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Artificial intelligence for climate change adaptation

delete2022-04-12
delete16
PRE
AI
S
So‐Min Cheong *
K
Kris Sankaran
H
Hamsa Bastani
DOI:10.1002/widm.1459delete
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摘要

摘要

En 中文
Although artificial intelligence (AI; inclusive of machine learning) is gaining traction supporting climate change projections and impacts, limited work has used AI to address climate change adaptation. We identify this gap and highlight the value of AI especially in supporting complex adaptation choices and implementation. We illustrate how AI can effectively leverage precise, real-time information in data-scarce settings. We focus on supervised learning, transfer learning, reinforcement learning, and multimodal learning to illustrate how innovative AI methods can enable better-informed choices, tailor adaptation measures to heterogenous groups and generate effective synergies and trade-offs. This article is categorized under: Application Areas > Government and Public Sector
Keyword:
AI
climate change adaptation
machine learning

期刊

Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery 封面图
Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
IF:
11.7
论文数:
544
被引数:
5.3K

机构

U
university of wisconsin madison
学者数:
3.8W
论文数: 2.9W
被引数: 53
U
University of Kansas
学者数:
1.9W
论文数: 1.7W
被引数: 8.1K
University of Wisconsin System 封面图
University of Wisconsin System
学者数:
6.7W
论文数: 5.8W
被引数: 382
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