Smart Manufacturing and Intelligent Manufacturing: A Comparative Review
Умное производство и интеллектуальное производство: сравнительный обзор
2020-09-20
SCID: 54.1/xvqvwdmz
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Industry 4.0Intelligent Manufacturing (IM)Smart Manufacturing (SM)bibliometric analysishuman–cyber–physical systems
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Abstract (AI)
The application of intelligence to manufacturing has emerged as a compelling topic for researchers and industries around the world. However, different terminologies, namely smart manufacturing (SM) and intelligent manufacturing (IM), have been applied to what may be broadly characterized as a similar paradigm by some researchers and practitioners. While SM and IM are similar, they are not identical. From an evolutionary perspective, there has been little consideration on whether the definition, thought, connotation, and technical development of the concepts of SM or IM are consistent in the literature. To address this gap, the work performs a qualitative and quantitative investigation of research literature to systematically compare inherent differences of SM and IM and clarify the relationship between SM and IM. A bibliometric analysis of publication sources, annual publication numbers, keyword frequency, and top regions of research and development establishes the scope and trends of the currently presented research. Critical topics discussed include origin, definitions, evolutionary path, and key technologies of SM and IM. The implementation architecture, standards, and national focus are also discussed. In this work, a basis to understand SM and IM is provided, which is increasingly important because the trend to merge both terminologies rises in Industry 4.0 as intelligence is being rapidly applied to modern manufacturing and human–cyber–physical systems.
Key Findings
1
A combined qualitative and quantitative bibliometric analysis (publication sources, annual numbers, keyword frequency, top regions) reveals scope and trends distinguishing SM and IM research.
2
Critical comparative topics identified include origin, definitions, evolutionary paths, key technologies, implementation architectures, standards, and national research focus.
3
Smart manufacturing (SM) and intelligent manufacturing (IM) are related but not identical paradigms in applying intelligence to manufacturing.
4
The literature lacks consistent consideration of definitions, connotations, and technical development paths for SM and IM.
5
Understanding distinctions between SM and IM is increasingly important as the terminologies converge within Industry 4.0 and human–cyber–physical system integration.
Research Object
Smart manufacturing and intelligent manufacturing paradigms
Research Subject
Comparative analysis of definitions, origins, evolutionary paths, key technologies, implementation architectures, standards, research trends, and the relationship between smart manufacturing and intelligent manufacturing
Publication Details
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2020-09-20
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References available in scid.ai5
Digital Twins and Cyber–Physical Systems toward Smart Manufacturing and Industry 4.0: Correlation and Comparison2019
Intelligent Manufacturing in the Context of Industry 4.0: A Review2017
Smart manufacturing2017
Towards Lean Production in Industry 4.02017
The Digital Twin: Realizing the Cyber-Physical Production System for Industry 4.02017