Machine Learning for Smart Cities: A Comprehensive Review of Applications and Opportunities

IF 0.7 Q3 COMPUTER SCIENCE, THEORY & METHODS

International Journal of Advanced Computer Science and Applications Pub Date : 2023-01-01 DOI:10.14569/ijacsa.2023.01409104

Xiaoning Dou, Weijing Chen, Lei Zhu, Yingmei Bai, Yan Li, Xiaoxiao Wu

引用次数: 0

Abstract

The smart city concept originated a few years ago as a combination of ideas about how information and communication technologies can improve urban life. With the advent of the digital revolution, many cities globally are investing heavily in designing and implementing smart city solutions and projects. Machine Learning (ML) has evolved into a powerful tool within the smart city sector, enabling efficient resource management, improved infrastructure, and enhanced urban services. This paper discusses the diverse ML algorithms and their potential applications in smart cities, including Artificial Intelligence (AI) and Intelligent Transportation Systems (ITS). The key challenges, opportunities, and directions for adopting ML to make cities smarter and more sustainable are outlined.

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智慧城市的机器学习:应用和机遇的全面回顾

智慧城市的概念起源于几年前，是关于信息和通信技术如何改善城市生活的各种想法的结合。随着数字革命的到来，全球许多城市都在大力投资设计和实施智慧城市解决方案和项目。机器学习(ML)已经发展成为智慧城市领域的强大工具，可以实现高效的资源管理，改善基础设施和增强城市服务。本文讨论了各种机器学习算法及其在智能城市中的潜在应用，包括人工智能(AI)和智能交通系统(ITS)。本文概述了采用机器学习使城市更智能、更可持续发展的主要挑战、机遇和方向。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

International Journal of Advanced Computer Science and Applications COMPUTER SCIENCE, THEORY & METHODS-

CiteScore

2.30

自引率

22.20%

发文量

519

期刊介绍： IJACSA is a scholarly computer science journal representing the best in research. Its mission is to provide an outlet for quality research to be publicised and published to a global audience. The journal aims to publish papers selected through rigorous double-blind peer review to ensure originality, timeliness, relevance, and readability. In sync with the Journal''s vision "to be a respected publication that publishes peer reviewed research articles, as well as review and survey papers contributed by International community of Authors", we have drawn reviewers and editors from Institutions and Universities across the globe. A double blind peer review process is conducted to ensure that we retain high standards. At IJACSA, we stand strong because we know that global challenges make way for new innovations, new ways and new talent. International Journal of Advanced Computer Science and Applications publishes carefully refereed research, review and survey papers which offer a significant contribution to the computer science literature, and which are of interest to a wide audience. Coverage extends to all main-stream branches of computer science and related applications