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Optimal task execution times for periodic tasks using nonlinear constrained optimization

机译:使用非线性约束优化的周期性任务的最佳任务执行时间

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摘要

Designing real-time systems is a challenging task and many conflicting issues arise in the process. Among them, the most fundamental one is the adjustment of appropriate values for task parameters such as task periods, deadlines, and computation times that directly influence the system feasibility. Task periods and deadlines are generally known at design stage and remains fixed throughout, however, task computation times fluctuates significantly. For a better quality of service or higher system utilization, higher task computation values are required, while this flexibility comes at the price of system infeasibility. To the best of our knowledge, no optimal solution exists for extracting the optimal task computation times in a given range so that the overall system remains feasible under a specific scheduling algorithm. In this paper, we present a generalized bound on the task schedulability defined as a nonlinear inequality h i ≤0 in the space of the execution times c i . Based on this bound, the adjustment problem of tasks execution times, which determines the optimum c i for a better system performance while still meeting all temporal requirements, is addressed by solving the standard nonlinear constrained optimization problem. Simulations on synthetic task sets are presented to compare the performance of our work with the most celebrated result, i.e., LL-bound by Liu and Layland in (J. ACM 20(1):40–61, 1973).
机译:设计实时系统是一项艰巨的任务,在此过程中会出现许多相互矛盾的问题。其中,最根本的一项是调整任务参数的适当值,例如任务期限,截止日期和计算时间,这些参数会直接影响系统的可行性。任务期限和截止日期通常在设计阶段就知道,并且在整个过程中保持固定不变,但是,任务计算时间会大幅波动。为了获得更好的服务质量或更高的系统利用率,需要更高的任务计算值,而这种灵活性是以系统不可行为代价的。据我们所知,不存在用于提取给定范围内的最佳任务计算时间的最佳解决方案,因此整个系统在特定的调度算法下仍然可行。在本文中,我们在执行时间c i 的空间中给出了定义为非线性不等式h i ≤0的任务可调度性的广义边界。基于此界限,通过解决标准的非线性约束优化问题,解决了任务执行时间的调整问题,该问题确定了最佳c i 以获得最佳系统性能,同时仍满足所有时间要求。提出了对综合任务集的仿真,以比较我们的工作性能和最著名的结果,即,Liu和Layland在LL约束中(J. ACM 20(1):40-61,1973)。

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