Title :
Decentralized utilization control in distributed real-time systems
Author :
Wang, Xiaorui ; Jia, Dong ; Lu, Chenyang ; Koutsoukos, Xenofon
Author_Institution :
Dept. of Comput. Sci. & Eng., Washington Univ., St. Louis, MO
Abstract :
Many real-time systems must control their CPU utilizations in order to meet end-to-end deadlines and prevent overload. Utilization control is particularly challenging in distributed real-time systems with highly unpredictable workloads and a large number of end-to-end tasks and processors. This paper presents the decentralized end-to-end utilization control (DEUCON) algorithm that can dynamically enforce desired utilizations on multiple processors in such systems. In contrast to centralized control schemes adopted in earlier work, DEUCON features a novel decentralized control structure that only requires localized coordination among neighbor processors. DEUCON is systematically designed based on recent advances in distributed model predictive control theory. Both control-theoretic analysis and simulations show that DEUCON can provide robust utilization guarantees and maintain global system stability despite severe variations in task execution times. Furthermore, DEUCON can effectively distribute the computation and communication cost to different processors and tolerate considerable communication delay between local controllers. Our results indicate that DEUCON can provide scalable and robust utilization control for large-scale distributed real-time systems executing in unpredictable environments
Keywords :
large-scale systems; predictive control; processor scheduling; real-time systems; resource allocation; DEUCON algorithm; decentralized end-to-end utilization control; distributed model predictive control theory; large-scale distributed real-time systems; Centralized control; Communication system control; Control systems; Distributed control; Heuristic algorithms; Predictive control; Predictive models; Real time systems; Robust control; Robust stability;
Conference_Titel :
Real-Time Systems Symposium, 2005. RTSS 2005. 26th IEEE International
Conference_Location :
Miami, FL
Print_ISBN :
0-7695-2490-7
DOI :
10.1109/RTSS.2005.15