[1]LU Fuqiang,LIU Ting,DU Zichao,et al.Convergence fuzzy particle swarm optimization based transportation time optimization of 4PL[J].CAAI Transactions on Intelligent Systems,2021,16(3):474-483.[doi:10.11992/tis.202004032]
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CAAI Transactions on Intelligent Systems[ISSN 1673-4785/CN 23-1538/TP] Volume:
16
Number of periods:
2021 3
Page number:
474-483
Column:
学术论文—智能系统
Public date:
2021-05-05
- Title:
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Convergence fuzzy particle swarm optimization based transportation time optimization of 4PL
- Author(s):
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LU Fuqiang1; LIU Ting2; DU Zichao2; BI Hualing1; HUANG Min2
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1. School of Economics and Management, Yanshan University, Qinhuangdao 066004, China;
2. Faculty of Information Science and Engineering, Northeastern University, Shenyang 816819, China
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- Keywords:
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fourth party logistics; transportation cost; transportation time; third party online agents; convergence factor; degree of membership function; convergence fuzzy optimization; particle swarm optimization
- CLC:
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TP18;N945.1
- DOI:
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10.11992/tis.202004032
- Abstract:
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This paper proposed a transportation time optimization model that employed a convergence factor and the convergence fuzzy particle swarm optimization (CFPSO) of membership functions to determine transportation routes and third party agents in the fourth-party logistics (4PL). Three examples with different scales were designed in the simulation experiment. The experimental result of the CFPSO was analyzed and compared with those of the enumeration algorithm, basic particle swarm optimization algorithm, genetic algorithm, and quantum-behaved particle swarm optimization to establish the validity of the proposed model and algorithm.