The Systems Fusion Challenge: Intelligence vs. Manufacturing in Micro Smart Factories

Micro smart factories (MSFs) represent a new way for small and medium-sized enterprises (SMEs) to build smart factories. Intelligence and manufacturing are two important dimensions of intelligent manufacturing. However, there is still a gap in the research on the coordinated development of intelligence and manufacturing in MSF. Based on survey data from 93 SMEs in Liaoning Province, a dynamic coupling model of the intelligence dimensions (ID) and manufacturing dimensions (MD) of MSF was constructed. Stock increment was used to simulate the development level of the fusion and dynamically evaluate the degree of coupling coordination. The results show that both ID and MD have different advantages in terms of stock and incremental resources, and that the development of intelligence and manufacturing is imbalanced. In addition, in the transformation process of SMEs, the impact of stock factors is significant and the driving force of incremental factors in intelligent manufacturing is insufficient. Finally, SMEs lack comprehensive planning for the development of intelligent manufacturing processes.

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Publication Details

Journal
Systems
Published
2025-06-13
DOI
https://doi.org/10.3390/systems13060464
Citations
1
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
1.24

Funders

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article

The Systems Fusion Challenge: Intelligence vs. Manufacturing in Micro Smart Factories

Harm‐Jan Steenhuis, Jiahui Liu, Elmina Homapour, Yuran Jin
1 citations
Systems
Digital Transformation in Industry
1.24
article

The Systems Fusion Challenge: Intelligence vs. Manufacturing in Micro Smart Factories

Harm‐Jan Steenhuis, Jiahui Liu, Elmina Homapour, Yuran Jin
article en
1 citations

Abstract

Micro smart factories (MSFs) represent a new way for small and medium-sized enterprises (SMEs) to build smart factories. Intelligence and manufacturing are two important dimensions of intelligent manufacturing. However, there is still a gap in the research on the coordinated development of intelligence and manufacturing in MSF. Based on survey data from 93 SMEs in Liaoning Province, a dynamic coupling model of the intelligence dimensions (ID) and manufacturing dimensions (MD) of MSF was constructed. Stock increment was used to simulate the development level of the fusion and dynamically evaluate the degree of coupling coordination. The results show that both ID and MD have different advantages in terms of stock and incremental resources, and that the development of intelligence and manufacturing is imbalanced. In addition, in the transformation process of SMEs, the impact of stock factors is significant and the driving force of incremental factors in intelligent manufacturing is insufficient. Finally, SMEs lack comprehensive planning for the development of intelligent manufacturing processes.

SystemsVol. 13(6)
University of Science and Technology Liaoning (CN), Huaqiao University (CN), Texas A&M University – Texarkana (US), Nottingham Trent University (GB)
Social Science Foundation of Liaoning Province
Openalex Percentile: Top 18%
Digital Transformation in Industry
1.24
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