Towards the Development of a Problem Solver for the Monitoring and Control of Instrumentation in a Grid Environment

Author

Kalganova, Tatiana ; Suppharangsan, Somjet ; Taylor, Russell ; Alsaif, Mujtaba ; Lelli, Francesco

Author_Institution

Sch. of Eng. & Design, Brunel Univ., Uxbridge

fYear

0

fDate

0-0 0

Firstpage

287

Lastpage

292

Abstract

This paper considers the issues involved in developing a generic problem solver to be used within a grid environment for the monitoring and control of instrumentation. The specific feature of such an environment is that the type of data to be processed, as well as the problem, is not always known in advance. Therefore, it is necessary to develop a problem solver architecture that addresses this issue. We propose to analyze the performance of the problem solving algorithms available within the WEKA toolkit and determine a decision tree of the best performing algorithm for a given type of data. For this purpose the algorithms have been tested using 51 datasets either drawn from publicly available repositories or generated in a grid-enabled environment

Keywords

data mining; decision trees; grid computing; monitoring; WEKA toolkit; decision tree; grid environment; problem solver architecture; Algorithm design and analysis; Computer architecture; Decision trees; Design engineering; Distributed computing; Grid computing; Humans; Instruments; Monitoring; Performance analysis;

fLanguage

English

Publisher

ieee

Conference_Titel

Intelligent Engineering Systems, 2006. INES '06. Proceedings. International Conference on

Conference_Location

London

Print_ISBN

0-7803-9708-8

Type

conf

DOI

10.1109/INES.2006.1689385

Filename

1689385