人工智能在环境学科中的近期应用:一篇综述
Aniko Konya1, Peyman Nematzadeh2
1University of Illinois, Chicago, IL 60637, USA.
The Science of the total environment
|October 11, 2023
概括
人工智能 (AI) 提供了显著的环境效益,包括高效的数据分析. 然而,由于能源消耗,人工智能发展引发了环境问题,需要可持续的人工智能实践和协作.
科学领域:
- 环境科学与工程环境科学与工程
- 人工智能应用程序 人工智能应用程序
背景情况:
- 人工智能 (AI) 工具在各个研究领域越来越多地被采用.
- 在过去的十年里,环境部门的AI兴趣呈指数级增长.
- 在2010年深度学习出现后,人工智能在环境任务中的采用激增.
研究的目的:
- 审查人工智能在环境学科中的最新应用.
- 突出AI在环境科学中的机遇,优势和缺点.
- 讨论人工智能发展对环境的影响和可持续性.
主要方法:
- 对环境科学和工程领域近期人工智能应用的审查.
- 与传统的统计和数学模型相比,分析AI的作用.
- 检查人工智能对能源消耗和碳足迹的影响.
主要成果:
- 人工智能工具有效地分析大型数据集,有利于环境科学.
- 超过65%的对人工智能感兴趣的环境任务以前使用传统模型.
- 人工智能发展带来了有关电力消耗和碳排放的环境问题.
结论:
- 人工智能为环境科学和工程提供了巨大的好处.
- 可持续的AI开发对于减轻气候变化影响至关重要.
- 环境和人工智能专业人员之间的合作对于利用人工智能的潜力至关重要.
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