Title :
Performance surface prediction for WAN-based clusters
Author :
Clement, Mark J. ; Judd, Glenn M. ; Peterson, Joy L. ; Morse, Bryan S. ; Flanagan, J. Kelly
Author_Institution :
Dept. of Comput. Sci., Brigham Young Univ., Provo, UT, USA
Abstract :
The last five years have been a period of exponential growth in the number of machines connected to the Internet and the speed at which these machines communicate. The infrastructure is now in place to consider a nationwide cluster of workstations as a viable parallel processing platform. In order to achieve acceptable performance on this kind of a machine, performance prediction tools must provide information on where to place computational objects. Incorrect object placement can result in poor performance and congestion in the network. This research develops a new paradigm for predicting performance in the wide area network (WAN) based cluster arena. Statistical samples of the performance of clusters and applications are used to build characteristic surfaces. These surfaces are then used to provide guidance in the placement of new applications. This prediction method is intended to minimize both the execution time of the application and the impact of the application on the nationwide virtual machine. Performance prediction tools are an important prerequisite to effectively utilizing WAN-based clusters
Keywords :
multiprocessing systems; performance evaluation; wide area networks; workstations; Internet; WAN-based clusters; application execution time minimization; characteristic surfaces; computational object placement; nationwide virtual machine; nationwide workstation cluster; network congestion; parallel processing platform; performance prediction tools; performance surface prediction; statistical samples; Application software; Cities and towns; Distributed computing; Hardware; Internet; Local area networks; Parallel processing; Power system management; Virtual machining; Wide area networks;
Conference_Titel :
System Sciences, 1998., Proceedings of the Thirty-First Hawaii International Conference on
Conference_Location :
Kohala Coast, HI
Print_ISBN :
0-8186-8255-8
DOI :
10.1109/HICSS.1998.649254