Title :
A software tool for performance metaheuristics evaluation in real time alternative routing selection in random FMSs
Author :
Souier, M. ; Sari, Z.
Author_Institution :
Autom. Control Lab. of Tlemcen, Abou bekr Belkaid Univ., Tlemcen, Algeria
Abstract :
With the advance of research, design and operation of flexible manufacturing systems (FMS) which are designed to produce a variety of different part types with high machine utilization, short lead times and little work-in-progress inventory, new requirements like high modeling efficiency, high model validity and credibility and effectiveness and correct analysis of results are defined. Simulation is an efficient tool to verify design concepts, to select machinery, to evaluate alternative configurations and to test system control strategies of an FMS, etc. This paper presents a useful tool for simulating the behavior of random FMSs. This simulator is used for real time alternative routing selection based on a group of metaheuristics principles which include in particular simulated annealing (SA), genetic algorithm (GA), taboo search (TS), ant colony algorithms (ACO), particle swarm optimization (PSO) and electromagnetism like method (EM). This software is also can used for performance and sensitivity analysis of theses techniques jugged by the production rate, machines and material handling utilization rate, the cycle time and the work in process.
Keywords :
design engineering; flexible manufacturing systems; genetic algorithms; machinery; materials handling; particle swarm optimisation; production engineering computing; search problems; sensitivity analysis; simulated annealing; ant colony algorithms; correct analysis; design concept verification; electromagnetism like method; flexible manufacturing system; genetic algorithm; machine utilization; machinery; material handling utilization rate; model credibility; model validity; modeling efficiency; particle swarm optimization; performance metaheuristics evaluation; production rate; real time alternative routing selection; sensitivity analysis; simulated annealing; software tool; system control strategy testing; taboo search; Data models; Genetic algorithms; Load modeling; Loading; Production; Real time systems; Routing; alternative routing; flexible manufacturing systems; metaheuristics; real time routing selection; software simulation;
Conference_Titel :
Communications, Computing and Control Applications (CCCA), 2011 International Conference on
Conference_Location :
Hammamet
Print_ISBN :
978-1-4244-9795-9
DOI :
10.1109/CCCA.2011.6031460