Sensitivity Analysis of Strictly Periodic Tasks in Multi-Core Real-Time Systems
In the design phase of real-time systems, it cannot be expected that the timing attributes of all tasks are completely specified and never changed. The increased computation times or shortened periods in a schedulable system often cause deadlines to be missed. In such situations, sensitivity analysi...
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doaj-fe6436fbe566400fb9110e333387cebd2021-04-05T17:30:26ZengIEEEIEEE Access2169-35362019-01-01713500513502210.1109/ACCESS.2019.29419588843880Sensitivity Analysis of Strictly Periodic Tasks in Multi-Core Real-Time SystemsJinchao Chen0https://orcid.org/0000-0001-6234-1001Chenglie Du1Pengcheng Han2https://orcid.org/0000-0002-8099-3692Yong Zhang3School of Computer Science, Northwestern Polytechnical University, Xi’an, ChinaSchool of Computer Science, Northwestern Polytechnical University, Xi’an, ChinaSchool of Computer Science, Northwestern Polytechnical University, Xi’an, ChinaDepartment of Software System Development, North Automatic Control Technology Institute, Taiyuan, ChinaIn the design phase of real-time systems, it cannot be expected that the timing attributes of all tasks are completely specified and never changed. The increased computation times or shortened periods in a schedulable system often cause deadlines to be missed. In such situations, sensitivity analysis is an effective approach to provide quantitative indications for the design modification, by identifying the borderlines on parameter variations while keeping the systems schedulable. In this paper, we propose a new approach to analyze the sensitivity of the timing parameters of tasks with strict periods in multi-core real-time systems. We first analyze a schedulability condition to determine whether a task is schedulable on a given processor without changing the start times of the existing tasks. Then, following a game theory analogy, we design recursive algorithms to compute the permissible changes in the task timing parameters, by allowing each task to optimize its own start time and processor allocation. Finally, we conduct experiments with randomly generated tasks to show that our approach is more efficient than the existing solutions to solve the sensitivity problem. The proposed approach has a wide range of applications, only guiding the design of multi-core systems, but also improving the robustness of a design subject to future changes.https://ieeexplore.ieee.org/document/8843880/Sensitivity analysisschedulingstrictly periodic taskmulti-core real-time systemschedulability analysisscheduling algorithm |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jinchao Chen Chenglie Du Pengcheng Han Yong Zhang |
spellingShingle |
Jinchao Chen Chenglie Du Pengcheng Han Yong Zhang Sensitivity Analysis of Strictly Periodic Tasks in Multi-Core Real-Time Systems IEEE Access Sensitivity analysis scheduling strictly periodic task multi-core real-time system schedulability analysis scheduling algorithm |
author_facet |
Jinchao Chen Chenglie Du Pengcheng Han Yong Zhang |
author_sort |
Jinchao Chen |
title |
Sensitivity Analysis of Strictly Periodic Tasks in Multi-Core Real-Time Systems |
title_short |
Sensitivity Analysis of Strictly Periodic Tasks in Multi-Core Real-Time Systems |
title_full |
Sensitivity Analysis of Strictly Periodic Tasks in Multi-Core Real-Time Systems |
title_fullStr |
Sensitivity Analysis of Strictly Periodic Tasks in Multi-Core Real-Time Systems |
title_full_unstemmed |
Sensitivity Analysis of Strictly Periodic Tasks in Multi-Core Real-Time Systems |
title_sort |
sensitivity analysis of strictly periodic tasks in multi-core real-time systems |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2019-01-01 |
description |
In the design phase of real-time systems, it cannot be expected that the timing attributes of all tasks are completely specified and never changed. The increased computation times or shortened periods in a schedulable system often cause deadlines to be missed. In such situations, sensitivity analysis is an effective approach to provide quantitative indications for the design modification, by identifying the borderlines on parameter variations while keeping the systems schedulable. In this paper, we propose a new approach to analyze the sensitivity of the timing parameters of tasks with strict periods in multi-core real-time systems. We first analyze a schedulability condition to determine whether a task is schedulable on a given processor without changing the start times of the existing tasks. Then, following a game theory analogy, we design recursive algorithms to compute the permissible changes in the task timing parameters, by allowing each task to optimize its own start time and processor allocation. Finally, we conduct experiments with randomly generated tasks to show that our approach is more efficient than the existing solutions to solve the sensitivity problem. The proposed approach has a wide range of applications, only guiding the design of multi-core systems, but also improving the robustness of a design subject to future changes. |
topic |
Sensitivity analysis scheduling strictly periodic task multi-core real-time system schedulability analysis scheduling algorithm |
url |
https://ieeexplore.ieee.org/document/8843880/ |
work_keys_str_mv |
AT jinchaochen sensitivityanalysisofstrictlyperiodictasksinmulticorerealtimesystems AT chengliedu sensitivityanalysisofstrictlyperiodictasksinmulticorerealtimesystems AT pengchenghan sensitivityanalysisofstrictlyperiodictasksinmulticorerealtimesystems AT yongzhang sensitivityanalysisofstrictlyperiodictasksinmulticorerealtimesystems |
_version_ |
1721539496862810112 |