A Robust Mixed-Integer Linear Programming Model for Sustainable Collaborative Distribution

In this paper, we propose robust optimisation models for the distribution network design problem (DNDP) to deal with uncertainty cases in a collaborative context. The studied network consists of collaborative suppliers who satisfy their customers’ needs by delivering their products through common pl...

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Vydáno v:Mathematics (Basel) Ročník 9; číslo 18; s. 2318
Hlavní autoři: Snoussi, Islem, Hamani, Nadia, Mrabti, Nassim, Kermad, Lyes
Médium: Journal Article
Jazyk:angličtina
Vydáno: Basel MDPI AG 01.09.2021
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ISSN:2227-7390, 2227-7390
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Abstract In this paper, we propose robust optimisation models for the distribution network design problem (DNDP) to deal with uncertainty cases in a collaborative context. The studied network consists of collaborative suppliers who satisfy their customers’ needs by delivering their products through common platforms. Several parameters—namely, demands, unit transportation costs, the maximum number of vehicles in use, etc.—are subject to interval uncertainty. Mixed-integer linear programming formulations are presented for each of these cases, in which the economic and environmental dimensions of the sustainability are studied and applied to minimise the logistical costs and the CO2 emissions, respectively. These formulations are solved using CPLEX. In this study, we propose a case study of a distribution network in France to validate our models. The obtained results show the impacts of considering uncertainty by comparing the robust model to the deterministic one. We also address the impacts of the uncertainty level and uncertainty budget on logistical costs and CO2 emissions.
AbstractList In this paper, we propose robust optimisation models for the distribution network design problem (DNDP) to deal with uncertainty cases in a collaborative context. The studied network consists of collaborative suppliers who satisfy their customers' needs by delivering their products through common platforms. Several parameters-namely, demands, unit transportation costs, the maximum number of vehicles in use, etc.-are subject to interval uncertainty. Mixed-integer linear programming formulations are presented for each of these cases, in which the economic and environmental dimensions of the sustainability are studied and applied to minimise the logistical costs and the CO2 emissions, respectively. These formulations are solved using CPLEX. In this study, we propose a case study of a distribution network in France to validate our models. The obtained results show the impacts of considering uncertainty by comparing the robust model to the deterministic one. We also address the impacts of the uncertainty level and uncertainty budget on logistical costs and CO2 emissions.
Author Mrabti, Nassim
Hamani, Nadia
Kermad, Lyes
Snoussi, Islem
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  surname: Hamani
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  givenname: Nassim
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  surname: Mrabti
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  givenname: Lyes
  orcidid: 0000-0002-8302-3720
  surname: Kermad
  fullname: Kermad, Lyes
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Cites_doi 10.1080/00207543.2019.1574040
10.1007/s40092-019-00329-9
10.1109/ACCESS.2020.2985377
10.1515/9781400831050
10.1016/j.tre.2018.09.002
10.1016/j.ejor.2011.02.018
10.1007/s10107-003-0396-4
10.1007/978-3-030-85969-5_4
10.1016/j.trb.2016.01.010
10.1504/IJSCIM.2017.086371
10.1016/j.cie.2017.06.017
10.5267/j.uscm.2019.12.001
10.1016/j.trb.2011.11.006
10.1016/j.cie.2018.07.028
10.1016/j.trb.2016.01.011
10.1007/s40314-014-0179-y
10.1016/j.ejor.2019.06.047
10.1016/j.omega.2017.01.011
10.1007/978-3-642-05465-5_3
10.3390/su13073891
10.1016/j.cor.2017.08.001
10.1016/j.cor.2018.04.021
10.1007/b137941
10.1016/j.trb.2017.06.008
10.1287/trsc.2018.0871
10.1016/j.jairtraman.2015.06.001
10.1007/s40314-020-01405-2
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Issue 18
Keywords horizontal collaboration
robust optimisation
distribution network design problem (DNDP)
uncertainty budget
sustainability
mixed-integer linear programming
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References Rahmati (ref_29) 2021; 40
Hu (ref_10) 2018; 118
Contreras (ref_12) 2011; 212
Ghaffarinasab (ref_22) 2018; 97
(ref_9) 2013; 13
ref_36
ref_34
ref_33
ref_32
ref_31
ref_30
Serper (ref_38) 2016; 86
Alumur (ref_17) 2012; 46
ref_39
ref_16
Lozkins (ref_24) 2019; 15
Pishvaee (ref_14) 2016; 35
ref_37
Yaman (ref_15) 2016; 86
(ref_25) 2019; 53
Morabito (ref_21) 2018; 89
Shang (ref_27) 2020; 17
Correia (ref_20) 2018; 74
Bertsimas (ref_19) 2003; 98
Hickman (ref_35) 1999; 11
Zetina (ref_7) 2017; 106
Pan (ref_2) 2019; 57
Habibi (ref_11) 2018; 124
ref_23
Aloui (ref_4) 2021; 9
Fischetti (ref_8) 2009; Volume 5868
ref_42
ref_41
ref_40
ref_1
ref_3
Talbi (ref_18) 2017; 110
Adibi (ref_13) 2015; 47
Klibi (ref_26) 2020; 280
ref_5
ref_6
Li (ref_28) 2020; 8
References_xml – volume: 57
  start-page: 5340
  year: 2019
  ident: ref_2
  article-title: Horizontal Collaborative Transport: Survey of Solutions and Practical Implementation Issues
  publication-title: Int. J. Prod. Res.
