A grid-enabled framework for exact optimization algorithms

被引:0
|
作者
Zunino, I. [1 ]
Melab, N. [1 ]
Talbi, E-G. [1 ]
机构
[1] Univ Sci & Tech Lille Flandres Artois, Lab Informat Fondamentale Lille, F-59655 Villeneuve Dascq, France
关键词
frameworks; branch and bound; parallel computing; grid computing; multi-objective optimization; Flow-shop problem;
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
In this paper we present a framework for writing exact optimization algorithms distributed on a grid environment. It presents a new way of reusing design and code for multi-objective optimization methods in conjunction with assistant methods. These kinds of methods are used mainly for reducing the search space, or for using a mono-objective method for solving a multi-objective problem, or both. We use a master-slave paradigm for the parallelization of the work units and a branch and bound algorithm as a default assistant method. The branch and bound algorithm is also distributed on grids which allows a two level parallelism for the optimization. We show how the different objects are codified in order to allow less communication while at the same time maintaining the reusability requirement. A sample instantiation of the framework is presented using the Parallel Partitioning Method (PPM). Preliminary results are shown using different Flowshop instances.
引用
收藏
页码:786 / 793
页数:8
相关论文
共 50 条
  • [1] LASSO: A grid-enabled simulation optimization framework
    Tryby, M
    Mirghani, B
    Ranjithan, R
    Mahithakumar, K
    Baessler, D
    Karonis, N
    [J]. 2005 6TH INTERNATIONAL WORKSHOP ON GRID COMPUTING (GRID), 2005, : 333 - 336
  • [2] Grid-Enabled Optimization with GAMS
    Bussieck, Michael R.
    Ferris, Michael C.
    Meeraus, Alexander
    [J]. INFORMS JOURNAL ON COMPUTING, 2009, 21 (03) : 349 - 362
  • [3] Grid-Enabled Simulation-Optimization Framework for Environmental Characterization
    Mirghani, Baha Y.
    Tryby, Michael E.
    Ranjithan, Ranji S.
    Karonis, Nicholas T.
    Mahinthakumar, Kumar G.
    [J]. JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 2010, 24 (06) : 488 - 498
  • [4] A grid-enabled security framework for collaborative virtual organisations
    Joita, L
    Rana, O
    Burnap, P
    Pahwa, JS
    Gray, A
    Miles, J
    [J]. VIRTUAL ENTERPRISES AND COLLABORATIVE NETWORKS, 2004, 149 : 415 - 422
  • [5] GridPPI: A lightweight grid-enabled parallel programming framework
    Chen, Sikan
    Li, Minglu
    He, Feng
    [J]. APSCC: 2006 IEEE ASIA-PACIFIC CONFERENCE ON SERVICES COMPUTING, PROCEEDINGS, 2006, : 473 - +
  • [6] Grid-enabled data access in the ATLAS athena framework
    Malon, D
    May, E
    Vaniachine, A
    Resconi, S
    Shank, J
    Youssef, S
    [J]. PROCEEDINGS OF CHEP 2001, 2001, : 684 - 687
  • [7] JG2A: A Grid-Enabled Object-Oriented Framework for Developing Genetic Algorithms
    Bernal, Andres
    Ramirez, Mauricio A.
    Castro, Harold
    Walteros, Jose L.
    Medaglia, Andres L.
    [J]. 2009 IEEE SYSTEMS AND INFORMATION ENGINEERING DESIGN SYMPOSIUM (SIEDS), 2009, : 67 - +
  • [8] Grid-Enabled Tabu Search for Electromagnetic Optimization Problems
    Carcangiu, Sara
    Fanni, Alessandra
    Mereu, Anna
    Montisci, Augusto
    [J]. IEEE TRANSACTIONS ON MAGNETICS, 2010, 46 (08) : 3265 - 3268
  • [9] Grid-enabled evolutionary algorithm application in the mechanical optimization problems
    Kus, Waclaw
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2007, 20 (05) : 629 - 636
  • [10] Grid-enabled visualization with GVK
    Kranzlmüller, D
    Heinzlreiter, P
    Rosmanith, H
    Volkert, J
    [J]. GRID COMPUTING, 2004, 2970 : 139 - 146