Title :
An evolutionary hybrid scheduler based in Petri net structures for FMS scheduling
Author :
Reyes, A. ; Yu, H. ; Lloyd, S.
Author_Institution :
iSOCO, Barcelona, Spain
Abstract :
Addresses a hybrid scheduling methodology for flexible manufacturing systems (FMS) that uses Petri nets (PNs) as a modeling tool and several successfully employed scheduling methods: conflict-solving based on heuristic dispatching algorithms, artificial intelligence (AI) heuristic search, problem decomposition and evolutionary approximation algorithms as search tools. PNs have been traditionally employed in scheduling approaches based on discrete event simulation and more recently, the combination of PNs and AI heuristic search has produced interesting results. PNs also allow easy structural analysis towards a decomposition of the problem. In this paper PNs are employed as a representation paradigm and a decomposition-construction scheduling method is based on them. A PN-based AI systematic heuristic search is used to solve sub-problems which are progressively joined by an evolutionary building procedure. Experimental results based on a preliminary implementation of the method are presented
Keywords :
Petri nets; flexible manufacturing systems; genetic algorithms; production control; search problems; FMS scheduling; Petri net structures; artificial intelligence heuristic search; conflict-solving; decomposition-construction scheduling method; evolutionary approximation algorithms; evolutionary building procedure; evolutionary hybrid scheduler; flexible manufacturing systems; genetic algorithms; heuristic dispatching algorithms; modeling tool; problem decomposition; representation paradigm; structural analysis; Approximation algorithms; Artificial intelligence; Buildings; Discrete event simulation; Dispatching; Flexible manufacturing systems; Heuristic algorithms; Job shop scheduling; Petri nets; Scheduling algorithm;
Conference_Titel :
Systems, Man, and Cybernetics, 2001 IEEE International Conference on
Conference_Location :
Tucson, AZ
Print_ISBN :
0-7803-7087-2
DOI :
10.1109/ICSMC.2001.972936