Title :
A Mobile Agent Framework to Support Parallel Computing: Application to Multi-product Planning and Scheduling Problems
Author :
Belkhelladi, K. ; Chauvet, P. ; Schaal, A. ; Daya, B.
Author_Institution :
IMA, LISA, Univ. d´´Angers IMA, Angers, France
Abstract :
This paper focuses on an extensible framework for the development of parallel/distributed population-based algorithms. This framework uses mobile agents launched into different hosts on available networked PCs and cooperating among them to solve large combinatorial problems efficiently. The execution environment used to realize our framework is based on the JADE technology. In addition, we define a new information exchange strategy based on a dynamic migration window method and a selective migration model. A parameters adaptation model is also proposed. This model is used to adjust different parameters/operators of the genetic algorithm executed by each mobile agent. The proposed framework has been experimented on an extended set of Earliness and Tardiness Production Scheduling and Planning Problem (ETPSP). Several experiments are carried out on different computer networks of different sizes. Results obtained show the advantages and efficiency of our approach.
Keywords :
Java; genetic algorithms; mobile agents; parallel algorithms; production control; production engineering computing; production planning; user interfaces; JADE technology; combinatorial problems; computer networks; dynamic migration window method; earliness and tardiness production scheduling and planning problem; genetic algorithm; information exchange strategy; mobile agent framework; multiproduct planning; parallel computing; parallel population-based algorithm; parameters adaptation model; selective migration model; Adaptation model; Computer networks; Concurrent computing; Genetic algorithms; Mobile agents; Parallel algorithms; Parallel processing; Personal communication networks; Processor scheduling; Production planning; ETPSP; Evolutionary Computing; Parallel computing; mobile agents;
Conference_Titel :
Developments in eSystems Engineering (DESE), 2009 Second International Conference on
Conference_Location :
Abu Dhabi
Print_ISBN :
978-1-4244-5401-3
Electronic_ISBN :
978-1-4244-5402-0
DOI :
10.1109/DeSE.2009.58