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2020 | OriginalPaper | Buchkapitel

Functional Areas Layout in Logistics Park Combining Traffic Organization by Genetic Algorithm and Fuzzy Clustering

verfasst von : Qin Xiang

Erschienen in: Green, Smart and Connected Transportation Systems

Verlag: Springer Singapore

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Abstract

The functional areas layout and the organization of the traffic will influence with each other in logistics park. In this paper, the author studies the method to combine the layout of the functional areas with organization of the traffic so as to make the layout more practical. Firstly, the model for functional areas layout design is established, which is based on traffic organization. Secondly, the solution algorithm is proposed, which includes three parts. The first part is fuzzy clustering analysis which is used to cluster functional areas so as to determine the traffic network factors. The second part is genetic algorithm for layout problem at the functional areas, the author uses three parts of codes to construct the chromosome encoding, which are code for the area, cutting code and sequence code. The third part is traffic organization, compared with genetic algorithm and CPLEX, the author selects shortest path distance for calculation to speed the calculation speed. And CPLEX would be used to calculate the actual distance after the final layout is obtained. Finally, the model and algorithm are applied in the Lianyungang Port Logistics Park to verify the feasibility. Compared with the base layout, the truck distance can be reduced by 13.8%.

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Literatur
1.
Zurück zum Zitat Drira A, Pierreval H, Hajri-Gabouj S (2007) Facility layout problems: a survey. Annu Rev Control 31(2):255–267CrossRef Drira A, Pierreval H, Hajri-Gabouj S (2007) Facility layout problems: a survey. Annu Rev Control 31(2):255–267CrossRef
2.
Zurück zum Zitat Kulturel-Konak S (2012) A linear programming embedded probabilistic tabu search for the unequal-area facility layout problem with flexible bays. Eur J Oper Res 223(3):614–625MathSciNetCrossRef Kulturel-Konak S (2012) A linear programming embedded probabilistic tabu search for the unequal-area facility layout problem with flexible bays. Eur J Oper Res 223(3):614–625MathSciNetCrossRef
3.
Zurück zum Zitat Wong KY (2010) Solving facility layout problems using flexible bay structure representation and ant system algorithm. Expert Syst Appl 37(7):5523–5527CrossRef Wong KY (2010) Solving facility layout problems using flexible bay structure representation and ant system algorithm. Expert Syst Appl 37(7):5523–5527CrossRef
4.
Zurück zum Zitat Pourvaziri H, Naderi B (2014) A hybrid multi-population genetic algorithm for the dynamic facility layout problem. Appl Soft Comput 24:457–469CrossRef Pourvaziri H, Naderi B (2014) A hybrid multi-population genetic algorithm for the dynamic facility layout problem. Appl Soft Comput 24:457–469CrossRef
5.
Zurück zum Zitat Matai R (2015) Solving multi objective facility layout problem by modified simulated annealing. Appl Math Comput 261:302–311MathSciNetMATH Matai R (2015) Solving multi objective facility layout problem by modified simulated annealing. Appl Math Comput 261:302–311MathSciNetMATH
6.
Zurück zum Zitat Kothari R, Ghosh D (2014) An efficient genetic algorithm for single row facility layout. Optim Lett 8(2):679–690MathSciNetCrossRef Kothari R, Ghosh D (2014) An efficient genetic algorithm for single row facility layout. Optim Lett 8(2):679–690MathSciNetCrossRef
7.
Zurück zum Zitat Muther R (1961) Systematic layout planning. Industrial Education Institute, Boston Muther R (1961) Systematic layout planning. Industrial Education Institute, Boston
8.
Zurück zum Zitat Sun Y, Ma C, Zhang W (2015) Research on layout problem in logistics park based on shortest path and multi-population genetic algorithm. Logist Sci-Tech 2:86–91 Sun Y, Ma C, Zhang W (2015) Research on layout problem in logistics park based on shortest path and multi-population genetic algorithm. Logist Sci-Tech 2:86–91
9.
Zurück zum Zitat Zhu X, Zhang Q (2013) A novel method on layout planning for internal functional areas of logistic parks. LISS 2012. Springer, Berlin Zhu X, Zhang Q (2013) A novel method on layout planning for internal functional areas of logistic parks. LISS 2012. Springer, Berlin
10.
Zurück zum Zitat Jiang C, Bai L, Zheng W (2010) Research on layout of airport logistics park based on graph theory: an empirical study of Ningbo airport logistics park. In: 2010 international conference on intelligent computation technology and automation, Changsha Jiang C, Bai L, Zheng W (2010) Research on layout of airport logistics park based on graph theory: an empirical study of Ningbo airport logistics park. In: 2010 international conference on intelligent computation technology and automation, Changsha
11.
Zurück zum Zitat Zheng H (2010) Planning of traffic system and research of the relation with working-area on logistics park. Southeast University, Nanjing Zheng H (2010) Planning of traffic system and research of the relation with working-area on logistics park. Southeast University, Nanjing
12.
Zurück zum Zitat He Q, Xue X (2009) A research on layout planning of regional logistics park based on fuzzy clustering. In: 2009 second international conference on intelligent computation technology and automation, Changsha He Q, Xue X (2009) A research on layout planning of regional logistics park based on fuzzy clustering. In: 2009 second international conference on intelligent computation technology and automation, Changsha
13.
Zurück zum Zitat Gao Y, Sun Y, Zheng W (2015) Genetic algorithm for optimizing the layout of logistics park based on shortest path and elitist strategy. J Inf Comput Sci 12(10):3765–3774CrossRef Gao Y, Sun Y, Zheng W (2015) Genetic algorithm for optimizing the layout of logistics park based on shortest path and elitist strategy. J Inf Comput Sci 12(10):3765–3774CrossRef
14.
Zurück zum Zitat Zheng W, Gao Y (2015) Traffic impact analysis on interior logistics hub based on genetic algorithm of operation sequencing. J Inf Comput Sci 12(13):5197–5205CrossRef Zheng W, Gao Y (2015) Traffic impact analysis on interior logistics hub based on genetic algorithm of operation sequencing. J Inf Comput Sci 12(13):5197–5205CrossRef
15.
Zurück zum Zitat Hao H (2007) Working-area layout method study in logistics park based on genetic algorithm. Beijing Jiaotong University, Beijing Hao H (2007) Working-area layout method study in logistics park based on genetic algorithm. Beijing Jiaotong University, Beijing
Metadaten
Titel
Functional Areas Layout in Logistics Park Combining Traffic Organization by Genetic Algorithm and Fuzzy Clustering
verfasst von
Qin Xiang
Copyright-Jahr
2020
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-0644-4_20

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