A New TS Algorithm for Solving Low-Carbon Logistics Vehicle Routing Problem with Split Deliveries by Backpack—From a Green Operation Perspective

In order to promote the development of low-carbon logistics and economize logistics distribution costs, the vehicle routing problem with split deliveries by backpack is studied. With the help of the model of classical capacitated vehicle routing problem, in this study, a form of discrete split deliv...

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Published inInternational journal of environmental research and public health Vol. 15; no. 5; p. 949
Main Authors Xia, Yangkun, Fu, Zhuo, Tsai, Sang-Bing, Wang, Jiangtao
Format Journal Article
LanguageEnglish
Published Switzerland MDPI AG 10.05.2018
MDPI
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ISSN1660-4601
1661-7827
1660-4601
DOI10.3390/ijerph15050949

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Abstract In order to promote the development of low-carbon logistics and economize logistics distribution costs, the vehicle routing problem with split deliveries by backpack is studied. With the help of the model of classical capacitated vehicle routing problem, in this study, a form of discrete split deliveries was designed in which the customer demand can be split only by backpack. A double-objective mathematical model and the corresponding adaptive tabu search (TS) algorithm were constructed for solving this problem. By embedding the adaptive penalty mechanism, and adopting the random neighborhood selection strategy and reinitialization principle, the global optimization ability of the new algorithm was enhanced. Comparisons with the results in the literature show the effectiveness of the proposed algorithm. The proposed method can save the costs of low-carbon logistics and reduce carbon emissions, which is conducive to the sustainable development of low-carbon logistics.
AbstractList In order to promote the development of low-carbon logistics and economize logistics distribution costs, the vehicle routing problem with split deliveries by backpack is studied. With the help of the model of classical capacitated vehicle routing problem, in this study, a form of discrete split deliveries was designed in which the customer demand can be split only by backpack. A double-objective mathematical model and the corresponding adaptive tabu search (TS) algorithm were constructed for solving this problem. By embedding the adaptive penalty mechanism, and adopting the random neighborhood selection strategy and reinitialization principle, the global optimization ability of the new algorithm was enhanced. Comparisons with the results in the literature show the effectiveness of the proposed algorithm. The proposed method can save the costs of low-carbon logistics and reduce carbon emissions, which is conducive to the sustainable development of low-carbon logistics.
In order to promote the development of low-carbon logistics and economize logistics distribution costs, the vehicle routing problem with split deliveries by backpack is studied. With the help of the model of classical capacitated vehicle routing problem, in this study, a form of discrete split deliveries was designed in which the customer demand can be split only by backpack. A double-objective mathematical model and the corresponding adaptive tabu search (TS) algorithm were constructed for solving this problem. By embedding the adaptive penalty mechanism, and adopting the random neighborhood selection strategy and reinitialization principle, the global optimization ability of the new algorithm was enhanced. Comparisons with the results in the literature show the effectiveness of the proposed algorithm. The proposed method can save the costs of low-carbon logistics and reduce carbon emissions, which is conducive to the sustainable development of low-carbon logistics.In order to promote the development of low-carbon logistics and economize logistics distribution costs, the vehicle routing problem with split deliveries by backpack is studied. With the help of the model of classical capacitated vehicle routing problem, in this study, a form of discrete split deliveries was designed in which the customer demand can be split only by backpack. A double-objective mathematical model and the corresponding adaptive tabu search (TS) algorithm were constructed for solving this problem. By embedding the adaptive penalty mechanism, and adopting the random neighborhood selection strategy and reinitialization principle, the global optimization ability of the new algorithm was enhanced. Comparisons with the results in the literature show the effectiveness of the proposed algorithm. The proposed method can save the costs of low-carbon logistics and reduce carbon emissions, which is conducive to the sustainable development of low-carbon logistics.
