Robust bi-objective optimization of uncapacitated single allocation p-hub median problem using a hybrid heuristic algorithm

The p-hub median problem aims at locating p-hub facilities in a network and allocating non-hub nodes to the hubs such that the overall transportation cost is minimized. One issue of major importance in this problem remarks the requirement to deal with uncertain factors such as weather conditions and traffic volume. These lead to uncertainty in travel time between origin and destination points. In today’s competitive markets in which customers look for robust delivery services, it is important to minimize the upper bound of uncertainty in the network routes. In this paper, a robust bi-objective uncapacitated single allocation p-hub median problem (RBUSApHMP) is introduced in which travel time has non-deterministic nature. The problem aims to select location of the hubs and allocation of the other nodes to them so that overall transportation cost and maximum uncertainty in network are minimized. To do this, a desirability function-based approach is suggested that ensures both interested objectives to fall within their specification limits. Due to the complexity of the model, a heuristic based on scatter search and variable neighborhood descent is developed. To evaluate the performance of the proposed method a computational analysis on Civil Aeronautics Board and Australian Post data sets was performed. The obtained results using the proposed hybrid metaheuristic are compared to those of the optimum solutions obtained using GAMS. The results indicate excellent performance of the suggested solution procedure to optimize RBUSApHMP.

[1]  Young Hoon Lee,et al.  Uncapacitated single allocation p-hub maximal covering problem , 2012, Comput. Ind. Eng..

[2]  Lu Jun,et al.  An improved dynamic structure-based neural networks determination approaches to simulation optimization problems , 2010, Neural Computing and Applications.

[3]  Ángel Corberán,et al.  GRASP for the uncapacitated r-allocation p-hub median problem , 2014, Comput. Oper. Res..

[4]  Nenad Mladenovic,et al.  General variable neighborhood search for the uncapacitated single allocation p-hub center problem , 2015, Optimization Letters.

[5]  Samir Elhedhli,et al.  Hub-and-spoke network design with congestion , 2005, Comput. Oper. Res..

[6]  Claudio B. Cunha,et al.  New simple and efficient heuristics for the uncapacitated single allocation hub location problem , 2009, Comput. Oper. Res..

[7]  Vladimir Marianov,et al.  Location models for airline hubs behaving as M/D/c queues , 2003, Comput. Oper. Res..

[8]  Melvyn Sim,et al.  Robust discrete optimization and network flows , 2003, Math. Program..

[9]  T. Meyer Hub Cover and Hub Center Problems , 2005 .

[10]  Bahar Yetis Kara,et al.  On the single-assignment p-hub center problem , 2000, Eur. J. Oper. Res..

[11]  Chien-Chang Chou,et al.  Application of FMCDM model to selecting the hub location in the marine transportation: A case study in southeastern Asia , 2010, Math. Comput. Model..

[12]  Steffen Wolf,et al.  Evolutionary Local Search for the Super-Peer Selection Problem and the p -Hub Median Problem , 2007, Hybrid Metaheuristics.

[13]  Jozef Kratica,et al.  An electromagnetism-like metaheuristic for the uncapacitated multiple allocation p-hub median problem , 2013, Comput. Ind. Eng..

[14]  Claudio B. Cunha,et al.  A genetic algorithm for the problem of configuring a hub-and-spoke network for a LTL trucking company in Brazil , 2007, Eur. J. Oper. Res..

[15]  Mahdi Bashiri,et al.  Hub covering location problems with different coverage types , 2011 .

[16]  El-Ghazali Talbi,et al.  Metaheuristics - From Design to Implementation , 2009 .

[17]  Bahar Yetis Kara,et al.  The Latest Arrival Hub Location Problem , 2001, Manag. Sci..

[18]  M. Labbé Facility Location: Models, Methods and Applications , 1998 .

[19]  Murat Köksalan,et al.  Bicriteria p-Hub Location Problems and Evolutionary Algorithms , 2010, INFORMS J. Comput..

[20]  Allen L. Soyster,et al.  Technical Note - Convex Programming with Set-Inclusive Constraints and Applications to Inexact Linear Programming , 1973, Oper. Res..

[21]  Uwe Clausen,et al.  Heuristics for solving a capacitated multiple allocation hub location problem with application in German wagonload traffic , 2013, Electron. Notes Discret. Math..

[22]  Gerhard J. Woeginger,et al.  Uncapacitated single and multiple allocation p-hub center problems , 2009, Comput. Oper. Res..

[23]  Mojtaba Salehi,et al.  A robust interactive approach to optimize correlated multiple responses , 2013 .

[24]  Andreas T. Ernst,et al.  Efficient algorithms for the uncapac-itated single allocation p-hub median problem , 1996 .

[25]  T. Aykin Lagrangian relaxation based approaches to capacitated hub-and-spoke network design problem , 1994 .

[26]  James F. Campbell,et al.  Location and allocation for distribution systems with transshipments and transportion economies of scale , 1993, Ann. Oper. Res..

[27]  Hande Yaman,et al.  Star p-hub center problem and star p-hub median problem with bounded path lengths , 2012, Comput. Oper. Res..

[28]  Zorica Stanimirovic,et al.  A hybridization of an evolutionary algorithm and a parallel branch and bound for solving the capacitated single allocation hub location problem , 2015, Appl. Soft Comput..

