Models and algorithms for a class of production routing problems.

The production routing problem (PRP) consists of determining an integrated production and distribution planning that aims to optimize overall cost and improve service level. Although the PRP has been attracting academic and practical interests, it has not been well studied in the literature. Food production routing problem (FPRP) that is more complex than the classic PRP due to food perishability, has rarely been studied. This thesis focuses on developing new models and algorithms for the PRP and FPRP.Firstly, a multi-product PRP with outsourcing (MPRPOS) that is a generalization of the classic PRP is addressed. For the problem, a mixed integer linear programming (MILP) model is proposed and a three-level heuristic is designed. Computational experiments on 225 newly generated MPRPOS instances and 1530 PRP benchmark instances demonstrate the effectiveness and efficiency of the proposed heuristic. Especially, 283 new best solutions for PRP benchmark instances are found by the heuristic.Considering food quality and perishability, and based on the study for the PRP, three new FPRPs are then investigated, i.e., 1) a multi-plant FPRP with packaging consideration (MFPRP); 2) a bi-objective FPRP (BFPRP) that minimizes the total supply chain cost and maximizes food quality simultaneously; and 3) a FPRP with delivery time window constraints (FPRPTW). For each of the studied problems, a MILP model is proposed. Moreover, a hybrid matheuristic that combines a two-phase iterative method, a fix-and-optimize procedure, and a route-based optimization is developed for the MFPRP. For the BFPRP, an epsilon-constraint-based heuristic and a fuzzy logic decision method are proposed to generate near-optimal Pareto solutions and to help decision makers select a preferred solution. And the FPRPTW is directly solved by the state-of-the-art solver CPLEX. A case study shows the proposed model and algorithm for BFPRP can improve food supply chain performance. Computational results on randomly generated instances demonstrate the proposed hybrid matheuristic and epsilon-constraint-based heuristic outperform CPLEX.

[1]  Gilbert Laporte,et al.  A Tabu Search Heuristic for the Vehicle Routing Problem , 1991 .

[2]  Isa Nakhai Kamal Abadi,et al.  An efficient population-based simulated annealing algorithm for the multi-product multi-retailer perishable inventory routing problem , 2016, Comput. Ind. Eng..

[3]  Hans-Otto Günther,et al.  Multi-objective integrated production and distribution planning of perishable products , 2012 .

[4]  Bernardo Almada-Lobo,et al.  An adaptive large neighbourhood search for the operational integrated production and distribution problem of perishable products , 2015 .

[5]  Panos M. Pardalos,et al.  Production routing problems with reverse logistics and remanufacturing , 2018 .

[6]  A. Rasheed,et al.  Making More by Doing Less: An Analysis of Outsourcing and its Effects on Firm Performance , 2000 .

[7]  Panos M. Pardalos,et al.  A variable neighborhood search heuristic algorithm for production routing problems , 2018, Appl. Soft Comput..

[8]  Nadjib Brahimi,et al.  Multi-item production routing problem with backordering: a MILP approach , 2016 .

[9]  Jean-François Cordeau,et al.  Optimization-Based Adaptive Large Neighborhood Search for the Production Routing Problem , 2011, Transp. Sci..

[10]  Martin W. P. Savelsbergh,et al.  Stochastic Inventory Routing for Perishable Products , 2018, Transp. Sci..

[11]  Pedro Amorim,et al.  Lot sizing versus batching in the production and distribution planning of perishable goods , 2013 .

[12]  Peiwen Yu,et al.  Shelf Life Extending Packaging, Inventory Control and Grocery Retailing , 2017 .

[13]  Leandro C. Coelho,et al.  The Multi-Depot Inventory Routing Problem : An Application of Vendor-Management Inventory in City Logistics , 2017 .

[14]  Feng Chu,et al.  Bi-objective optimization of an integrated production inventory routing planning for perishable food , 2017 .

[15]  Jean-François Cordeau,et al.  A Unified Decomposition Matheuristic for Assembly, Production, and Inventory Routing , 2019, INFORMS J. Comput..

[16]  Martin W. P. Savelsbergh,et al.  A Decomposition Approach for the Inventory-Routing Problem , 2004, Transp. Sci..

