Title :
Cost Minimization for Heterogeneous Systems with Gaussian Distribution Execution Time
Author :
Meikang Qiu;Yunjiang Jiang;Wenyun Dai
Author_Institution :
Sch. of Comput. Sci., Pace Univ., New York, NY, USA
Abstract :
Time and cost are the most critical performance metrics for computer systems including embedded system, desktop, laptop, mainframe computer, and smart phone. In real world, the execution time may not be fixed and it usually follows Gaussian distribution. In this paper, we analyze how to minimize total cost while satisfying time constraints for heterogeneous systems with Gaussian execution time. This is called HAP-G (Heterogeneous Assignment with Probability - Gaussian) problem, which is a NP-complete problem. However, for simple path special cases, we find a polynomial-time optimal solution and propose the HAP-G-SP algorithm, and the experimental results show the effectiveness of our approach.
Keywords :
"Gaussian distribution","Timing","Random variables","Embedded systems","Computers","Probabilistic logic","Real-time systems"
Conference_Titel :
High Performance Computing and Communications (HPCC), 2015 IEEE 7th International Symposium on Cyberspace Safety and Security (CSS), 2015 IEEE 12th International Conferen on Embedded Software and Systems (ICESS), 2015 IEEE 17th International Conference on
DOI :
10.1109/HPCC-CSS-ICESS.2015.74