS 2020、CIIR 2021、IEMIS 2018、IEMIS 2022、ICIDA 2022、ICIDA 2023、CIIR 2023 及 IJWLTT 特刊的編輯。她已發表 7 項專利和 1 項版權。她在 Elsevier 出版了一本獨著書籍。

Dr. Álvaro Rocha 擔任榮譽教授。他是里斯本大學 ISEG 的信息系統教授,並在 ADVANCE(ISEG 高級管理研究中心)擔任研究員,同時也是 LIACC(人工智能與計算機科學實驗室)和 CINTESIS(健康技術與信息系統研究中心)的合作研究員。他的主要研究興趣包括成熟度模型、信息系統質量、在線服務質量、需求工程、智能信息系統、電子政府、電子健康和教育中的信息技術。他還是 IEEE 葡萄牙分會系統、人類與控制論學會的副主席,以及以下 Scopus 和/或 WoS 期刊的創始人和主編。此外,他曾擔任歐洲委員會 Horizon 2020 計劃的專家副主席。在 Google Scholar 上,他的 H5-Index 為 36,引用次數為 5965。他的 197 篇出版物在 Web of Science 數據庫(核心合集)中被索引。

Dr. Korhan Cengiz,副教授,於 1986 年出生於土耳其埃迪爾內。他於 2008 年和 2009 年分別在 Kocaeli 大學獲得電子與通信工程學士學位和安納托利亞大學的商業管理學士學位。他於 2011 年在土耳其 Namik Kemal 大學獲得電子與通信工程碩士學位,並於 2016 年在 Kadir Has 大學獲得電子工程博士學位。自 2023 年 10 月以來,他名列全球前 2% 科學家名單。自 2023 年 3 月以來,他在捷克共和國 Hradec Kralove 大學信息技術系擔任高級研究員。自 2022 年 9 月以來,他在土耳其伊斯坦堡的 Istinye 大學計算機工程系擔任副教授。自 2022 年 4 月以來,他擔任阿聯酋富查伊拉大學研究委員會主席。他編輯了超過 20 本書籍。