GeoAI技术及其在城市规划和发展中的应用领域:智慧城市的概念、机遇和挑战(科威特,研究案例)

Abdelkhalek I. Alastal, Ashraf Hassan Shaqfa
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引用次数: 5

摘要

人工智能极大地改变了许多工作流程,从而扩展了早期的限制、结果、规模和价格概念。GeoAI是一个涵盖计算机科学、工程学、统计学和空间科学的多学科领域。因为这门学科关注的是现实世界的问题,它对社会和经济有重大影响。一个包含理论、认识论和科学方法的基本问题的广泛背景被用来将人工智能(Al)和地理学结合在一起。这种联系有可能对地理研究产生深远的影响。GeoAI,或地理学与人工智能的结合,为各种智慧城市问题提供了独特的解决方案。本文概述了GeoAI技术,包括GeoAI的定义以及GeoAI与传统人工智能的区别。成功的地理数据分析的关键步骤包括将人工智能与地理信息系统相结合,并使用GeoAI工具和技术。还显示了GeoAI中应用和模型的关键领域,同样,采用GeoAI方法和技术的挑战以及好处。本文还包括一个关于在科威特使用GeoAI的案例研究,以及一些建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
GeoAI Technologies and Their Application Areas in Urban Planning and Development: Concepts, Opportunities and Challenges in Smart City (Kuwait, Study Case)
Artificial intelligence has significantly altered many job workflows, hence ex-panding earlier notions of limitations, outcomes, size, and prices. GeoAI is a multidisciplinary field that encompasses computer science, engineering, sta-tistics, and spatial science. Because this subject focuses on real-world issues, it has a significant impact on society and the economy. A broad context incor-porating fundamental questions of theory, epistemology, and the scientific method is used to bring artificial intelligence (Al) and geography together. This connection has the potential to have far-reaching implications for the geographic study. GeoAI, or the combination of geography with artificial intelligence, offers unique solutions to a variety of smart city issues. This paper provides an overview of GeoAI technology, including the definition of GeoAI and the differences between GeoAI and traditional AI. Key steps to successful geographic data analysis include integrating AI with GIS and using GeoAI tools and technologies. Also shown are key areas of applications and models in GeoAI, likewise challenges to adopt GeoAI methods and technology as well as benefits. This article also included a case study on the use of GeoAI in Kuwait, as well as a number of recommendations.
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