Exact and heuristic algorithms for finding envy-free allocations in food rescue pickup and delivery logistics

Abstract Food rescue organizations collect and re-distribute surplus perishable food for hunger relief. We propose novel approaches to address this humanitarian logistics challenge and find envy-free allocations of the rescued food together with least travel cost routes. We show that this food rescue and delivery problem is NP-hard and we present a cutting-plane algorithm based on Benders’ decomposition for its exact solution. We introduce a novel heuristic algorithm that combines greedy and local search. We test our approaches using real data from food rescue organizations. Our results show that the proposed algorithms are able to efficiently provide envy-free and cost-effective solutions.

[1]  Gwo-Hshiung Tzeng,et al.  Multi-objective optimal planning for designing relief delivery systems , 2007 .

[2]  Juan José Salazar González,et al.  A branch-and-cut algorithm for a traveling salesman problem with pickup and delivery , 2004, Discret. Appl. Math..

[3]  D. Foley Resource allocation and the public sector , 1967 .

[4]  Richard F. Hartl,et al.  A Bi-objective Metaheuristic for Disaster Relief Operation Planning , 2010, Advances in Multi-Objective Nature Inspired Computing.

[5]  V. Dixit,et al.  Fair allocation and cost-effective routing models for food rescue and redistribution , 2017 .

[6]  H. Varian Equity, Envy and Efficiency , 1974 .

[7]  Marianthi G. Ierapetritou,et al.  Accelerating Benders method using covering cut bundle generation , 2010, Int. Trans. Oper. Res..

[8]  Hakan Yildiz,et al.  Planning for meals-on-wheels: algorithms and application , 2013, J. Oper. Res. Soc..

[9]  R. L. Collins,et al.  A Minimal Technology Routing System for Meals on Wheels , 1983 .

[10]  Reha Uzsoy,et al.  Modeling for the equitable and effective distribution of donated food under capacity constraints , 2016 .

[11]  Michel Gendreau,et al.  Accelerating Benders Decomposition by Local Branching , 2009, INFORMS J. Comput..

[12]  Lauren B. Davis,et al.  Scheduling Food Bank Collections and Deliveries to Ensure Food Safety and Improve Access , 2014 .

[13]  Juan-José Salazar-González,et al.  The one-commodity pickup-and-delivery traveling salesman problem: Inequalities and algorithms , 2007 .

[14]  Juan José Salazar González,et al.  The One-Commodity Pickup-and-Delivery Travelling Salesman Problem , 2001, Combinatorial Optimization.

[15]  Juan José Salazar González,et al.  Heuristics for the One-Commodity Pickup-and-Delivery Traveling Salesman Problem , 2004, Transp. Sci..

[16]  Ling Liu,et al.  An unpaired pickup and delivery vehicle routing problem with multi-visit , 2017 .

[17]  Stefano Giordani,et al.  Finding minimum and equitable risk routes for hazmat shipments , 2007, Comput. Oper. Res..

[18]  Zhixue Liu,et al.  Model and algorithm for an unpaired pickup and delivery vehicle routing problem with split loads , 2014 .

[19]  Ann Melissa Campbell,et al.  Routing for Relief Efforts , 2008, Transp. Sci..

[20]  Ratna Babu Chinnam,et al.  An unpaired pickup and delivery problem with time dependent assignment costs: Application in air cargo transportation , 2017, Eur. J. Oper. Res..

[21]  Soumia Ichoua,et al.  Relief Distribution Networks: Design and Operations , 2011 .

[22]  Irina S. Dolinskaya,et al.  Disaster relief routing: Integrating research and practice , 2012 .

[23]  Dan W. Brockt,et al.  The Theory of Justice , 2017 .

[24]  Fanggeng Zhao,et al.  Genetic algorithm for the one-commodity pickup-and-delivery traveling salesman problem , 2009, Comput. Ind. Eng..

[25]  Christina R. Scherrer,et al.  The stop-and-drop problem in nonprofit food distribution networks , 2014, Ann. Oper. Res..

[26]  Karen Renee Smilowitz,et al.  Models for Relief Routing: Equity, Efficiency and Efficacy , 2011 .

[27]  William J. Cook,et al.  Solution of a Large-Scale Traveling-Salesman Problem , 1954, 50 Years of Integer Programming.

[28]  J. F. Benders Partitioning procedures for solving mixed-variables programming problems , 1962 .

[29]  Shen Lin Computer solutions of the traveling salesman problem , 1965 .

[30]  S.-C. Oh,et al.  Testing and evaluation of a multi‐commodity multi‐modal network flow model for disaster relief management , 1997 .

[31]  Thomas L. Magnanti,et al.  Accelerating Benders Decomposition: Algorithmic Enhancement and Model Selection Criteria , 1981, Oper. Res..

[32]  Reha Uzsoy,et al.  Modeling for the equitable and effective distribution of food donations under stochastic receiving capacities , 2017 .

[33]  J. Birge,et al.  A multicut algorithm for two-stage stochastic linear programs , 1988 .

[34]  Seyed M. R. Iravani,et al.  Multi-vehicle sequential resource allocation for a nonprofit distribution system , 2014 .

[35]  Inmaculada Rodríguez Martín,et al.  A hybrid GRASP/VND heuristic for the one-commodity pickup-and-delivery traveling salesman problem , 2009, Comput. Oper. Res..

[36]  Divya Jayakumar Nair,et al.  Food Rescue and Delivery , 2016 .

[37]  Divya Jayakumar Nair,et al.  Scheduling and routing models for food rescue and delivery operations , 2017, Socio-Economic Planning Sciences.

[38]  Dragan Urošević,et al.  A general variable neighborhood search for the one-commodity pickup-and-delivery travelling salesman problem , 2011, Eur. J. Oper. Res..

[39]  Michel Gendreau,et al.  The Benders decomposition algorithm: A literature review , 2017, Eur. J. Oper. Res..

[40]  Goran Martinović,et al.  Single-Commodity Vehicle Routing Problem with Pickup and Delivery Service , 2008 .

[41]  David W. S. Wong,et al.  A Spatial Decision Support System Approach to Evaluate the Efficiency of a Meals-on-Wheels Program∗ , 1993 .

[42]  Brian W. Kernighan,et al.  AMPL: A Modeling Language for Mathematical Programming , 1993 .

[43]  Gilbert Laporte,et al.  Two exact algorithms for the distance-constrained vehicle routing problem , 1984, Networks.

[44]  Michael Johnson,et al.  Spatial decision support system for home-delivered services , 2001, J. Geogr. Syst..

[45]  Seyed M. R. Iravani,et al.  Sequential Resource Allocation for Nonprofit Operations , 2014, Oper. Res..