Title :
Timed Petri net modeling and optimization with heuristic search for flexible manufacturing workstations
Author_Institution :
Dept. de Ingenieria Ind., Univ. de los Andes, Bogota, Colombia
Abstract :
This paper presents an approach to model and optimize the activities of a manufacturing workstation based on a Petri structure. To model the workstation activities, a comprehensive hierarchical task decomposition consistent with manufacturing control requirements is followed. We also introduce the concept of time-state equations for tracking and optimization purposes. In order to optimize the flow of parts through the physical workstation, a method that combines the heuristic A* search algorithm with limited marking expansion, a new heuristic function and a "non-delay" branching scheme is presented. The output of the algorithm is a near-optimal solution to the part scheduling problem under the makespan criterion. A comparison against previous work shows promising results.
Keywords :
Petri nets; flexible manufacturing systems; heuristic programming; manufacturing data processing; modelling; optimisation; scheduling; Petri net modeling; Petri structure; heuristic function; heuristic search algorithm; hierarchical task; manufacturing workstations; nondelay branching scheme; optimization; scheduling problem; time state equations; tracking; workstation activities modelling; workstation activities optimization; Artificial intelligence; Equations; Flexible manufacturing systems; Hierarchical systems; Manufacturing industries; Petri nets; Power system modeling; Pulp manufacturing; Virtual manufacturing; Workstations;
Conference_Titel :
Emerging Technologies and Factory Automation, 2003. Proceedings. ETFA '03. IEEE Conference
Print_ISBN :
0-7803-7937-3
DOI :
10.1109/ETFA.2003.1247708