人工智能时代面向未来智能制造的嵌入式智能 基础模型

IF 7.3 1区 工程技术 Q1 AUTOMATION & CONTROL SYSTEMS
Lei Ren;Jiabao Dong;Shuai Liu;Lin Zhang;Lihui Wang
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引用次数: 0

摘要

具身智能一直被认为是人工智能的终极形态,也是智能制造的理想概念。随着人工智能基础模型的发展,在自然语言处理、计算机视觉等各个领域都取得了显著的泛化能力。在人工智能基础模型时代,具身智能将能够在开放世界中以多模态物理交互的方式进行无限任务的持续进化。因此,可以设想,将具身智能融入到智能制造中,以提升未来制造业的智能化、柔性化和以人为本。因此,本文提出了具身智力的定义和构成,并提出了具身智力的新特征。此外,还讨论了人工智能基础模型时代的具身智能能力。此外,本文还介绍了具身智能在智能制造全产品生命周期中的典型创新应用。然而,具身智能的实现仍然面临着一些挑战。展望未来,对具身智能面临的挑战和前景进行了展望,以供进一步研究和应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Embodied Intelligence Toward Future Smart Manufacturing in the Era of AI Foundation Model
Embodied intelligence has always been regarded as the ultimate form of artificial intelligence (AI) and an ideal concept for smart manufacturing. With the development of AI foundation models, remarkable generalization capabilities have been achieved in various fields, such as natural language processing and computer vision. In the era of AI foundation models, embodied intelligence will be capable of continuous evolution for unlimited tasks with multimodal physical interaction in the open world. Therefore, it is envisioned that embodied intelligence should be integrated into smart manufacturing to upgrade the industry for more intelligent, flexible, and human-centric manufacturing in the future. Therefore, in this article, the definition and components of embodied intelligence are proposed with its novel characteristics. Besides, the capabilities of embodied intelligence in the era of AI foundation model are discussed. Moreover, typical innovative applications of embodied intelligence throughout the whole product life cycle for smart manufacturing are presented with insights. However, embodied intelligence still faces some challenges for implementation. Thus, in the prospect of future, challenges and outlooks of embodied intelligence are discussed for further research and applications.
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来源期刊
IEEE/ASME Transactions on Mechatronics
IEEE/ASME Transactions on Mechatronics 工程技术-工程:电子与电气
CiteScore
11.60
自引率
18.80%
发文量
527
审稿时长
7.8 months
期刊介绍: IEEE/ASME Transactions on Mechatronics publishes high quality technical papers on technological advances in mechatronics. A primary purpose of the IEEE/ASME Transactions on Mechatronics is to have an archival publication which encompasses both theory and practice. Papers published in the IEEE/ASME Transactions on Mechatronics disclose significant new knowledge needed to implement intelligent mechatronics systems, from analysis and design through simulation and hardware and software implementation. The Transactions also contains a letters section dedicated to rapid publication of short correspondence items concerning new research results.
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