Computational Intelligence for Climate Change
暫譯: 氣候變遷的計算智慧
Anand, A. Jose, Krishnan, Saravanan, Leal Filho, Walter
- 出版商: Springer
- 出版日期: 2026-08-03
- 售價: $7,540
- 貴賓價: 9.5 折 $7,163
- 語言: 英文
- 頁數: 450
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3032168031
- ISBN-13: 9783032168030
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相關分類:
Machine Learning
海外代購書籍(需單獨結帳)
商品描述
This book stands out in the field due to its interdisciplinary approach, integrating cutting-edge computational methods with environmental sciences to offer practical solutions for sustainable development. One of the most important worldwide issues of our day is climate change, which calls for creative, data-driven, and scalable solutions. A thorough examination of how computational intelligence (CI) methods can be applied to different facets of climate change, from assessing its effects to developing mitigation and adaptation plans, can be found in the book. The chapters explain how these tools can be harnessed to tackle the complexities of climate change. The book contextualizes climate change as a data-rich problem, highlighting the challenges posed by its vast, heterogeneous, and dynamic datasets. The book also discusses about climate data analytics, which discusses the role of CI in managing and analyzing large-scale climate data collected from satellites, weather stations, and IoT devices. This book presents techniques for preprocessing, cleaning, and normalizing climate data to enhance its usability. This book details the use of computational intelligence for creating accurate climate models. This book explores techniques for predicting long-term trends, such as global warming and sea level rise, and short-term events like hurricanes and heatwaves. Case studies demonstrate how machine learning algorithms, such as random forests and support vector machines, have been used to refine predictive models. It presents vulnerability analysis frameworks that use CI to assess the susceptibility of regions, ecosystems, and communities to climate risks. The book discusses real-world applications, such as identifying drought-prone areas using neural networks or assessing flood risks using fuzzy logic systems. The book delves into the integration of CI with emerging technologies such as blockchain, quantum computing, and the Internet of Things (IoT) for more robust climate solutions.
商品描述(中文翻譯)
這本書在該領域中脫穎而出，因為它採取了跨學科的方法，將尖端的計算方法與環境科學相結合，以提供可持續發展的實用解決方案。當今世界上最重要的問題之一是氣候變遷，這需要創新、數據驅動且可擴展的解決方案。本書深入探討了計算智能（Computational Intelligence, CI）方法如何應用於氣候變遷的不同面向，從評估其影響到制定減緩和適應計劃。各章節解釋了如何利用這些工具來應對氣候變遷的複雜性。本書將氣候變遷視為一個數據豐富的問題，突顯了其龐大、多樣化和動態數據集所帶來的挑戰。本書還討論了氣候數據分析，探討了CI在管理和分析從衛星、氣象站和物聯網（IoT）設備收集的大規模氣候數據中的角色。本書介紹了預處理、清理和標準化氣候數據的技術，以提高其可用性。本書詳細說明了計算智能在創建準確氣候模型中的應用。本書探討了預測長期趨勢（如全球暖化和海平面上升）以及短期事件（如颶風和熱浪）的技術。案例研究展示了機器學習算法（如隨機森林和支持向量機）如何用於改進預測模型。它提出了利用CI評估地區、生態系統和社區對氣候風險的脆弱性分析框架。本書討論了現實世界的應用，例如使用神經網絡識別易受乾旱影響的區域或使用模糊邏輯系統評估洪水風險。本書深入探討了CI與區塊鏈、量子計算和物聯網等新興技術的整合，以提供更強大的氣候解決方案。
作者簡介
Dr. A. Jose Anand is Professor at the Department of Electronics and Communication Engineering, KCG College of Technology, Chennai, India. He has one year of industrial experience and over twenty-five years of teaching experience. He has presented several papers in prominent conferences and has published several papers in reputed journal and also published books in professional and engineering subjects. He is Member of Institution of Engineers, Computer Society of India, Institution of Engineering and Technology, Indian Society for Technical Education, etc. His current research interests include wireless sensor networks, embedded systems, IoT, machine learning, image processing, etc.
