A modified particle swarm optimisation algorithm to solve the part feeding problem at assembly lines

The Assembly Line Part Feeding Problem (ALPFP) is a complex combinatorial optimisation problem concerned with the delivery of the required parts to the assembly workstations in the right quantities at the right time. Solving the ALPFP includes simultaneously solving two sub-problems, namely tour scheduling and tow-train loading. In this article, we first define the problem and formulate it as a multi-objective mixed-integer linear programming model. Then, we carry out a complexity analysis, proving the ALPFP to be NP-complete. A modified particle swarm optimisation (MPSO) algorithm incorporating mutation as part of the position updating scheme is subsequently proposed. The MPSO is capable of finding very good solutions with small time requirements. Computational results are reported, demonstrating the efficiency and effectiveness of the proposed MPSO.

[1]  Nils Boysen,et al.  Optimally loading tow trains for just-in-time supply of mixed-model assembly lines , 2012 .

[2]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[3]  Huseyin Selcuk Kilic,et al.  A mathematical model and a heuristic approach for periodic material delivery in lean production environment , 2013 .

[4]  Bilal Toklu,et al.  A new hybrid improvement heuristic approach to simple straight and U-type assembly line balancing problems , 2009, J. Intell. Manuf..

[5]  Hans-Otto Günther,et al.  Part feeding at high-variant mixed-model assembly lines , 2012 .

[6]  Maurizio Faccio,et al.  “Supermarket warehouses”: stocking policies optimization in an assembly-to-order environment , 2010 .

[7]  David S. Johnson,et al.  Computers and Intractability: A Guide to the Theory of NP-Completeness , 1978 .

[8]  María Jesús Álvarez,et al.  A Multiobjective Optimization Algorithm to Solve the Part Feeding Problem in Mixed-Model Assembly Lines , 2014 .

[9]  Nils Boysen,et al.  Jena Research Papers in Business and Economics Optimally Routing and Scheduling Tow Trains for JIT-Supply of Mixed-Model Assembly Lines , 2010 .

[10]  Nils Boysen,et al.  Just-in-Time supermarkets for part supply in the automobile industry , 2013 .

[11]  Ram Rachamadugu,et al.  Improving the equality of workload assignments in assembly lines , 1991 .

[12]  Matthias Holweg,et al.  Linking Product Variety to Order-Fulfillment Strategies , 2004, Interfaces.

[13]  Victoria Rodríguez,et al.  A novel memetic ant colony optimization-based heuristic algorithm for solving the assembly line part feeding problem , 2014, The International Journal of Advanced Manufacturing Technology.

[14]  Nils Boysen,et al.  Part logistics in the automotive industry: Decision problems, literature review and research agenda , 2015, Eur. J. Oper. Res..

[15]  Kun-Peng Wang,et al.  Scheduling a single vehicle in the just-in-time part supply for a mixed-model assembly line , 2013, Comput. Oper. Res..

[16]  David M. Miller,et al.  A capacitated vehicle routing problem for just-in-time delivery , 1999 .

[17]  C. A. Coello Coello,et al.  A Comprehensive Survey of Evolutionary-Based Multiobjective Optimization Techniques , 1999, Knowledge and Information Systems.

[18]  Sule Itir Satoglu,et al.  Design of a just-in-time periodic material supply system for the assembly lines and an application in electronics industry , 2013 .