[17]  Abbas Seifi,et al.  Considering lost sale in inventory routing problems for perishable goods , 2015, Comput. Ind. Eng..

[18]  Chiung Moon,et al.  Advanced planning and scheduling with outsourcing in manufacturing supply chain , 2002 .

[19]  Qi Zhang,et al.  Multiscale production routing in multicommodity supply chains with complex production facilities , 2017, Comput. Oper. Res..

[20]  Pankaj Chandra,et al.  A Dynamic Distribution Model with Warehouse and Customer Replenishment Requirements , 1993 .

[21]  Cristina Requejo,et al.  A hybrid heuristic for a stochastic production-inventory-routing problem , 2018, Electron. Notes Discret. Math..

[22]  Bruce L. Golden,et al.  Very large-scale vehicle routing: new test problems, algorithms, and results , 2005, Comput. Oper. Res..

[23]  Marshall L. Fisher,et al.  Coordination of production and distribution planning , 1994 .

[24]  Marshall L. Fisher,et al.  The Lagrangian Relaxation Method for Solving Integer Programming Problems , 2004, Manag. Sci..

[25]  Tsu-Pang Hsieh,et al.  Production , Manufacturing and Logistics An optimal replenishment policy for deteriorating items with effective investment in preservation technology , 2011 .

[26]  Douglas J. Thomas,et al.  Coordinated supply chain management , 1996 .

[27]  Maria Grazia Speranza,et al.  A Matheuristic for the Multivehicle Inventory Routing Problem , 2017, INFORMS J. Comput..

[28]  Awi Federgruen,et al.  Time‐partitioning heuristics: Application to one warehouse, multiitem, multiretailer lot‐sizing problems , 1999 .

[29]  Philippe Lacomme,et al.  Supply chain optimisation with both production and transportation integration: multiple vehicles for a single perishable product , 2018, Int. J. Prod. Res..

[30]  Mei-Shiang Chang,et al.  Production scheduling and vehicle routing with time windows for perishable food products , 2009, Comput. Oper. Res..

[31]  Yuehwern Yih,et al.  A column generation-based heuristic algorithm for an inventory routing problem with perishable goods , 2012, Optim. Lett..

[32]  Feng Chu,et al.  Polynomial Algorithms for Single-Item Lot-Sizing Models With Bounded Inventory and Backlogging or Outsourcing , 2007, IEEE Transactions on Automation Science and Engineering.

[33]  Maria Grazia Speranza,et al.  Kernel search: A general heuristic for the multi-dimensional knapsack problem , 2010, Comput. Oper. Res..

[34]  Wansheng Tang,et al.  Optimal pricing policy for deteriorating items with preservation technology investment , 2014 .

[35]  Feng Chu,et al.  Exact and Heuristic Algorithms for Rapid and Station Arrival-Time Guaranteed Bus Transportation via Lane Reservation , 2017, IEEE Transactions on Intelligent Transportation Systems.

[36]  Wei Huang,et al.  A Heuristic Approach to the Multi-Period Single-Sourcing Problem with Production and Inventory Capacities and Perishability Constraints , 2007, INFORMS J. Comput..

[37]  Feng Chu,et al.  An efficient three-level heuristic for the large-scaled multi-product production routing problem with outsourcing , 2019, Eur. J. Oper. Res..

[38]  Shine-Der Lee,et al.  Production lot sizing with a secondary outsourcing facility , 2013 .

[39]  Pedro Amorim,et al.  The impact of food perishability issues in the vehicle routing problem , 2014, Comput. Ind. Eng..

[40]  Cristina Requejo,et al.  An adjustable sample average approximation algorithm for the stochastic production‐inventory‐routing problem , 2018, Networks.

[41]  Chih-te Yang,et al.  Optimal dynamic trade credit and preservation technology allocation for a deteriorating inventory model , 2015, Comput. Ind. Eng..

[42]  Feng Chu,et al.  Coordinated Production Inventory Routing Planning for Perishable Food , 2017 .

[43]  Maria Grazia Speranza,et al.  A heuristic for BILP problems: The Single Source Capacitated Facility Location Problem , 2014, Eur. J. Oper. Res..

[44]  Gerald G. Brown,et al.  The Kellogg Company Optimizes Production, Inventory, and Distribution , 2001, Interfaces.

