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Stability properties of adaptive real-time feedback scheduling: A statistical approach

机译:自适应实时反馈调度的稳定性:一种统计方法

摘要

This paper focuses on the statistical analysis of an adaptive real-time feedback scheduling technique based on imprecise computation. We consider two-version tasks made of a mandatory and an optional part to be scheduled according to a feedback control rate-monotonic algorithm. A Proportional-Integral-Derivative (PID) control action provides the feedback strategy for deciding about the execution or rejection of the optional sub-tasks. By modelling the task execution times as random variables, we compute the probability density of the CPU utilization and derive conditions on PID parameters guaranteeing the stability of the overall system around a desired level ofCPU utilization. This allows us to highlight the tasks statistics and the scheduling parameters that affect critically stability. The analysis is developed by first exploiting a number of simplifying assumptions that are progressively removed. The main results are also demonstrated through monte-carlo simulations of the scheduling algorithm.
机译:本文着重于基于不精​​确计算的自适应实时反馈调度技术的统计分析。我们考虑根据反馈控制速率单调算法来计划由强制性部分和可选性部分组成的两个版本的任务。比例积分微分(PID)控制操作提供了用于确定执行或拒绝可选子任务的反馈策略。通过将任务执行时间建模为随机变量,我们计算了CPU利用率的概率密度,并推导了PID参数的条件,从而保证了整个系统在所需CPU利用率水平附近的稳定性。这使我们能够突出显示影响关键稳定性的任务统计信息和调度参数。通过首先利用逐渐被删除的许多简化假设来进行分析。主要结果还通过调度算法的蒙特卡洛仿真得到了证明。

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