[29]  Ricardo Saraiva de Camargo,et al.  Hub location under hub congestion and demand uncertainty: the Brazilian case study , 2011 .

[30]  Timothy J. Lowe,et al.  The p-hub center allocation problem , 2007, Eur. J. Oper. Res..

[31]  Wei Ge,et al.  Research on Robust Optimization Model of Capacitated hub-and-spoke Network Design Problem , 2012 .

[32]  Morton E. O'Kelly,et al.  Hub facility location with fixed costs , 1992 .

[33]  Barrett W. Thomas,et al.  The stochastic p-hub center problem with service-level constraints , 2009, Comput. Oper. Res..

[34]  Bahar Yetis Kara,et al.  The single-assignment hub covering problem: Models and linearizations , 2003, J. Oper. Res. Soc..

[35]  Rafael Martí,et al.  Scatter Search: Diseño Básico y Estrategias avanzadas , 2002, Inteligencia Artif..

[36]  Andreas T. Ernst,et al.  A 2-phase algorithm for solving the single allocation p-hub center problem , 2009, Comput. Oper. Res..

[37]  Ayse Tugba Dosdogru,et al.  Process plan and part routing optimization in a dynamic flexible job shop scheduling environment: an optimization via simulation approach , 2012, Neural Computing and Applications.

[38]  Sibel A. Alumur,et al.  Network hub location problems: The state of the art , 2008, Eur. J. Oper. Res..

[39]  James F. Campbell Hub Location and the p-Hub Median Problem , 1996, Oper. Res..

[40]  Juan A. Díaz,et al.  Hybrid scatter search and path relinking for the capacitated p , 2006, Eur. J. Oper. Res..

[41]  Fariborz Jolai,et al.  An M/M/c queue model for hub covering location problem , 2011, Math. Comput. Model..

[42]  James F. Campbell,et al.  Integer programming formulations of discrete hub location problems , 1994 .

[43]  B. Wagner,et al.  Model formulations for hub covering problems , 2008, J. Oper. Res. Soc..

[44]  Arkadi Nemirovski,et al.  Robust Convex Optimization , 1998, Math. Oper. Res..

[45]  Nenad Mladenovic,et al.  A general variable neighborhood search for solving the uncapacitated single allocation p-hub median problem , 2009, Eur. J. Oper. Res..

[46]  Kai Yang,et al.  Solving fuzzy p-hub center problem by genetic algorithm incorporating local search , 2013, Appl. Soft Comput..

[47]  Laurent El Ghaoui,et al.  Robust Solutions to Least-Squares Problems with Uncertain Data , 1997, SIAM J. Matrix Anal. Appl..

[48]  Ebrahim Teimoury,et al.  Robust optimization approach to the design of hub-and-spoke networks , 2015 .

[49]  Haluk Topcuoglu,et al.  Solving the uncapacitated hub location problem using genetic algorithms , 2005, Comput. Oper. Res..

[50]  Fariborz Jolai,et al.  A new stochastic approach for a reliable p-hub covering location problem , 2015, Comput. Ind. Eng..

[51]  Murat Ermis,et al.  SOLVING THE UNCAPACITATED HUB LOCATION USING GENETIC ALGORITHMS , 2005 .

[52]  Ángel Corberán,et al.  Scatter search for an uncapacitated p-hub median problem , 2015, Comput. Oper. Res..

[53]  Arkadi Nemirovski,et al.  Robust solutions of uncertain linear programs , 1999, Oper. Res. Lett..

[54]  Jamie Ebery,et al.  Solving large single allocation p-hub problems with two or three hubs , 2001, Eur. J. Oper. Res..

[55]  Guoqing Yang,et al.  Optimizing fuzzy p-hub center problem with generalized value-at-risk criterion , 2014 .

[56]  Robert Garfinkel,et al.  Optimal use of hub facilities: A two-hub model with fixed arc costs , 1996 .

[57]  Mahdi Bashiri,et al.  A new desirability function-based method for correlated multiple response optimization , 2015 .

[58]  Andreas T. Ernst,et al.  Hub location problems , 2002 .

[59]  Gilbert Laporte,et al.  Stochastic uncapacitated hub location , 2011, Eur. J. Oper. Res..

[60]  Ehsan Nikbakhsh,et al.  Hub location problems: A review of models, classification, solution techniques, and applications , 2013, Comput. Ind. Eng..

[61]  Sibel A. Alumur,et al.  Hub location under uncertainty , 2012 .

[62]  Dennis K. J. Lin,et al.  Optimization of multiple responses considering both location and dispersion effects , 2006, Eur. J. Oper. Res..

[63]  M. O'Kelly,et al.  A quadratic integer program for the location of interacting hub facilities , 1987 .

[64]  Ta-Hui Yang,et al.  Stochastic air freight hub location and flight routes planning , 2009 .

[65]  Arkadi Nemirovski,et al.  Robust solutions of Linear Programming problems contaminated with uncertain data , 2000, Math. Program..

[66]  F. Glover HEURISTICS FOR INTEGER PROGRAMMING USING SURROGATE CONSTRAINTS , 1977 .

[67]  Bahar Y. Kara,et al.  The P-Hub maximal covering problem and extensions for gradual decay functions $ , 2015 .