[45]  Yossiri Adulyasak,et al.  Formulations and Branch-and-Cut Algorithms for Multivehicle Production and Inventory Routing Problems , 2012, INFORMS J. Comput..

[46]  Xiao Liu,et al.  Lot sizing models with backlog or out-sourcing , 2004, 2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583).

[47]  MengChu Zhou,et al.  Optimal Load Scheduling of Plug-In Hybrid Electric Vehicles via Weight-Aggregation Multi-Objective Evolutionary Algorithms , 2017, IEEE Transactions on Intelligent Transportation Systems.

[48]  Gilbert Laporte,et al.  The bi-objective Pollution-Routing Problem , 2014, Eur. J. Oper. Res..

[49]  MavrotasGeorge Effective implementation of the ε-constraint method in Multi-Objective Mathematical Programming problems , 2009 .

[50]  MengChu Zhou,et al.  Integrated Production Inventory Routing Planning for Intelligent Food Logistics Systems , 2019, IEEE Transactions on Intelligent Transportation Systems.

[51]  Stéphane Dauzère-Pérès,et al.  A Two-Phase Iterative Heuristic Approach for the Production Routing Problem , 2015, Transp. Sci..

[52]  Haldun Süral,et al.  A multi-phase heuristic for the production routing problem , 2017, Comput. Oper. Res..

[53]  Gary B. Lamont,et al.  Evolutionary Algorithms for Solving Multi-Objective Problems , 2002, Genetic Algorithms and Evolutionary Computation.

[54]  Panos M. Pardalos,et al.  Formulations and branch-and-cut algorithms for multi-product multi-vehicle production routing problems with startup cost , 2018, Expert Syst. Appl..

[55]  Horst Tempelmeier,et al.  Solving a multi-level capacitated lot sizing problem with multi-period setup carry-over via a fix-and-optimize heuristic , 2009, Comput. Oper. Res..

[56]  Bruce L. Golden,et al.  A library of local search heuristics for the vehicle routing problem , 2010, Math. Program. Comput..

[57]  Nima Amjady,et al.  Multi-objective congestion management incorporating voltage and transient stabilities , 2009 .

[58]  Panos M. Pardalos,et al.  A branch-and-price algorithm for production routing problems with carbon cap-and-trade , 2017 .

[59]  Robert A. Russell,et al.  Mathematical programming heuristics for the production routing problem , 2017 .

[60]  Francesca Fumero,et al.  Synchronized Development of Production, Inventory, and Distribution Schedules , 1999, Transp. Sci..

[61]  Brian W. Kernighan,et al.  An Effective Heuristic Algorithm for the Traveling-Salesman Problem , 1973, Oper. Res..

[62]  Stéphane Dauzère-Pérès,et al.  Comparing sequential and integrated approaches for the production routing problem , 2018, Eur. J. Oper. Res..

[63]  Reinaldo Morabito,et al.  Optimization model for a production, inventory, distribution and routing problem in small furniture companies , 2017 .

[64]  Jean-François Cordeau,et al.  The production routing problem: A review of formulations and solution algorithms , 2015, Comput. Oper. Res..

[65]  J. Bloemhof-Ruwaard,et al.  Modeling an Inventory Routing Problem for perishable products with environmental considerations and demand uncertainty , 2015 .

[66]  Marius M. Solomon,et al.  Algorithms for the Vehicle Routing and Scheduling Problems with Time Window Constraints , 1987, Oper. Res..

[67]  Luca Bertazzi,et al.  Analysis of the maximum level policy in a production-distribution system , 2011, Comput. Oper. Res..

[68]  Feng Chu,et al.  A polynomial algorithm for a lot-sizing problem with backlogging, outsourcing and limited inventory , 2013, Comput. Ind. Eng..

[69]  Jonathan F. Bard,et al.  Heuristics for a multiperiod inventory routing problem with production decisions , 2009, Comput. Ind. Eng..

[70]  Christian Prins,et al.  A reactive GRASP and path relinking for a combined production-distribution problem , 2007, Comput. Oper. Res..

[71]  A. Shamsai,et al.  Multi-objective Optimization , 2017, Encyclopedia of Machine Learning and Data Mining.

