Transforming from Mathematical Model to ML Model for Meteorology in Macao's Smart City Planning

Vai-Kei Ian, Rita Tse, Su-Kit Tang, Giovanni Pau
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引用次数: 2

Abstract

Recently, with the rapid development and use of technology in network infrastructures, Macao is being transformed into a smart city progressively, even though it is recognized as a World heritage city for its architectural wonders and rich cultural traditions. The benefits of machine learning technology open up new avenues for environmental monitoring, such as weather forecasting, early extreme or severe weather alerts and safeguards, disaster mitigation enhancement, and technological revolution as part of overall smart city planning in Macao. This study focuses on the evolution of artificial intelligence, the important use of machine learning technology in the field of meteorology, and suggestions on the major future development trends in Macao to the migration of a smart city.We discussed solutions tackling the problems in weather forecasting in Macao while creating advances in its transformation to be a smarter city, starting with the essence of machine learning and turning challenges into opportunities.
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澳门智慧城市规划中气象学从数学模型到ML模型的转换
近年来,随着科技在网络基础设施方面的快速发展和应用,澳门正在逐步向智慧城市转型,尽管澳门因其建筑奇观和丰富的文化传统而被公认为世界遗产城市。作为澳门整体智慧城市规划的一部分,机器学习技术的优势为环境监测开辟了新的途径,例如天气预报、早期极端或恶劣天气警报和保障、减灾增强和技术革命。本研究重点探讨人工智能的演变、机器学习技术在气象领域的重要应用,以及澳门向智慧城市迁移的未来主要发展趋势。我们讨论了解决澳门天气预报问题的解决方案,同时从机器学习的本质出发,将挑战转化为机遇,推动澳门向智慧城市的转型。
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