Heuristic algorithm for the resource-constrained scheduling problem during high-level synthesis

被引:5
|
作者
Wu, Y. -H. [1 ]
Yu, C. -J. [1 ]
Wang, S. -D. [1 ]
机构
[1] Natl Taiwan Univ, Dept Elect Engn, Taipei 10764, Taiwan
来源
关键词
D O I
10.1049/iet-cdt:20070162
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Scheduling is considered the most important task in a high-level synthesis process. A heuristic algorithm based on the A* search to find optimal schedules quickly is presented. This algorithm reduces the computational effort required to obtain the best schedules on a pre-defined datapath by effectively pruning the non-promising search space. The pruning method is accomplished by an admissible heuristic that estimates the schedule length, or the cost, of a search node represented by a partially scheduled data flow graph. The search node with the least cost is considered the most promising candidate and is expanded next, avoiding an exhaustive search of the problem space. When the costs of the candidate search nodes are identical, the A* search is guided by a depth-first search to speed up the computation. Experimental results on several well known benchmarks with varying resource constraints show the effectiveness of the proposed algorithm. Multicycle, pipelined and chaining execution of operations are supported.
引用
收藏
页码:43 / 51
页数:9
相关论文
共 50 条
  • [21] A competitive Genetic Algorithm for resource-constrained project scheduling problem
    Wang, H
    Lin, D
    Li, MQ
    Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9, 2005, : 2945 - 2949
  • [22] A genetic algorithm for solving resource-constrained project scheduling problem
    Wang, H
    Lin, D
    Li, MQ
    ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS, 2005, 3612 : 185 - 193
  • [23] A branch and bound algorithm for the resource-constrained project scheduling problem
    Brucker, P
    Knust, S
    Schoo, A
    Thiele, O
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1998, 107 (02) : 272 - 288
  • [24] Efficient Genetic Algorithm for Resource-Constrained Project Scheduling Problem
    王宏
    李同玲
    林丹
    Transactions of Tianjin University, 2010, (05) : 376 - 382
  • [25] Efficient Genetic Algorithm for Resource-Constrained Project Scheduling Problem
    王宏
    李同玲
    林丹
    Transactions of Tianjin University, 2010, 16 (05) : 376 - 382
  • [26] An improved PSO algorithm for resource-constrained project scheduling problem
    Luo, Xinggang
    Wang, Dingwei
    Tang, Jianfu
    Tu, Yiliu
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 3514 - +
  • [27] Efficient genetic algorithm for resource-constrained project scheduling problem
    Wang H.
    Li T.
    Lin D.
    Transactions of Tianjin University, 2010, 16 (5) : 376 - 382
  • [28] A branch-and-cut algorithm for a resource-constrained scheduling problem
    Sirdey, Renaud
    Kerivin, Herve L. M.
    RAIRO-OPERATIONS RESEARCH, 2007, 41 (03) : 235 - 251
  • [29] A hybrid genetic algorithm for the resource-constrained project scheduling problem
    Valls, Vicente
    Ballestin, Francisco
    Quintanilla, Sacramento
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 185 (02) : 495 - 508
  • [30] An estimation of distribution algorithm for resource-constrained project scheduling problem
    Fang, Chen
    Wang, Ling
    Xu, Ye
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 265 - 270