[72]  H. Neil Geismar,et al.  The Integrated Production and Transportation Scheduling Problem for a Product with a Short Lifespan , 2008, INFORMS J. Comput..

[73]  Jean-François Cordeau,et al.  Benders Decomposition for Production Routing Under Demand Uncertainty , 2012, Oper. Res..

[74]  Jean-François Cordeau,et al.  Efficient Formulations and a Branch-and-Cut Algorithm for a Production-Routing Problem , 2010 .

[75]  MengChu Zhou,et al.  Multiobjective Optimization Models for Locating Vehicle Inspection Stations Subject to Stochastic Demand, Varying Velocity and Regional Constraints , 2016, IEEE Transactions on Intelligent Transportation Systems.

[76]  Christian Prins,et al.  A memetic algorithm with dynamic population management for an integrated production-distribution problem , 2009, Eur. J. Oper. Res..

[77]  H. Neil Geismar,et al.  Integrated production and distribution scheduling with a perishable product , 2017, Eur. J. Oper. Res..

[78]  MengChu Zhou,et al.  $\varepsilon$-Constraint and Fuzzy Logic-Based Optimization of Hazardous Material Transportation via Lane Reservation , 2013, IEEE Transactions on Intelligent Transportation Systems.

[79]  Luca Bertazzi,et al.  A Branch-and-Cut Algorithm for a Vendor-Managed Inventory-Routing Problem , 2007, Transp. Sci..

[80]  Fan Xiao,et al.  The green capacitated multi-item lot sizing problem with parallel machines , 2018, Comput. Oper. Res..

[81]  Yaochu Jin,et al.  A Critical Survey of Performance Indices for Multi-Objective Optimisation , 2003 .

[82]  Vinícius Amaral Armentano,et al.  Tabu search with path relinking for an integrated production-distribution problem , 2011, Comput. Oper. Res..

[83]  Gilbert Laporte,et al.  Optimal joint replenishment, delivery and inventory management policies for perishable products , 2014, Comput. Oper. Res..

[84]  Jonathan F. Bard,et al.  The integrated production–inventory–distribution–routing problem , 2009, J. Sched..

[85]  Reinaldo Morabito,et al.  A decomposition heuristic for a rich production routing problem , 2018, Comput. Oper. Res..

[86]  Panos M. Pardalos,et al.  Optimal production, replenishment, delivery, routing and inventory management policies for products with perishable inventory , 2018 .

[87]  Leandro C. Coelho,et al.  Improved solutions for inventory-routing problems through valid inequalities and input ordering , 2014 .

[88]  Gábor Nagy,et al.  An efficient heuristic algorithm for the alternative-fuel station location problem , 2017, Eur. J. Oper. Res..

[89]  H. Wee,et al.  Preservation technology investment for deteriorating inventory , 2010 .

[90]  Mohammed Dahane,et al.  Outsourcing optimization in two-echelon supply chain network under integrated production-maintenance constraints , 2019, J. Intell. Manuf..

[91]  Feng Chu,et al.  Integrated production inventory routing planning with time windows for perishable food , 2016, 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC).

[92]  Feng Chu,et al.  A Production Inventory Routing Planning for Perishable Food with Quality Consideration , 2016 .

[93]  Wansheng Tang,et al.  Joint dynamic pricing and investment strategy for perishable foods with price-quality dependent demand , 2015, Ann. Oper. Res..

[94]  Jing Zhou,et al.  Pricing, replenishment and preservation technology investment decisions for non-instantaneous deteriorating items , 2019, Omega.

[95]  A. Ruszczynski,et al.  On the integrated production, inventory, and distribution routing problem , 2006 .

[96]  Jonathan F. Bard,et al.  A branch-and-price algorithm for an integrated production and inventory routing problem , 2010, Comput. Oper. Res..

[97]  Christian Prins,et al.  Fast heuristics for a combined production planning and vehicle routing problem , 2008 .

[98]  R. Akkerman,et al.  An optimization approach for managing fresh food quality throughout the supply chain , 2011 .

[99]  MengChu Zhou,et al.  Dual-Objective Scheduling of Rescue Vehicles to Distinguish Forest Fires via Differential Evolution and Particle Swarm Optimization Combined Algorithm , 2016, IEEE Transactions on Intelligent Transportation Systems.