Heuristic approaches to solve the fixed-charge transportation problem with discount supposition

ABSTRACT The fixed-charge transportation problem (FCTP) is one of important and classical transportation problems with many real-world applications in the area of logistics and supply chain management. Due to nature complexity of this problem, the literature has seen a large number of heuristics and meta-heuristics to solve the FCTP. This paper proposes a new heuristic along with well-known meta-heuristics to solve the FCTP with discount supposition on both fixed and variable charges. In addition, two models with all-units discount and incremental discount are firstly introduced in this study to apply the discount mechanism. As such, since the previous researchers mainly used spanning tree-based and priority-based representations, this study utilizes both of these methods and compared the results. Finally, a comprehensive discussion based on the computational results of heuristic and meta-heuristics with different encoding approaches has been investigated through different problem sizes.

[1]  Arinei Carlos,et al.  A computational experiment in a heuristic for the Fixed Charge Transportation Problem , 2014 .

[2]  田口 玄一,et al.  Introduction to quality engineering : designing quality into products and processes , 1986 .

[3]  Minghe Sun,et al.  A tabu search heuristic procedure for the fixed charge transportation problem , 1998, Eur. J. Oper. Res..

[4]  Fanrong Xie,et al.  Nonlinear fixed charge transportation problem by minimum cost flow-based genetic algorithm , 2012, Comput. Ind. Eng..

[5]  Georges R. Harik,et al.  Foundations of Genetic Algorithms , 1997 .

[6]  Masoud Yaghini,et al.  A Simplex-based simulated annealing algorithm for node-arc capacitated multicommodity network design , 2012, Appl. Soft Comput..

[7]  K. Ida,et al.  Bicriteria network design using a spanning tree-based genetic algorithm , 1999, Artificial Life and Robotics.

[8]  Mostafa Hajiaghaei-Keshteli,et al.  New approaches in metaheuristics to solve the fixed charge transportation problem in a fuzzy environment , 2017, Neural Computing and Applications.

[9]  Mostafa Hajiaghaei-Keshteli,et al.  Sustainable closed-loop supply chain network design with discount supposition , 2019, Neural Computing and Applications.

[10]  Minghe Sun,et al.  Tabu search applied to the general fixed charge problem , 1993, Ann. Oper. Res..

[11]  Bala Shetty,et al.  A relaxation/decomposition algorithm for the fixed charged network problem , 1990 .

[12]  Mitsuo Gen,et al.  Spanning tree-based genetic algorithm for bicriteria transportation problem , 1998 .

[13]  P. Subbaraj,et al.  A nondominated sorting genetic algorithm solution for shortest path routing problem in computer networks , 2012, Expert Syst. Appl..

[14]  Reza Tavakkoli-Moghaddam,et al.  Solving a fuzzy fixed charge solid transportation problem by metaheuristics , 2013, Math. Comput. Model..

[15]  M. Hajiaghaei-Keshteli,et al.  Heuristic-based metaheuristics to address a sustainable supply chain network design problem , 2018 .

[16]  Paolo Toth,et al.  A Reduced-Cost Iterated Local Search Heuristic for the Fixed-Charge Transportation Problem , 2014, Oper. Res..

[17]  Mitsuo Gen,et al.  Hybrid genetic algorithm with fuzzy logic for resource-constrained project scheduling , 2003, Appl. Soft Comput..

[18]  Mitsuo Gen,et al.  Genetic algorithms and engineering optimization , 1999 .

[19]  Mostafa Hajiaghaei-Keshteli,et al.  The allocation of customers to potential distribution centers in supply chain networks: GA and AIA approaches , 2011, Appl. Soft Comput..

[20]  Fred W. Glover,et al.  Parametric Ghost Image Processes for Fixed-Charge Problems: A Study of Transportation Networks , 2005, J. Heuristics.

[21]  W. M. Hirsch,et al.  The fixed charge problem , 1968 .

