Optimization problem solving framework employing GAs with linkage identification over a Grid environment

被引:0
|
作者
Munawar, Asim [1 ]
Munetomo, Masaharu [2 ]
Akama, Kiyoshi [2 ]
机构
[1] Hokkaido Univ, Grad Sch Informat Sci & Technol, Sapporo, Hokkaido, Japan
[2] Hokkaido Univ, Informat Initiat Ctr, Sapporo, Hokkaido, Japan
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper is a step towards a general purpose optimization problem-solving framework that can solve a large number of global optimization problems on its own with a minimal input from the user. It relies on competent GAs (Genetic Algorithms) as the solver and depends on Grid computing for the required computational resources. In this paper we will discuss the architecture of the framework in detail. In the results section we will discuss the speedups obtained by using parallel GAs over a Grid computing environment and the effects of Grid overheads on the speedup. Even though there are various advantages of using Grids but in the results section we will focus on the reduction in total execution time due to parallelism.
引用
收藏
页码:1191 / +
页数:3
相关论文
共 50 条
  • [1] A framework of GRID problem-solving environment employing robust evolutionary search
    Munetomo, Masaharu
    Munawar, Asim
    Akama, Kiyoshi
    [J]. COMPUTER AIDED SYSTEMS THEORY- EUROCAST 2007, 2007, 4739 : 473 - +
  • [2] The Cactus Code: A problem solving environment for the Grid
    Allen, G
    Benger, W
    Goodale, T
    Hege, HC
    Lanfermann, G
    Merzky, A
    Radke, T
    Seidel, E
    Shalf, J
    [J]. NINTH INTERNATIONAL SYMPOSIUM ON HIGH-PERFORMANCE DISTRIBUTED COMPUTING, PROCEEDINGS, 2000, : 253 - 260
  • [3] A General Service-Oriented Grid Computing Framework For Global Optimization Problem Solving
    Wahib, M.
    Munawar, Asim
    Munetomo, Masaharu
    Kiyoshi, Akama
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON SERVICES COMPUTING, PROCEEDINGS, VOL 2, 2008, : 563 - +
  • [4] On linkage identification in EC for solving combinatorial optimization problems
    Umezane, S
    Fujita, S
    [J]. INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOL 1-4, PROCEEDINGS, 2005, : 3071 - 3076
  • [5] Grid problem solving environment for stereology based modeling
    Parulek, Julius
    Ciglan, Marek
    Simo, Branislav
    Sramek, Milos
    Hluchy, Ladislav
    Zahradnik, Ivan
    [J]. ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS 2007: COOPIS, DOA, ODBASE, GADA, AND IS, PT 2, PROCEEDINGS, 2007, 4804 : 1417 - +
  • [6] A Grid-based problem solving environment for GECEM
    Lin, M
    Walker, DW
    Chen, Y
    Jones, JW
    [J]. 2005 IEEE INTERNATIONAL SYMPOSIUM ON CLUSTER COMPUTING AND THE GRID, VOLS 1 AND 2, 2005, : 686 - 693
  • [7] Dynamic workflow in a grid enabled problem solving environment
    Zhao, ZM
    Belloum, A
    Yakali, H
    Sloot, P
    Hertzberger, B
    [J]. FIFTH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY - PROCEEDINGS, 2005, : 339 - 345
  • [8] A Grid Problem Solving Environment for Bioinformatics: the LIBI experience
    Mirto, Maria
    Passante, Marco
    Epicoco, Italo
    Aloisio, Giovanni
    [J]. 2009 22ND IEEE INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, 2009, : 546 - 552
  • [9] A grid-enabled adaptive problem solving environment
    Kim, Y
    Ra, I
    Hariri, S
    Kim, Y
    [J]. GRID COMPUTING, 2004, 3165 : 119 - 128
  • [10] The development of a grid based engineering design problem solving environment
    Scurr, AD
    Keane, AJ
    [J]. COMPUTATIONAL SCIENCE-ICCS 2002, PT I, PROCEEDINGS, 2002, 2329 : 881 - 889