The Development of Artificial Intelligence: Toward Consistency in the Logical Structures of Datasets, AI Models, Model Building, and Hardware?

IF 10.1 1区工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY

Engineering Pub Date : 2025-05-14 DOI:10.1016/j.eng.2025.05.004

Li Guo, Jinghai Li

引用次数: 0

Abstract

The aim of this article is to explore potential directions for the development of artificial intelligence (AI). It points out that, while current AI can handle the statistical properties of complex systems, it has difficulty effectively processing and fully representing their spatiotemporal complexity patterns. The article also discusses a potential path of AI development in the engineering domain. Based on the existing understanding of the principles of multilevel complexity, this article suggests that consistency among the logical structures of datasets, AI models, model-building software, and hardware will be an important AI development direction and is worthy of careful consideration.

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人工智能的发展：迈向数据集、人工智能模型、模型构建和硬件逻辑结构的一致性？

本文旨在探讨人工智能（AI）发展的潜在方向。指出目前的人工智能虽然可以处理复杂系统的统计特性，但难以有效地处理和充分表征其时空复杂性模式。文章还讨论了人工智能在工程领域发展的潜在路径。基于对多层次复杂性原理的现有理解，本文认为数据集、人工智能模型、模型构建软件和硬件的逻辑结构之间的一致性将是人工智能的一个重要发展方向，值得认真考虑。

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

Engineering Environmental Science-Environmental Engineering

自引率

1.60%

发文量

335

审稿时长

35 days

期刊介绍： Engineering, an international open-access journal initiated by the Chinese Academy of Engineering (CAE) in 2015, serves as a distinguished platform for disseminating cutting-edge advancements in engineering R&D, sharing major research outputs, and highlighting key achievements worldwide. The journal's objectives encompass reporting progress in engineering science, fostering discussions on hot topics, addressing areas of interest, challenges, and prospects in engineering development, while considering human and environmental well-being and ethics in engineering. It aims to inspire breakthroughs and innovations with profound economic and social significance, propelling them to advanced international standards and transforming them into a new productive force. Ultimately, this endeavor seeks to bring about positive changes globally, benefit humanity, and shape a new future.