[22]  Ali Ebrahimnejad,et al.  New method for solving Fuzzy transportation problems with LR flat fuzzy numbers , 2016, Inf. Sci..

[23]  Paul S. Dwyer Use of completely reduced matrices in solving transportation problems with fixed charges , 1966 .

[24]  Mostafa Zandieh,et al.  A hybrid spanning tree-based genetic/simulated annealing algorithm for a closed-loop logistics network design problem , 2015, Int. J. Appl. Decis. Sci..

[25]  Mitsuo Gen,et al.  A genetic algorithm for two-stage transportation problem using priority-based encoding , 2006, OR Spectr..

[26]  W. Walker A Heuristic Adjacent Extreme Point Algorithm for the Fixed Charge Problem , 1976 .

[27]  Mahmoud M. El-Sherbiny Alternate mutation based artificial immune algorithm for step fixed charge transportation problem , 2012 .

[28]  Mitsuo Gen,et al.  Spanning tree-based genetic algorithm for the bicriteria fixed charge transportation problem , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[29]  Seyed Mohammad Mirjalili,et al.  Multi-objective stochastic closed-loop supply chain network design with social considerations , 2018, Appl. Soft Comput..

[30]  Christoph Haehling von Lanzenauer,et al.  Solving the fixed charge problem with Lagrangian relaxation and cost allocation heuristics , 1989 .

[31]  S. Molla‐Alizadeh‐Zavardehi,et al.  Genetic and differential evolution algorithms for the allocation of customers to potential distribution centers in a fuzzy environment , 2014 .

[32]  Mostafa Zandieh,et al.  Reverse logistics network design: a water flow-like algorithm approach , 2016 .

[33]  Reza Tavakkoli-Moghaddam,et al.  Solving a capacitated fixed-charge transportation problem by artificial immune and genetic algorithms with a Prüfer number representation , 2011, Expert Syst. Appl..

[34]  Shyamal Kumar Mondal,et al.  A fixed-charge transportation problem in two-stage supply chain network in Gaussian type-2 fuzzy environments , 2015, Inf. Sci..

[35]  Zhang Yuan-ping,et al.  Genetic algorithm for fixed charge transportation problem , 2008 .

[36]  Rashid M. Alhamali,et al.  A hybrid particle swarm algorithm with artificial immune learning for solving the fixed charge transportation problem , 2013, Comput. Ind. Eng..

[37]  M. Paydar,et al.  Sustainable supplier selection and order allocation through quantity discounts , 2018 .

[38]  Mahmoud M. El-Sherbiny,et al.  Near Optimal Solution for the Step Fixed Charge Transportation Problem , 2013 .

[39]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[40]  Mitsuo Gen,et al.  Hybrid Priority-based Genetic Algorithm for Multi-stage Reverse Logistics Network , 2009 .

[41]  Alper Hamzadayi,et al.  A genetic algorithm based approach for simultaneously balancing and sequencing of mixed-model U-lines with parallel workstations and zoning constraints , 2012, Comput. Ind. Eng..

[42]  Peyman Bahrampour,et al.  Modeling Multi-Product Multi-Stage Supply Chain Network Design , 2016 .

[43]  Mitsuo Gen,et al.  Recent network design techniques using evolutionary algorithms , 2005 .

[44]  P. Abad Joint Price and Lot-Size Determination When Supplier Offers Incremental Quantity Discounts , 1988 .

[45]  Mostafa Hajiaghaei-Keshteli,et al.  Solving the Fixed Charge Transportation Problem by New Heuristic Approach , 2019 .

[46]  Mitsuo Gen,et al.  Nonlinear fixed charge transportation problem by spanning tree-based genetic algorithm , 2007, Comput. Ind. Eng..

[47]  M. Guignard A Lagrangean dual ascent algorithm for simple plant location problems , 1988 .

[48]  Veena Adlakha,et al.  A SIMPLE HEURISTIC FOR SOLVING SMALL FIXED-CHARGE TRANSPORTATION PROBLEMS , 2003 .