  doi: 10.1080/00207543.2019.1574040
– volume: 15
  start-page: 199
  year: 2019
  ident: ref_24
  article-title: Robust Uncapacitated Multiple Allocation Hub Location Problem under Demand Uncertainty: Minimization of Cost Deviations
  publication-title: J. Ind. Eng. Int.
  doi: 10.1007/s40092-019-00329-9
– volume: 11
  start-page: 67
  year: 1999
  ident: ref_35
  article-title: Methodology for Calculating Transport Emissions and Energy Consumption
  publication-title: Int. J. Cult. Tour. Hosp. Res.
– volume: 8
  start-page: 66178
  year: 2020
  ident: ref_28
  article-title: Robust Hub Location Problem With Flow-Based Set-Up Cost
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2020.2985377
– ident: ref_31
  doi: 10.1515/9781400831050
– volume: 118
  start-page: 568
  year: 2018
  ident: ref_10
  article-title: Joint Design of Fleet Size, Hub Locations, and Hub Capacities for Third-Party Logistics Networks with Road Congestion Constraints
  publication-title: Transp. Res. Part E Logist. Transp. Rev.
  doi: 10.1016/j.tre.2018.09.002
– volume: 212
  start-page: 518
  year: 2011
  ident: ref_12
  article-title: Stochastic Uncapacitated Hub Location
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2011.02.018
– volume: 98
  start-page: 49
  year: 2003
  ident: ref_19
  article-title: Robust Discrete Optimization and Network Flows
  publication-title: Math. Program.
  doi: 10.1007/s10107-003-0396-4
– ident: ref_32
– ident: ref_3
– ident: ref_6
  doi: 10.1007/978-3-030-85969-5_4
– ident: ref_34
– volume: 86
  start-page: 66
  year: 2016
  ident: ref_15
  article-title: Robust Intermodal Hub Location under Polyhedral Demand Uncertainty
  publication-title: Transp. Res. Part B Methodol.
  doi: 10.1016/j.trb.2016.01.010
– ident: ref_16
  doi: 10.1504/IJSCIM.2017.086371
– volume: 110
  start-page: 322
  year: 2017
  ident: ref_18
  article-title: The Robust Uncapacitated Multiple Allocation p -Hub Median Problem
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2017.06.017
– ident: ref_39
– ident: ref_40
– ident: ref_5
  doi: 10.5267/j.uscm.2019.12.001
– volume: 46
  start-page: 529
  year: 2012
  ident: ref_17
  article-title: Hub Location under Uncertainty
  publication-title: Transp. Res. Part B Methodol.
  doi: 10.1016/j.trb.2011.11.006
– ident: ref_37
– ident: ref_42
– volume: 124
  start-page: 393
  year: 2018
  ident: ref_11
  article-title: Collaborative Hub Location Problem under Cost Uncertainty
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2018.07.028
– volume: 13
  start-page: 211
  year: 2013
  ident: ref_9
  article-title: Parcel Distribution Network Design Problem
  publication-title: Oper. Res.
