DocumentCode :
3011696
Title :
A Problem Solving Environment for Combinatorial Optimization Based on Parallel Meta-heuristics
Author :
Huang, Rong ; Tong, Shurong ; Sheng, Weihua ; Fan, Zhun
Author_Institution :
Northwestern Polytech. Univ., Xi´´an
fYear :
2007
fDate :
20-23 June 2007
Firstpage :
432
Lastpage :
437
Abstract :
Computational grid offers a great potential solution to parallel meta-heuristics toward combinatorial optimization. However, it is quite difficult for specialists in combinatorial optimization to develop parallel meta-heuristics in extremely heterogeneous computational environment, starting from scratch without any toolkit. This paper presents a problem solving environment for combinatorial optimization based on parallel meta-heuristics (PSEPMH) to help specialists to harness heterogeneous computational resources and handle dynamic granularity control. PSEPMH requires specialist to decompose one problem into two sub-problems with divide-and-conquer framework just as generic sequential algorithm. Then compiler of PSEPMH generates mobile agent code that automatically forms adaptive multi-granularity parallel computing at runtime by cloning himself and distributing along dynamic, complex grid environment with the support of PSEPMH. Not only can PSEPMH relieve specialists´ burden, but also make use of the computational resources more efficiently.
Keywords :
combinatorial mathematics; divide and conquer methods; grid computing; mobile agents; optimisation; parallel algorithms; adaptive multigranularity parallel computing; combinatorial optimization; complex grid environment; computational grid; divide-and-conquer framework; heterogeneous computational environment; mobile agent code; parallel metaheuristics; problem solving environment; sequential algorithm; starting from scratch; Computational intelligence; Concurrent computing; Distributed computing; Grid computing; Large-scale systems; Mobile agents; Parallel processing; Pervasive computing; Physics computing; Problem-solving;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence in Robotics and Automation, 2007. CIRA 2007. International Symposium on
Conference_Location :
Jacksonville, FI
Print_ISBN :
1-4244-0790-7
Electronic_ISBN :
1-4244-0790-7
Type :
conf
DOI :
10.1109/CIRA.2007.382922
Filename :
4269922
Link To Document :
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