在人工智能时代的地理设计
Xinyue Ye1, Tianchen Huang1, Yang Song1
1Department of Landscape Architecture and Urban Planning & Center for Geospatial Sciences, Applications and Technology, Texas A&M University, College Station, TX 77840 USA.
概括
人工智能 (AI) 正在通过自动化分析和优化空间和环境挑战的规划来彻底改变地质设计. 负责任的AI整合对于公平有效的地理设计结果至关重要.
科学领域:
- 环境科学 环境科学
- 城市规划 城市规划
- 地理信息系统 (GIS) 是指地理信息系统.
背景情况:
- 地理设计方法已经发展,以应对复杂的空间和环境挑战.
- 人工智能 (AI) 的整合为增强地理设计提供了新的机会.
研究的目的:
- 探索地理设计的演变,重点是人工智能集成.
- 检查人工智能如何增强地理设计过程和结果.
- 确定挑战,并倡导在地质设计中负责任地实施人工智能.
主要方法:
- 地理设计原则和历史发展的审查.
- 在空间数据分析,土地使用分类和环境评估中分析AI应用.
- 对人工智能驱动的地理设计项目的案例研究进行了审查.
主要成果:
- 人工智能通过自动化分析,改进分类和优化规划来显著提高地理设计.
- 人工智能促进了场景生成,并支持环境设计中的知情决策.
- 确定的挑战包括数据质量,模型解释性和道德考虑 (隐私,偏见).
结论:
- 人工智能为地理设计提供了变革的潜力,提高了效率和有效性.
- 负责和透明的人工智能集成对于公平的地理设计至关重要.
- 未来的地理设计实践必须解决伦理问题,并确保数据治理.
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