Author Tsai, Sang-Bing
Wang, Jiangtao
Fu, Zhuo
Xia, Yangkun
AuthorAffiliation 2 Zhongshan Institute, University of Electronic Science and Technology of China, Zhongshan 528400, China; jiangtao-w@foxmail.com
1 School of Traffic and Transportation Engineering, Central South University, Changsha 410075, China; jiaochyk166@163.com
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Cites_doi 10.1109/TPWRS.2014.2371474
10.3390/su9112052
10.3390/su9050683
10.1016/j.cor.2017.02.001
10.1287/trsc.1100.0363
10.1108/09600031211258138
10.1057/palgrave.jors.2601817
10.1007/s10479-012-1282-3
10.1016/j.tre.2016.01.014
10.1137/1.9781611973594
10.1016/j.cie.2015.05.034
10.1057/palgrave.jors.2602371
10.1007/s10732-008-9101-3
10.1016/j.tre.2013.03.006
10.1287/trsc.23.2.141
10.1016/j.jclepro.2017.12.142
10.1016/S0305-0548(03)00155-2
10.1016/j.ejor.2011.03.023
10.1111/itor.12250
10.1016/j.jclepro.2016.11.115
10.1016/j.tre.2017.04.011
10.3390/ijerph14080930
10.1371/journal.pone.0195457
10.3141/2378-13
10.1057/jors.2009.116
10.1016/j.ejor.2014.04.026
10.3390/ijerph111111081
10.1029/2005JD006820
10.1016/j.cie.2010.03.012
10.3390/su9050694
10.1016/j.cie.2012.11.007
10.1057/jors.2010.19
10.1080/01441647.2015.1137992
10.1142/S0217595907001565
10.1007/s10586-018-2635-8
10.1287/trsc.1040.0103
10.3390/su10020307
10.1007/s10586-018-1957-x
10.1299/jamdsm.1.217
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Issue 5
Keywords green economy
tabu search
vehicle routing problem
low-carbon logistics
split deliveries
backpack
Language English
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References Ruan (ref_44) 2014; 11
ref_36
Chai (ref_42) 2016; 16
Cavalier (ref_5) 2012; 2
ref_33
Archetti (ref_3) 2006; 40
Choi (ref_11) 2013; 55
Ho (ref_23) 2004; 31
Mu (ref_39) 2011; 62
Fu (ref_37) 2005; 56
Yan (ref_27) 2015; 87
ref_18
ref_17
Lukman (ref_12) 2018; 177
Ji (ref_15) 2017; 9
Aleman (ref_4) 2010; 16
Alvarez (ref_30) 2017; 83
Gu (ref_14) 2017; 28
Salani (ref_29) 2011; 213
Chen (ref_31) 2017; 24
Dror (ref_2) 1989; 23
Fu (ref_34) 2007; 24
Wang (ref_26) 2013; 2378
Fu (ref_38) 2008; 59
ref_45
Nakao (ref_28) 2007; 1
Archetti (ref_6) 2014; 238
Rajappa (ref_7) 2016; 3
Kuo (ref_19) 2010; 59
ref_21
Belfiore (ref_25) 2013; 64
ref_43
Perotti (ref_16) 2012; 42
ref_41
Berbotto (ref_22) 2014; 222
ref_40
Xia (ref_8) 2017; 23
Xiao (ref_20) 2017; 167
Mckinnon (ref_13) 2016; 36
Archetti (ref_24) 2010; 45
Han (ref_35) 2016; 88
ref_9
Maden (ref_1) 2010; 61
Xu (ref_32) 2017; 103
Li (ref_10) 2015; 30
References_xml – volume: 30
  start-page: 3036
  year: 2015
  ident: ref_10
  article-title: Development of Low Voltage Network Templates—Part I: Substation Clustering and Classification
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/TPWRS.2014.2371474
– volume: 9
  start-page: 2052
  year: 2017
  ident: ref_15
  article-title: Low-Carbon Planning and Design in B&R Logistics Service: A Case Study of an E-Commerce Big Data Platform in China
  publication-title: Sustainability
  doi: 10.3390/su9112052
– ident: ref_43
  doi: 10.3390/su9050683
– volume: 83
  start-page: 1
  year: 2017
  ident: ref_30
  article-title: An exact hybrid method for the vehicle routing problem with time windows and multiple deliverymen
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2017.02.001
– volume: 16
  start-page: 176
  year: 2016
  ident: ref_42
  article-title: A univariate marginal distribution algorithm hybridized with insertion heuristics for the vehicle routing problem with hard time windows
  publication-title: J. Transp. Syst. Eng. Inf. Technol.
