1. Module partition method for complex mechanical products based on spectral clustering algorithm.
- Author
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XIAO Yanqiu, YANG Xianchao, CUI Guangzhen, XIA Qiongpei, ZHOU Kun, ZHANG Fudong, and XIA Yuanfei
- Subjects
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FUZZY mathematics , *COMPLEX numbers , *DECOMPOSITION method , *ALGORITHMS , *NUMBER systems - Abstract
Aiming at the multi-dimensional and strong coupling problem of design and manufacturing caused by the high dimensionality of systems and large number of units of complex mechanical products, a module partition method based on spectral clustering algorithm was proposed. The hierarchical decomposition of products was realized based on the function-flow-structure decomposition method, and fuzzy mathematics was used to define the correlation between feature elements. On this basis, the association relation model of product parts based on numerical design structure matrix was constructed. By introducing the spectral clustering algorithm, the component clustering problem was transformed into the optimal division problem of the graph, and the evaluation index of module division based on the average cohesion within the module and the average coupling between the modules was constructed to realize the module division of the products. The results of the examples showed that the method could effectively reduce the complexity of the design and manufacturing of complex mechanical products, and the method was scientifically effective. [ABSTRACT FROM AUTHOR]
- Published
- 2021
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