TY - GEN
T1 - Long-term CPU load prediction system for scheduling of distributed processes and its implementation
AU - Sugaya, Yoshihiro
AU - Tatsumi, Hiroshi
AU - Kobayashi, Mitiharu
AU - Aso, Hirotomo
PY - 2008/9/1
Y1 - 2008/9/1
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=50249172912&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=50249172912&partnerID=8YFLogxK
U2 - 10.1109/AINA.2008.135
DO - 10.1109/AINA.2008.135
M3 - Conference contribution
AN - SCOPUS:50249172912
SN - 0769530958
SN - 9780769530956
T3 - Proceedings - International Conference on Advanced Information Networking and Applications, AINA
SP - 971
EP - 977
BT - Proceedings - 22nd International Conference on Advanced Information Networking and Applications, AINA 2008
T2 - 22nd International Conference on Advanced Information Networking and Applications, AINA 2008
Y2 - 25 March 2008 through 28 March 2008
ER -