– ident: ref_23
– volume: 86
  start-page: 51
  year: 2016
  ident: ref_38
  article-title: The Design of Capacitated Intermodal Hub Networks with Different Vehicle Types
  publication-title: Transp. Res. Part B Methodol.
  doi: 10.1016/j.trb.2016.01.011
– volume: 35
  start-page: 45
  year: 2016
  ident: ref_14
  article-title: Robust Optimization Approach to Capacitated Single and Multiple Allocation Hub Location Problems
  publication-title: Comput. Appl. Math.
  doi: 10.1007/s40314-014-0179-y
– volume: 280
  start-page: 102
  year: 2020
  ident: ref_26
  article-title: Designing a Two-Echelon Distribution Network under Demand Uncertainty
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2019.06.047
– volume: 74
  start-page: 122
  year: 2018
  ident: ref_20
  article-title: A Stochastic Multi-Period Capacitated Multiple Allocation Hub Location Problem: Formulation and Inequalities
  publication-title: Omega
  doi: 10.1016/j.omega.2017.01.011
– ident: ref_33
– volume: Volume 5868
  start-page: 61
  year: 2009
  ident: ref_8
  article-title: Light Robustness
  publication-title: Robust and Online Large-Scale Optimization
  doi: 10.1007/978-3-642-05465-5_3
– ident: ref_1
  doi: 10.3390/su13073891
– volume: 89
  start-page: 31
  year: 2018
  ident: ref_21
  article-title: Benders Decomposition Applied to a Robust Multiple Allocation Incomplete Hub Location Problem
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2017.08.001
– volume: 97
  start-page: 31
  year: 2018
  ident: ref_22
  article-title: An Efficient Matheuristic for the Robust Multiple Allocation P-Hub Median Problem under Polyhedral Demand Uncertainty
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2018.04.021
– ident: ref_30
  doi: 10.1007/b137941
– ident: ref_41
– volume: 9
  start-page: 100291
  year: 2021
  ident: ref_4
  article-title: Systematic Literature Review on Collaborative Sustainable Transportation: Overview, Analysis and Perspectives
  publication-title: Transp. Res. Interdiscip. Perspect.
– ident: ref_36
– volume: 106
  start-page: 393
  year: 2017
  ident: ref_7
  article-title: Robust Uncapacitated Hub Location
  publication-title: Transp. Res. Part B Methodol.
  doi: 10.1016/j.trb.2017.06.008
– volume: 53
  start-page: 1126
  year: 2019
  ident: ref_25
  article-title: Heuristic Solutions for a Class of Stochastic Uncapacitated P-Hub Median Problems
  publication-title: Transp. Sci.
  doi: 10.1287/trsc.2018.0871
– volume: 47
  start-page: 172
  year: 2015
  ident: ref_13
  article-title: 2-Stage Stochastic Programming Approach for Hub Location Problem under Uncertainty: A Case Study of Air Network of Iran
  publication-title: J. Air Transp. Manag.
  doi: 10.1016/j.jairtraman.2015.06.001
– volume: 17
  start-page: 380
  year: 2020
  ident: ref_27
  article-title: The Stochastic Multi-Modal Hub Location Problem with Direct Link Strategy and Multiple Capacity Levels for Cargo Delivery Systems
  publication-title: Transp. Transp. Sci.
– volume: 40
  start-page: 14
  year: 2021
  ident: ref_29
  article-title: Adjustable Robust Balanced Hub Location Problem with Uncertain Transportation Cost
  publication-title: Comput. Appl. Math.
  doi: 10.1007/s40314-020-01405-2
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Snippet In this paper, we propose robust optimisation models for the distribution network design problem (DNDP) to deal with uncertainty cases in a collaborative...
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StartPage 2318
SubjectTerms Algorithms
Carbon dioxide
Collaboration
Costs
COVID-19
Decomposition
distribution network design problem (DNDP)
Emissions
Engineering Sciences
Heuristic
horizontal collaboration
Integer programming
Linear programming
Literature reviews
Logistics
Mathematical programming
Mathematics
Mixed integer
mixed-integer linear programming
Network design
Operating costs
Optimization
Random variables
robust optimisation
Robustness
Sustainability
Uncertainty
uncertainty budget
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Title A Robust Mixed-Integer Linear Programming Model for Sustainable Collaborative Distribution
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Volume 9
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