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Extraction of Product Service System Configuration Rules Based on Multi-objective DPSO Algorithm |
LIU Yuan1,ZHANG Zaifang1,YAO Di2,CHU Xuening3 |
(1. School of Mechatronic and Automation Engineering, Shanghai University, Shanghai 200072, China; 2. School of Mechanical and Power Engineering, East China University of Science and Technology, Shanghai 200237, China; 3. School of Mechanical Engineering, Shanghai Jiaotong University, Shanghai 200240, China) |
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Abstract Abstract: To assist engineers to map customer requirements into technical characteristics of product service system effectively, a kind of rule extraction method combining DPSO with Pareto was proposed. The method includes establishing the model of product service system configuration rules and constructing the model of ParetoDPSO. In ParetoDPSO, continuous particle was mapped into a decimal discrete space using the frequency initialization method based on Sobol sequence and the particle discrete update method; Pareto was used to obtain the optimal set of rules by evaluating multiple target functions. By comparing with OMOPSO and DPSO, the feasibility and validity of the proposed method was verified by applying in the example of automotive product service system configuration design.
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Received: 16 July 2014
Published: 31 August 2015
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