Title :
Multi-objective ACO for integrated scheduling of machines and material handling equipment in flexible manufacturing systems
Author :
Yung, Tan Wei ; Ponnambalam, S.G. ; Yogeswaran, M.
Author_Institution :
Monash Univ., Bandar Sunway, Malaysia
Abstract :
A multi-objective integrated scheduling of machines and material handling equipment in an automated manufacturing system is addressed in this paper. The FMS environment is modeled with the incorporation of six multioperational machines and two automated guided vehicles (AGVs). An ant colony optimization (ACO) is proposed to optimize a multi-objective function that maximize machine utilization, maximize profit made, minimize AGV traveling time, and minimize AGV energy utilization concurrently. The performance of the proposed ACO algorithm is compared with conventional priority dispatching rules (pdrs) and it is found that proposed ACO performs better over the pdrs considered.
Keywords :
manufacturing systems; materials handling equipment; optimisation; scheduling; automated guided vehicles; energy utilization; machine scheduling; machine utilization; multiobjective ant colony optimization; multiobjective integrated scheduling; priority dispatching rules; Dispatching; Flexible manufacturing systems; Genetic algorithms; Job shop scheduling; Materials handling equipment; Process planning; Robots; Routing; Scheduling algorithm; Vehicles;
Conference_Titel :
Automation Science and Engineering, 2009. CASE 2009. IEEE International Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-4244-4578-3
Electronic_ISBN :
978-1-4244-4579-0
DOI :
10.1109/COASE.2009.5234130