Monitoring Coastal Marine Ecosystems Under Climate Change: Machine Learning and Artificial Intelligence Techniques
暫譯: 氣候變遷下的沿海海洋生態系統監測:機器學習與人工智慧技術
Basheer Ahammed, K. K., Pandey, Arvind Chandra, Parida, Bikash Ranjan
- 出版商: Springer
- 出版日期: 2026-02-01
- 售價: $6,820
- 貴賓價: 9.8 折 $6,683
- 語言: 英文
- 頁數: 561
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3032091365
- ISBN-13: 9783032091369
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相關分類:
Machine Learning
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相關主題
商品描述
Coastal and marine ecosystems play a crucial role in sustaining life on our planet. However, they are under increasing threat due to climate change and the growing human impact. This edited volume delves into the dynamic and evolving landscape of climate change impacts on coastal and marine ecosystems, exploring innovative tools and techniques for ecosystem vulnerability assessment, monitoring, and management. It provides a holistic perspective on these ecosystems, including their various types, and promotes the development of robust mitigation plans to adapt to climate change impacts. In addition, it emphasizes the deployment of cutting-edge technologies such as Geospatial technology and advanced computational methods, which play a pivotal role in planning and mitigating the consequences of climate change in coastal and marine areas. Recent advancements in Machine Learning and Artificial Intelligence (ML/AI) have shown tremendous potential in revolutionizing our understanding and management of these ecosystems. The book offers a comprehensive understanding of how ML/AI techniques are reshaping the study and management of coastal marine ecosystems. It provides in-depth knowledge about various ML/AI applications, their benefits, and their challenges. By bringing together experts in ML/AI and marine science, it bridges the gap between these two fields, fostering interdisciplinary collaboration. It paves the way for integrated approaches to address climate change impacts on coastal marine ecosystems. Practical applications of ML/AI are also discussed, illustrating how these techniques can be employed for ecosystem monitoring, risk assessment, and management. This book is a timely addition to scientific literature, addressing the urgent need for innovative approaches to tackle climate change impacts on coastal and marine ecosystems. By integrating ML/AI techniques with traditional methods, it provides a comprehensive resource that equips researchers, policymakers, and practitioners with cutting-edge tools to assess, monitor, and manage these invaluable ecosystems. This book will make a significant contribution to the scientific community in several ways:
Holistic Information on ML/AI Techniques: The book offers a comprehensive understanding of how ML/AI techniques are reshaping the study and management of coastal marine ecosystems. It provides in-depth knowledge about various ML/AI applications, their benefits, and their challenges.
Bridging the Gap: By bringing together experts in ML/AI and marine science, this book bridges the gap between these two fields, fostering interdisciplinary collaboration. It paves the way for integrated approaches to address climate change impacts on coastal marine ecosystems.
Practical Applications: The book focuses on practical applications of ML/AI, illustrating how these techniques can be employed for ecosystem monitoring, risk assessment, and management. It addresses the real-world challenges faced by coastal communities and provides insights on effective solutions.
商品描述(中文翻譯)
沿海和海洋生態系統在維持我們星球上的生命中扮演著至關重要的角色。然而,這些生態系統正面臨著氣候變遷和日益增長的人類影響所帶來的威脅。本書是一本編輯的專著,深入探討氣候變遷對沿海和海洋生態系統影響的動態和演變景觀,探索生態系統脆弱性評估、監測和管理的創新工具和技術。它提供了這些生態系統的整體觀點,包括其各種類型,並促進制定強有力的減緩計劃以適應氣候變遷的影響。此外,本書強調了尖端技術的應用,如地理空間技術和先進計算方法,這些技術在規劃和減輕沿海和海洋地區氣候變遷後果中發揮著關鍵作用。最近在機器學習(Machine Learning, ML)和人工智慧(Artificial Intelligence, AI)方面的進展顯示出其在徹底改變我們對這些生態系統的理解和管理方面的巨大潛力。本書提供了對ML/AI技術如何重塑沿海海洋生態系統研究和管理的全面理解,並深入介紹各種ML/AI應用、其優勢和挑戰。通過匯聚ML/AI和海洋科學的專家,本書彌合了這兩個領域之間的鴻溝,促進跨學科的合作。它為應對氣候變遷對沿海海洋生態系統的影響鋪平了道路。書中還討論了ML/AI的實際應用,說明這些技術如何用於生態系統監測、風險評估和管理。本書是科學文獻中的一個及時補充,滿足了應對氣候變遷對沿海和海洋生態系統影響的創新方法的迫切需求。通過將ML/AI技術與傳統方法相結合,它提供了一個全面的資源,使研究人員、政策制定者和實踐者能夠使用尖端工具來評估、監測和管理這些寶貴的生態系統。本書將在幾個方面對科學社群做出重要貢獻:
整體信息關於ML/AI技術:本書提供了對ML/AI技術如何重塑沿海海洋生態系統研究和管理的全面理解,並深入介紹各種ML/AI應用、其優勢和挑戰。
彌合鴻溝:通過匯聚ML/AI和海洋科學的專家,本書彌合了這兩個領域之間的鴻溝,促進跨學科的合作,為應對氣候變遷對沿海海洋生態系統的影響鋪平了道路。
實際應用:本書專注於ML/AI的實際應用,說明這些技術如何用於生態系統監測、風險評估和管理,並針對沿海社區面臨的現實挑戰提供有效解決方案的見解。