– volume: 45
  start-page: 285
  year: 2010
  ident: ref_24
  article-title: Enhanced branch and price-and-cut for vehicle routing with split deliveries and time windows
  publication-title: Transp. Sci.
  doi: 10.1287/trsc.1100.0363
– volume: 42
  start-page: 640
  year: 2012
  ident: ref_16
  article-title: Green supply chain practices and company performance: The case of 3PLs in Italy
  publication-title: Int. J. Phys. Distrib. Logist. Manag.
  doi: 10.1108/09600031211258138
– volume: 56
  start-page: 267
  year: 2005
  ident: ref_37
  article-title: A new tabu search heuristic for the open vehicle routing problem
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/palgrave.jors.2601817
– volume: 23
  start-page: 1520
  year: 2017
  ident: ref_8
  article-title: Material distribution route planning for multiple automated guided vehicles with split deliveries by order
  publication-title: Comput. Integr. Manuf. Syst.
– volume: 222
  start-page: 153
  year: 2014
  ident: ref_22
  article-title: A randomized granular tabu search heuristic for the split delivery vehicle routing problem
  publication-title: Ann. Oper. Res.
  doi: 10.1007/s10479-012-1282-3
– volume: 88
  start-page: 11
  year: 2016
  ident: ref_35
  article-title: A multi-start heuristic approach for the split-delivery vehicle routing problem with minimum delivery amounts
  publication-title: Transp. Res. Part E Logist. Transp. Rev.
  doi: 10.1016/j.tre.2016.01.014
– ident: ref_18
  doi: 10.1137/1.9781611973594
– volume: 87
  start-page: 383
  year: 2015
  ident: ref_27
  article-title: A planning model and solution algorithm for multi-trip split-delivery vehicle routing and scheduling problems with time windows
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2015.05.034
– volume: 59
  start-page: 663
  year: 2008
  ident: ref_38
  article-title: A unified tabu search algorithm for vehicle routing problems with soft time windows
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/palgrave.jors.2602371
– volume: 16
  start-page: 441
  year: 2010
  ident: ref_4
  article-title: An adaptive memory algorithm for the split delivery vehicle routing problem
  publication-title: J. Heuristics
  doi: 10.1007/s10732-008-9101-3
– volume: 28
  start-page: 1796
  year: 2017
  ident: ref_14
  article-title: Exploration on the low-carbon strategy based on the evolutionary game between the government and highway logistics enterprises
  publication-title: Agro Food Ind. Hi-Tech
– volume: 55
  start-page: 43
  year: 2013
  ident: ref_11
  article-title: Local sourcing and fashion quick response system: The impacts of carbon footprint tax
  publication-title: Transp. Res. Part E Logist. Transp. Rev.
  doi: 10.1016/j.tre.2013.03.006
– volume: 23
  start-page: 141
  year: 1989
  ident: ref_2
  article-title: Savings by split delivery routing
  publication-title: Transp. Sci.
  doi: 10.1287/trsc.23.2.141
– volume: 177
  start-page: 1
  year: 2018
  ident: ref_12
  article-title: Improving efficient resource usage and reducing carbon dioxide emissions by optimizing fleet management for winter services
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2017.12.142
– volume: 31
  start-page: 1947
  year: 2004
  ident: ref_23
  article-title: A tabu search heuristic for the vehicle routing problem with time windows and split deliveries
  publication-title: Comput. Oper. Res.
  doi: 10.1016/S0305-0548(03)00155-2
– volume: 213
  start-page: 470
  year: 2011
  ident: ref_29
  article-title: Branch and price for the vehicle routing problem with discrete split deliveries and time windows
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2011.03.023
– volume: 24
  start-page: 27
  year: 2017
  ident: ref_31
  article-title: A novel approach to solve the split delivery vehicle routing problem
  publication-title: Int. Trans. Oper. Res.
  doi: 10.1111/itor.12250
– volume: 167
  start-page: 1450
  year: 2017
  ident: ref_20
  article-title: A genetic algorithm with exact dynamic programming for the green vehicle routing & scheduling problem
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2016.11.115
– volume: 103
  start-page: 218
  year: 2017
  ident: ref_32
  article-title: An unpaired pickup and delivery vehicle routing problem with multi-visit
  publication-title: Transp. Res. Part E Logist. Transp. Rev.
