Parallel Skeleton for Multi-Objective Optimization

被引:0
|
作者
Leon, Coromoto [1 ]
Miranda, Gara [1 ]
Segura, Carlos [1 ]
机构
[1] Univ La Laguna, Dpto Estadist IO & Computac, Tenerife 38271, Spain
关键词
Evolution Strategies; Multi-objective Optimization; Parallelization; Software Tools;
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
Many real-world problems are based on the optimization of more than one objective function. This work presents a tool for the resolution of multi-objective optimization problems based on the cooperation of a set of algorithms. The invested time in the resolution is decreased by means of a parallel implementation of an evolutionary team algorithm. This model keeps the advantages of heterogeneous island models but also allows to assign more computational resources to the algorithms with better expectations. The elitist scheme applied aims to improve the results obtained with single executions of independent evolutionary algorithms. The user solves the problem without the need of knowing the internal operation details of the used evolutionary algorithms. The computational results obtained on a cluster of PCs for some tests available in the literature are presented.
引用
收藏
页码:906 / 906
页数:1
相关论文
共 50 条
  • [21] Multi-Objective region-Aware optimization of parallel programs
    Durillo, Juan J.
    Gschwandtner, Philipp
    Kofler, Klaus
    Fahringer, Thomas
    PARALLEL COMPUTING, 2019, 83 : 3 - 21
  • [22] Multi-objective Optimization of a Tripod Parallel Mechanism for a Robotic Leg
    Russo, Matteo
    Herrero, Saioa
    Altuzarra, Oscar
    Ceccarelli, Marco
    COMPUTATIONAL KINEMATICS, 2018, 50 : 374 - 382
  • [23] Sensitivity Analysis and Multi-objective Optimization Design of Parallel Manipulators
    Yang C.
    Ye W.
    Chen Q.
    Jixie Gongcheng Xuebao/Journal of Mechanical Engineering, 2022, 58 (19): : 229 - 241
  • [24] Parallel cell mapping for unconstrained multi-objective optimization problems
    Computer Science Department, CINVESTAV-IPN, Av. IPN 2508, C.P. 07360, Col. San Pedro Zacatenco, Mexico, Mexico
    不详
    CA
    95344, United States
    不详
    300072, China
    Adv. Intell. Sys. Comput., (133-146):
  • [25] A Parallel Plugin-Based Framework for Multi-objective Optimization
    Leon, Coromoto
    Miranda, Gara
    Segura, Carlos
    INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE 2008, 2009, 50 : 142 - 151
  • [26] Multi-objective optimization of stiffness and workspace for a parallel kinematic machine
    Zhongzhe Chi
    Dan Zhang
    Lian Xia
    Zhen Gao
    International Journal of Mechanics and Materials in Design, 2013, 9 : 281 - 293
  • [27] Parallel Multi-objective GA based Rotamer Optimization on Grid
    Liu, Pengfei
    Dong, Shoubin
    2008 ISECS INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT, VOL 2, PROCEEDINGS, 2008, : 238 - 241
  • [28] Hybrid algorithm for multi-objective optimization design of parallel manipulators
    Chen, Qiaohong
    Yang, Chao
    APPLIED MATHEMATICAL MODELLING, 2021, 98 : 245 - 265
  • [29] Parallel multi-objective optimization for expensive and inexpensive objectives and constraints
    de Winter, Roy
    Milatz, Bas
    Blank, Julian
    van Stein, Niki
    Back, Thomas
    Deb, Kalyanmoy
    SWARM AND EVOLUTIONARY COMPUTATION, 2024, 86
  • [30] Parallel assembly line balancing based on multi-objective optimization
    Chao Y.
    Sun W.
    Yuan L.
    1600, CIMS (22): : 1211 - 1219