Natural Disasters Under Changing Climate: Modeling Strategies, Predictions, and Management
暫譯: 氣候變遷下的自然災害:模型策略、預測與管理
Rahmati, Omid, Kalantari, Zahra, Ferreira, Carla Sofia
- 出版商: Academic Press
- 出版日期: 2026-07-22
- 售價: $4,350
- 貴賓價: 9.5 折 $4,132
- 語言: 英文
- 頁數: 752
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0443338795
- ISBN-13: 9780443338793
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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
Natural Disasters Under Changing Climate: Modeling Strategies, Predictions, and Management is an essential textbook within the natural disaster prediction domain, functioning as a comprehensive book on natural disasters, and focusing on floods, landslides, earthquakes, dust storms, land subsidence, wildfire, sea level rise, drought, snow avalanches, debris flow, desertification, sand dune migration, and heatwaves. In addition to taking a range of natural disasters into account, it covers novel approaches in artificial intelligence and remote sensing and provides an overview of the different concepts of natural disasters perception and how geo-environmental, topo-hydrological, and edaphic variables are connected with their occurrences. The initial chapters of the book shed light on the main principles and mechanisms of disasters prediction and the application of artificial intelligence algorithms in natural disasters domain. They discuss the applicability of the predictive models in the natural hazards domain and how the understanding of disaster management can happen with the help of disaster susceptibility maps. The book then pivots into landslide susceptibility modeling under climate change and details the use of DInSAR as a powerful tool for studying the effects of earthquakes in various regions. Following that, dust storm frequency and intensity, and how these are impacted by climatic factors, as well as water and land use management, is discussed at length.
商品描述(中文翻譯)
《氣候變遷下的自然災害:建模策略、預測與管理》是自然災害預測領域中的一本重要教科書,全面探討自然災害,重點關注洪水、土石流、地震、沙塵暴、地面沉降、野火、海平面上升、乾旱、雪崩、泥石流、沙漠化、沙丘遷移及熱浪等多種自然災害。除了考慮各種自然災害外,本書還涵蓋了人工智慧和遙感技術的新方法,並提供了自然災害感知的不同概念概述,以及地理環境、地形水文和土壤變數如何與災害的發生相關聯。
本書的前幾章闡明了災害預測的主要原則和機制,以及人工智慧演算法在自然災害領域的應用。它們討論了預測模型在自然災害領域的適用性,以及如何透過災害易感性地圖來理解災害管理。接著,本書轉向氣候變遷下的土石流易感性建模,詳細說明了 DInSAR 作為研究各地區地震影響的強大工具的使用。隨後,書中深入探討了沙塵暴的頻率和強度,以及這些如何受到氣候因素、水資源和土地使用管理的影響。