Dynamic task scheduling modeling in unstructured heterogeneous multiprocessor systems

Hamid Tabatabaee, M. Akbarzadeh-T., N. Pariz
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引用次数: 9

Abstract

An algorithm is proposed for scheduling dependent tasks in time-varying heterogeneous multiprocessor systems, in which computational power and links between processors are allowed to change over time. Link contention is considered in the multiprocessor scheduling problem. A linear switching-state space-modeling paradigm is introduced to enable theoretical analysis from a system engineering perspective. Theoretical analysis of this model shows its robustness against changes in processing power and link failure. The proposed algorithm uses a fuzzy decision-making procedure to handle changes in the multiprocessor system. The efficiency of the proposed algorithm is illustrated by several random experiments and comparison against a recent benchmark approach. The results show up to 18% average improvement in makespan, especially for larger scale systems.
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非结构化异构多处理器系统中的动态任务调度建模
提出了一种在时变异构多处理器系统中允许计算能力和处理器间链路随时间变化而变化的任务调度算法。多处理器调度问题中考虑了链路争用问题。引入线性切换状态空间建模范式,从系统工程的角度进行理论分析。理论分析表明,该模型对处理能力和链路故障的变化具有鲁棒性。该算法采用模糊决策过程来处理多处理器系统中的变化。通过几个随机实验和与最近的基准方法的比较,证明了该算法的有效性。结果显示,完工时间平均提高了18%,特别是对于大型系统。
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