Multiprocessor System-on-Chip Design with Fuzzy Dynamic Scheduling for Parallel Video Processing

Da Li, Yibin Hou, Zhangqin Huang, C. Xiao
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引用次数: 1

Abstract

The Multiprocessor System-on-Chip is becoming a promising solution for the future complex computers and embedded systems, which are requiring higher performances. This paper addresses the inherent unreliability and instability of the multiple uncertain characteristics of complex embedded multiprocessor systems. In this work, we propose a fuzzy sets description for the multiple uncertain characteristics of system, and using fuzzy set membership calculation to determine the scheduling priorities of tasks and resources, in order to improve the capability of concurrent executions of tasks. And also we present a method estimation of comprehensive analysis on the multiple performances in order to increase utilization factor and balancing loads on processors. We implemented a prototype MPSoC system design, which utilizes the proposed fuzzy dynamic scheduling algorithm to allocating tasks onto the multiprocessors. And in our case study, we design a parallel architecture h.264 encoder, running on a multicore MPSoC system on FPGA.
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基于模糊动态调度的多处理器片上系统并行视频处理设计
多处理器片上系统正成为未来复杂计算机和嵌入式系统的一个有前途的解决方案,这些系统对性能要求更高。本文研究了复杂嵌入式多处理器系统的多重不确定特性所固有的不可靠性和不稳定性。本文对系统的多重不确定特征提出模糊集描述,并利用模糊集隶属度计算来确定任务和资源的调度优先级,以提高任务的并发执行能力。并提出了一种综合分析多种性能的估计方法,以提高利用率和平衡处理器负载。我们实现了一个原型MPSoC系统设计,该系统利用所提出的模糊动态调度算法将任务分配到多处理器上。在我们的案例研究中,我们设计了一个并行架构的h.264编码器,运行在FPGA上的多核MPSoC系统上。
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