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HEURISTIC ALGORITHMS FOR THE PROBLEM OF TASK SCHEDULING WITH MOVING EXECUTORS

机译:移动执行器的任务调度问题的启发式算法

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摘要

New heuristic algorithms for solving the task scheduling problem with moving executors to minimize the sum of completion times are considered. The corresponding combinatorial optimization problem is formulated for single executor. A hybrid solution algorithm is introduced and investigated, where evolutionary as well as simulated annealing procedures are applied. A simulated annealing algorithm assists the evolutionary algorithm in three different ways. It is used for the generation of the initial set of solutions of the evolutionary algorithm. Moreover, this algorithm attempts to enhance the best solutions at current iterations of the evolutionary procedure. The results of the evaluation of the solution algorithms, which have been performed during the computer simulation experiments, are presented. The influence of the parameters of the solution algorithm as well as the task scheduling problem on the quality of results and on the time of computation is investigated.
机译:考虑了新的启发式算法,该算法可通过移动执行程序来解决任务调度问题,以最大程度地减少完成时间。针对单个执行者制定了相应的组合优化问题。引入并研究了一种混合求解算法,其中应用了进化以及模拟退火程序。模拟退火算法以三种不同方式辅助进化算法。它用于生成演化算法的初始解集。此外,该算法试图在进化过程的当前迭代中增强最佳解决方案。介绍了在计算机仿真实验过程中执行的求解算法的评估结果。研究了求解算法的参数以及任务调度问题对结果质量和计算时间的影响。

著录项

  • 来源
    《Systems Science》 |2004年第3期|p.95-103|共9页
  • 作者

    JERZY JOZEFCZYK;

  • 作者单位

    Systems Research Institute of Polish Academy of Sciences, Laboratory of Knowledge Systems and Artificial Intelligence, Podwale St. 75, 50-449 Wroclaw, Poland;

  • 收录信息 美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 一般工业技术;
  • 关键词

  • 入库时间 2022-08-17 23:10:40

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