Heterogeneous Assignment of Functional Units with Gaussian Execution Time on A Tree

Meikang Qiu, Keke Gai

科研成果: 书/报告/会议事项章节会议稿件同行评审

2 引用 (Scopus)

摘要

Time and cost are two critical performance metrics for computing systems; notwithstanding, they generally associatively change in a reverse direction. In a real-world scenario, the execution time may not be fixed due to various influencing factors. Gaussian distribution is an effective way for many cases to model the execution time by random variables. In this paper, we investigate the method of minimizing the total cost while satisfying timing constraints for heterogeneous systems with Gaussian distributed execution time on a tree, which is called HAP-G-T (Heterogeneous Assignment with Probability - Gaussian - Tree). The core algorithm in our approach is a highly efficient heuristic algorithm. Our investigation also implements experiments to evaluate the effectiveness of our approach. The experiment results depict that our solution can significantly reduce the total cost for the tree case compared with the hard real-time.

源语言英语
主期刊名Proceedings - 20th International Conference on High Performance Computing and Communications, 16th International Conference on Smart City and 4th International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2018
出版商Institute of Electrical and Electronics Engineers Inc.
22-29
页数8
ISBN(电子版)9781538666142
DOI
出版状态已出版 - 22 1月 2019
活动20th International Conference on High Performance Computing and Communications, 16th IEEE International Conference on Smart City and 4th IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2018 - Exeter, 英国
期限: 28 6月 201830 6月 2018

出版系列

姓名Proceedings - 20th International Conference on High Performance Computing and Communications, 16th International Conference on Smart City and 4th International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2018

会议

会议20th International Conference on High Performance Computing and Communications, 16th IEEE International Conference on Smart City and 4th IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2018
国家/地区英国
Exeter
时期28/06/1830/06/18

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