过程工业的基础模型：挑战与机遇

IF 11.6 1区工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY

Engineering Pub Date : 2025-09-01 DOI:10.1016/j.eng.2025.03.023

Lei Ren , Haiteng Wang , Yuqing Wang , Keke Huang , Lihui Wang , Bohu Li

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引用次数: 0

摘要

随着通用基础模型的出现，如聊天生成预训练变压器（ChatGPT），研究人员对基础模型在过程工业中的潜在应用表现出相当大的兴趣。本文提供了过程工业中使用基础模型所带来的挑战和机遇的全面概述，包括框架、核心应用程序和未来前景。首先，本文提出了流程工业基础模型的框架。其次，总结了产业基础模型的关键能力及其实际应用。最后，它强调了未来的研究方向，并确定了与过程工业中基础模型的使用相关的未解决的开放问题。

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Foundation Models for the Process Industry: Challenges and Opportunities

With the emergence of general foundational models, such as Chat Generative Pre-trained Transformer (ChatGPT), researchers have shown considerable interest in the potential applications of foundation models in the process industry. This paper provides a comprehensive overview of the challenges and opportunities presented by the use of foundation models in the process industry, including the frameworks, core applications, and future prospects. First, this paper proposes a framework for foundation models for the process industry. Second, it summarizes the key capabilities of industrial foundation models and their practical applications. Finally, it highlights future research directions and identifies unresolved open issues related to the use of foundation models in the process industry.

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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.