An empirical study of collaborative capacity evaluation and scheduling optimization for a CPD project

In a collaborative product design project, reasonable resource allocation can shorten the development cycle and reduce cost. Team capacity evaluation and a task-team scheduling model are presented. A collaborative team capacity model is constructed, and a 2-tuple linguistic method is used to evaluat...

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Veröffentlicht in:PloS one 2018-08, Vol.13 (8), p.e0200753-e0200753
Hauptverfasser: Wang, Xiaolei, Ci, Tiejun, Tsai, Sang-Bing, Liu, Aijun, Chen, Quan
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Sprache:eng
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Zusammenfassung:In a collaborative product design project, reasonable resource allocation can shorten the development cycle and reduce cost. Team capacity evaluation and a task-team scheduling model are presented. A collaborative team capacity model is constructed, and a 2-tuple linguistic method is used to evaluate the capacity of collaborative teams. Next, the matching degree between design task and collaborative team is defined. A collaborative product design scheduling model considering task-team matching is developed. Combined with the simulated annealing operator, based on the single-coding strategy, self-adaptive multi-point cross and mutation, an improved genetic algorithm is proposed to solve the model. Finally, a case study is presented to validate the method.
ISSN:1932-6203
1932-6203
DOI:10.1371/journal.pone.0200753