Authors: Yaya Wei, Chuang Lin, Xiaowen Chu, Thiemo Voigt
Addresses: Department of Computer Science, Tsinghua University, Beijing, China. ' Department of Computer Science, Tsinghua University, Beijing, China. ' Department of Computer Science, Hong Kong Baptist University, Hong Kong, China. ' Swedish Institute of Computer Science, Sweden
Abstract: This paper presents a fuzzy control approach that guarantees absolute delays in web servers. Previous work has proposed the use of classical Proportional-Integral (PI) controllers for delay guarantees. However, a disadvantage of the classical PI controller is that the system model, which is obtained by system identification, mismatches the real system and inevitably degrades the performance of the web system. In contrast with classical PI controllers, fuzzy controllers are non-linear and therefore independent of the accurate model of the plant, i.e., the controlled system. Hence, fuzzy controllers seem to be very suitable for web servers. Our experiments show that fuzzy controllers indeed perform better than PI controllers presented in earlier papers.
Keywords: web QoS; resource scheduling; fuzzy control; fuzzy logic; proportional-integral; PI control; quality of service; high performance computing; absolute delays; web servers.
International Journal of High Performance Computing and Networking, 2006 Vol.4 No.5/6, pp.338 - 346
Available online: 01 May 2007 *Full-text access for editors Access for subscribers Purchase this article Comment on this article