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Optimizing task assignment for heterogeneous multiprocessor system with guaranteed reliability and timing constraint

  • Chongqing University
  • University of Texas at Dallas
  • Hong Kong Polytechnic University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Effective task assignment, which is essential for achieving high performance in a heterogeneous multiprocessor system, remains a challenging problem despite extensive studies. This paper addresses the task assignment problem with guaranteed reliability and timing constraint for heterogeneous multiprocessor system. Inherently, heterogeneous systems are more complex than homogeneous systems. The added complexity could increase the potential for system failures. In this paper, we describe a method to determine an assignment which satisfies the timing constraint and the reliability requirement. We develop an Integer Linear Programming (ILP) formulation to find the optimal solutions. For the general problem, the task assignment problem is NP-Complete. Therefore, we propose a polynomial-time heuristic algorithm, DAG Heu algorithm, to solve the general problem. Experimental results on benchmark task graphs of several well-known parallel applications show that the proposed algorithm and the ILP formulation significantly outperform existing algorithms.

源语言英语
主期刊名2013 IEEE 19th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2013
出版商IEEE Computer Society
193-200
页数8
ISBN(印刷版)9781479908509
DOI
出版状态已出版 - 2013
已对外发布
活动2013 IEEE 19th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2013 - Taipei, 中国台湾
期限: 19 8月 201321 8月 2013

出版系列

姓名2013 IEEE 19th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2013

会议

会议2013 IEEE 19th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2013
国家/地区中国台湾
Taipei
时期19/08/1321/08/13

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