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Adaptive Scheduling Algorithm for Real-Time Multiprocessor Systems

机译:实时多处理器系统的自适应调度算法

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EDF (Earliest Deadline First) has been proved to be optimal scheduling algorithm for single processor real-time system. It also performs well for multiprocessor system. Limitation of EDF is that its performance decreases exponentially when system becomes slightly overloaded. ACO (Ant Colony Optimization) based scheduling algorithm performs well in both underloaded and overloaded conditions. But its limitation is that it takes more time for execution compared to EDF. In this paper, an adaptive algorithm for multiprocessor real-time system is proposed, which is combination of both of these algorithms. The proposed algorithm along with EDF and ACO based algorithm is simulated for real-time multiprocessor system and the results are obtained. The performance is measured in terms of Success Ratio (SR) and Effective CPU Utilization (ECU). Execution Time taken by each scheduling algorithm is also measured. From analysis and experiments, it reveals that the proposed algorithm is fast as well as efficient in both underloaded and overloaded conditions for real-time multiprocessor systems.
机译:EDF(最早的截止日期首先)被证明是单处理器实时系统的最佳调度算法。它还对多处理器系统执行良好。 EDF的限制是,当系统变得略微过载时,其性能呈指数增长。基于ACO(蚁群优化)的调度算法在欠载和超载条件下执行良好。但它的限制是,与EDF相比,执行需要更多时间。在本文中,提出了一种用于多处理器实时系统的自适应算法,这是这两种算法的组合。建议的算法以及基于EDF和ACO基于ACO算法的算法用于实时多处理器系统,并获得结果。在成功比率(SR)和有效CPU利用率(ECU)方面测量该性能。还测量每个调度算法所采取的执行时间。从分析和实验中,它揭示了所提出的算法快速以及实时多处理器系统的欠载和过载的条件都有高效。

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