  doi: 10.1016/j.tre.2017.04.011
– ident: ref_45
  doi: 10.3390/ijerph14080930
– ident: ref_40
  doi: 10.1371/journal.pone.0195457
– volume: 2378
  start-page: 120
  year: 2013
  ident: ref_26
  article-title: Vehicle routing problem: Simultaneous deliveries and pickups with split loads and time windows
  publication-title: Transp. Res. Rec. J. Transp. Res. Board
  doi: 10.3141/2378-13
– volume: 61
  start-page: 515
  year: 2010
  ident: ref_1
  article-title: Vehicle routing and scheduling with time-varying data: A case study
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/jors.2009.116
– volume: 238
  start-page: 685
  year: 2014
  ident: ref_6
  article-title: Branch-and-cut algorithms for the split delivery vehicle routing problem
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2014.04.026
– volume: 11
  start-page: 11081
  year: 2014
  ident: ref_44
  article-title: A two-stage approach for medical supplies intermodal transportation in large-scale disaster responses
  publication-title: Int. J. Environ. Res. Public Health
  doi: 10.3390/ijerph111111081
– volume: 2
  start-page: 207
  year: 2012
  ident: ref_5
  article-title: A genetic algorithm for the split delivery vehicle routing problem
  publication-title: Am. J. Oper. Res.
– ident: ref_9
  doi: 10.1029/2005JD006820
– volume: 59
  start-page: 157
  year: 2010
  ident: ref_19
  article-title: Using simulated annealing to minimize fuel consumption for the time-dependent vehicle routing problem
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2010.03.012
– ident: ref_21
  doi: 10.3390/su9050694
– volume: 3
  start-page: 55
  year: 2016
  ident: ref_7
  article-title: An ant colony optimization and hybrid metaheuristics algorithm to solve the split delivery vehicle routing problem
  publication-title: Int. J. Appl. Ind. Eng.
– volume: 64
  start-page: 589
  year: 2013
  ident: ref_25
  article-title: Heuristic methods for the fleet size and mix vehicle routing problem with time windows and split deliveries
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2012.11.007
– volume: 62
  start-page: 742
  year: 2011
  ident: ref_39
  article-title: Disruption management of the vehicle routing problem with vehicle breakdown
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/jors.2010.19
– volume: 36
  start-page: 418
  year: 2016
  ident: ref_13
  article-title: Freight transport deceleration: Its possible contribution to the decarbonisation of logistics
  publication-title: Transp. Rev.
  doi: 10.1080/01441647.2015.1137992
– volume: 24
  start-page: 831
  year: 2007
  ident: ref_34
  article-title: A branch-and-bound algorithm for finding all optimal solutions of the assignment problem
  publication-title: Asia-Pac. J. Oper. Res.
  doi: 10.1142/S0217595907001565
– ident: ref_36
– ident: ref_33
  doi: 10.1007/s10586-018-2635-8
– volume: 40
  start-page: 64
  year: 2006
  ident: ref_3
  article-title: A tabu search algorithm for the split delivery vehicle routing problem
  publication-title: Transp. Sci.
  doi: 10.1287/trsc.1040.0103
– ident: ref_17
  doi: 10.3390/su10020307
– ident: ref_41
  doi: 10.1007/s10586-018-1957-x
– volume: 1
  start-page: 217
  year: 2007
  ident: ref_28
  article-title: A DP-based heuristic algorithm for the discrete split delivery vehicle routing problem
  publication-title: J. Adv. Mech. Des. Syst. Manuf.
  doi: 10.1299/jamdsm.1.217
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Snippet In order to promote the development of low-carbon logistics and economize logistics distribution costs, the vehicle routing problem with split deliveries by...
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StartPage 949
SubjectTerms Air Pollutants - economics
Algorithms
Backpacks
Carbon
Carbon - economics
Carbon Footprint - economics
China
Climate change
Distribution costs
Electronic commerce
Emissions
Environmental policy
Game theory
Heuristic
Humans
Integer programming
Intermodal transportation
Logistics
Models, Theoretical
Network management systems
Problem Solving
Public health
Residence Characteristics
Routing
Sustainable development
Traffic-Related Pollution - economics
Traffic-Related Pollution - prevention & control
Transportation - economics
Transportation - methods
Vehicle Emissions - prevention & control
Vehicles
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Title A New TS Algorithm for Solving Low-Carbon Logistics Vehicle Routing Problem with Split Deliveries by Backpack—From a Green Operation Perspective
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