Title :
Long-Term CPU Load Prediction System for Scheduling of Distributed Processes and its Implementation
Author :
Sugaya, Yoshihiro ; Tatsumi, Hiroshi ; Kobayashi, Mitiharu ; Aso, Hirotomo
Author_Institution :
Tohoku Univ., Sendai
Abstract :
There exist distributed processing environments composed of many heterogeneous computers. It is required to schedule distributed parallel processes in an appropriate manner. For the scheduling, prediction of execution load of a process is effective to exploit resources of environments. We propose long-term load prediction methods with references of properties of processes and of runtime predictions. Since an appropriate prediction method is different according to the situation, we propose a prediction module selection to select an appropriate prediction method according to a state of changing CPU load using a neural network. We also discuss about the implementation of a long-term CPU load prediction system, which provides information including prediction of load for schedulers, system administrators and users.
Keywords :
neural nets; parallel processing; processor scheduling; CPU load prediction system; distributed parallel processes; distributed process scheduling; heterogeneous computers; neural network; system administrators; Application software; Central Processing Unit; Computer networks; Load management; Neural networks; Prediction methods; Processor scheduling; Resource management; Runtime; Timing; Long-Term CPU load prediction; load balancing; runtime prediction;
Conference_Titel :
Advanced Information Networking and Applications, 2008. AINA 2008. 22nd International Conference on
Conference_Location :
Okinawa
Print_ISBN :
978-0-7695-3095-6
DOI :
10.1109/AINA.2008.135