[49]  Andreas Klose,et al.  Algorithms for solving the single-sink fixed-charge transportation problem , 2008, Comput. Oper. Res..

[50]  Mostafa Hajiaghaei-Keshteli,et al.  A set of efficient heuristics and metaheuristics to solve a two-stage stochastic bi-level decision-making model for the distribution network problem , 2018, Comput. Ind. Eng..

[51]  Mostafa Hajiaghaei-Keshteli,et al.  A bi-objective partial interdiction problem considering different defensive systems with capacity expansion of facilities under imminent attacks , 2018, Appl. Soft Comput..

[52]  K. Spielberg On the fixed charge transportation problem , 1964, ACM National Conference.

[53]  Reza Tavakkoli-Moghaddam,et al.  Addressing a nonlinear fixed-charge transportation problem using a spanning tree-based genetic algorithm , 2010, Comput. Ind. Eng..

[54]  V. Balachandran,et al.  Transportation Type Problems with Quantity Discounts , 1976 .

[55]  Christoph Haehling von Lanzenauer,et al.  COAL: a new heuristic approach for solving the fixed charge problem―computational results , 1991 .

[56]  Jesús Sáez Aguado Fixed Charge Transportation Problems: a new heuristic approach based on Lagrangean relaxation and the solving of core problems , 2009, Ann. Oper. Res..

[57]  Ali Mahmoodirad,et al.  Solving a Step Fixed Charge Transportation Problem by a Spanning Tree-Based Memetic Algorithm , 2014 .

[58]  S. Gelareh,et al.  Step fixed-charge solid transportation problem: a Lagrangian relaxation heuristic approach , 2017 .

[59]  M. Balinski Fixed‐cost transportation problems , 1961 .

[60]  C. D. Gelatt,et al.  Optimization by Simulated Annealing , 1983, Science.

[61]  Farhad Ghassemi Tari,et al.  A priority based genetic algorithm for nonlinear transportation costs problems , 2016, Comput. Ind. Eng..

[62]  Seyed Mohammad Mirjalili,et al.  Hybrid optimizers to solve a tri-level programming model for a tire closed-loop supply chain network design problem , 2018, Appl. Soft Comput..

[63]  Ali Mahmoodirad,et al.  Step Fixed Charge Transportation Problems via Genetic Algorithm , 2014 .

[64]  Reza Tavakkoli-Moghaddam,et al.  A genetic algorithm using priority-based encoding with new operators for fixed charge transportation problems , 2013, Appl. Soft Comput..

[65]  Mostafa Hajiaghaei-Keshteli,et al.  A stochastic multi-objective model for a closed-loop supply chain with environmental considerations , 2018, Appl. Soft Comput..

[66]  Mohammad Mahdi Paydar,et al.  Developing a lower bound and strong heuristics for a truck scheduling problem in a cross-docking center , 2017, Knowl. Based Syst..

[67]  Mohammad Mahdi Paydar,et al.  A Bi-Objective Stochastic Closed-loop Supply Chain Network Design Problem Considering Downside Risk , 2017 .

[68]  Mitsuo Gen,et al.  U-shaped assembly line balancing problem with genetic algorithm , 2008 .

[69]  Navid Sahebjamnia,et al.  Sustainable tire closed-loop supply chain network design: Hybrid metaheuristic algorithms for large-scale networks , 2018, Journal of Cleaner Production.

[70]  Angappa Gunasekaran,et al.  A simulated annealing algorithm to the multi-period fixed charge distribution problem associated with backorder and inventory , 2012 .

[71]  Mostafa Hajiaghaei-Keshteli,et al.  A tri-level location-allocation model for forward/reverse supply chain , 2018, Appl. Soft Comput..

[72]  Reza Tavakkoli-Moghaddam,et al.  The Social Engineering Optimizer (SEO) , 2018, Eng. Appl. Artif. Intell..