Enhancing Benders decomposition algorithm to solve a combat logistics problem
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作者:
Marufuzzaman, Mohammad
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Mississippi State Univ, Dept Ind & Syst Engn, Starkville, MS 39762 USAMississippi State Univ, Dept Ind & Syst Engn, Starkville, MS 39762 USA
Marufuzzaman, Mohammad
[1
]
Nur, Farjana
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Mississippi State Univ, Dept Ind & Syst Engn, Starkville, MS 39762 USAMississippi State Univ, Dept Ind & Syst Engn, Starkville, MS 39762 USA
Nur, Farjana
[1
]
Bednar, Amy E.
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US Army Engineer Res & Dev Ctr, Informat Technol Lab, Vicksburg, MS 39180 USAMississippi State Univ, Dept Ind & Syst Engn, Starkville, MS 39762 USA
Bednar, Amy E.
[2
]
Cowan, Mark
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US Army Engineer Res & Dev Ctr, Informat Technol Lab, Vicksburg, MS 39180 USAMississippi State Univ, Dept Ind & Syst Engn, Starkville, MS 39762 USA
Cowan, Mark
[2
]
机构:
[1] Mississippi State Univ, Dept Ind & Syst Engn, Starkville, MS 39762 USA
[2] US Army Engineer Res & Dev Ctr, Informat Technol Lab, Vicksburg, MS 39180 USA
This paper proposes a multi-time period, two-stage stochastic programming model for the design and management of a typical combat logistics problem. The design shall minimize the total path setup cost, commodity preposition and processing costs, and expected transportation, storage, and shortage costs across all possible path failure scenarios. Due to the complexity associated with solving the model, we propose an accelerated Benders decomposition algorithm to solve the model in a realistic-size network problem within a reasonable amount of time. The Benders decomposition algorithm incorporates several algorithmic improvements such as pareto-optimal cuts, multi-cuts, knapsack inequalities, integer cuts, input ordering, mean-value cuts, and the rolling horizon heuristic. Computational experiments are performed to assess the efficiency of different enhancement techniques within the Benders decomposition algorithm.
机构:
PSR, BR-22250040 Rio De Janeiro, Brazil
Pontifical Catholic Univ Rio de Janeiro PUC Rio, Dept Elect Engn, BR-22451900 Rio De Janeiro, BrazilPSR, BR-22250040 Rio De Janeiro, Brazil
Soares, Alessandro
Street, Alexandre
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Pontifical Catholic Univ Rio de Janeiro PUC Rio, Dept Elect Engn, BR-22451900 Rio De Janeiro, Brazil
Lab Appl Math Programming & Stat Lamps PUC Rio, BR-22451900 Rio De Janeiro, BrazilPSR, BR-22250040 Rio De Janeiro, Brazil
Street, Alexandre
Andrade, Tiago
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PSR, BR-22250040 Rio De Janeiro, BrazilPSR, BR-22250040 Rio De Janeiro, Brazil
Andrade, Tiago
Garcia, Joaquim Dias
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PSR, BR-22250040 Rio De Janeiro, Brazil
Pontifical Catholic Univ Rio de Janeiro PUC Rio, Dept Elect Engn, BR-22451900 Rio De Janeiro, BrazilPSR, BR-22250040 Rio De Janeiro, Brazil
机构:
KTH Royal Inst Technol, Sch Elect Engn, Dept Elect Power & Energy Syst, Elect Market Res Grp, S-10044 Stockholm, SwedenKTH Royal Inst Technol, Sch Elect Engn, Dept Elect Power & Energy Syst, Elect Market Res Grp, S-10044 Stockholm, Sweden
Yuan, Zhao
Hesamzadeh, Mohammad Reza
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KTH Royal Inst Technol, Sch Elect Engn, Dept Elect Power & Energy Syst, Elect Market Res Grp, S-10044 Stockholm, SwedenKTH Royal Inst Technol, Sch Elect Engn, Dept Elect Power & Energy Syst, Elect Market Res Grp, S-10044 Stockholm, Sweden
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Korea Adv Inst Sci & Technol KAIST, Dept Ind & Syst Engn, Daejeon, South KoreaKorea Adv Inst Sci & Technol KAIST, Dept Ind & Syst Engn, Daejeon, South Korea
Seo, Kiho
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Joung, Seulgi
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Lee, Chungmok
Park, Sungsoo
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Korea Adv Inst Sci & Technol KAIST, Dept Ind & Syst Engn, Daejeon, South KoreaKorea Adv Inst Sci & Technol KAIST, Dept Ind & Syst Engn, Daejeon, South Korea
机构:
Coventry Univ, Fac Business & Law, Sch Strategy & Leadership, Coventry, W Midlands, England
Coventry Univ, Ctr Business Soc, Coventry, W Midlands, EnglandShahed Univ, Dept Ind Engn, Tehran, Iran
Bashiri, Mahdi
Nikzad, Erfaneh
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Shahed Univ, Dept Ind Engn, Tehran, IranShahed Univ, Dept Ind Engn, Tehran, Iran
Nikzad, Erfaneh
Siadat, Ali
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机构:
Univ Lorraine, HESAM Univ, Arts & Metiers Inst Technol, LCFC, Metz, FranceShahed Univ, Dept Ind Engn, Tehran, Iran