Dr. Saravanan Krishnan is Associate Professor, Department of Computer Science and Engineering in College of Engineering, Guindy, Anna University, Chennai, India. He is also Deputy Director for Centre for University-Industry Collaboration (CUIC), Anna University, Chennai. He has a masters in software engineering and Ph.D. in computer science and engineering. His research interests include cloud computing, blockchain, software engineering, IoT, smart cities. He has published papers in a number of conferences and reputed journals. He has also written 21 book chapters and edited 15 books with major publishers. He has been Consultant to municipal corporations and smart city schemes. He is Active Researcher and Academician and is Reviewer for many reputed journals. He is Fellow of Institution of Engineers and Senior Member of Association of Computing Machinery, Indian Society for Technical Education, etc.
Professor Walter Leal Filho is Distinguished "Euro-Professor", holding professorial posts at Universities in Germany (Chair of Climate Change Management at the Hamburg University of Applied Sciences), United Kingdom (Manchester Metropolitan University), Sweden (University of Uppsala) and Poland (Merito University). He has two main research interests. The first is in the field of sustainable development, where he holds a world record of publications. The second is climate change, to which he has been providing a key contribution to the literature, also including aspects of climate change and health. His field experience in over 70 countries involves missions undertaken on behalf of various international organizations (e.g., European Union, World Bank, OECD, UNESCO, UNEP) and attendance to specialized events in North America, Latin America/Caribbean, Europe, Africa, Asia and Pacific Region, and the Middle East. Moreover, he was awarded the "Golden Page Award" (April 2003) in London for his editorial work.
作者簡介(中文翻譯)
Dr. A. Jose Anand 是印度金奈 KCG 科技學院電子與通信工程系的教授。他擁有一年的產業經驗和超過二十五年的教學經驗。他在多個知名會議上發表了數篇論文，並在多本知名期刊上發表了多篇論文，還出版了專業和工程相關的書籍。他是工程師學會、印度計算機學會、工程與技術學會、印度技術教育學會等的會員。他目前的研究興趣包括無線感測器網路、嵌入式系統、物聯網、機器學習、影像處理等。
Dr. Saravanan Krishnan 是印度金奈安娜大學工程學院計算機科學與工程系的副教授。他同時擔任安娜大學大學與產業合作中心（CUIC）的副主任。他擁有軟體工程碩士學位和計算機科學與工程博士學位。他的研究興趣包括雲計算、區塊鏈、軟體工程、物聯網、智慧城市。他在多個會議和知名期刊上發表了論文，並撰寫了21章書籍，編輯了15本主要出版社的書籍。他曾擔任市政府和智慧城市計畫的顧問。他是一位活躍的研究者和學者，並擔任多本知名期刊的審稿人。他是工程師學會的院士和計算機協會的高級會員，並且是印度技術教育學會等的成員。
Walter Leal Filho 教授是傑出的「歐洲教授」，在德國（漢堡應用科技大學氣候變遷管理講座）、英國（曼徹斯特城市大學）、瑞典（烏普薩拉大學）和波蘭（梅里托大學）等多所大學擔任教授職位。他的主要研究興趣有兩個。第一個是可持續發展領域，他在該領域擁有世界出版紀錄。第二個是氣候變遷，他對文獻做出了重要貢獻，並涵蓋氣候變遷與健康的相關方面。他在超過70個國家的實地經驗涉及代表各種國際組織（例如歐盟、世界銀行、經濟合作與發展組織、聯合國教科文組織、聯合國環境規劃署）進行的任務，以及參加北美、拉丁美洲/加勒比地區、歐洲、非洲、亞洲和太平洋地區及中東的專業活動。此外，他於2003年4月在倫敦獲得「金頁獎」，以表彰他的編輯工作。
