Title :
An empirical study of distribution based on Voyager: a performance analysis
Author :
Viademonte, Sérgio ; Burstein, Frada ; Beckenkamp, Fábio G.
Author_Institution :
Sch. of Inf. Manage. & Syst., Monash Univ., Clayton, Vic., Australia
Abstract :
The paper describes the model, implementation and experimental evaluation of a distributed Kohonen neural network application. The aim of this research is to empirically verify the suitability and the performance of a distributed application based on mobile objects and, in perspective, intelligent agents. This research aims to provide distribution features in decision support systems. The experiment was based in the Java-ABC project. The Java-ABC project is concerned with flexible software architecture for decision support systems which rely on artificial neural network (ANN) technology. Three parameters: used CPU, used memory (RAM) and time consumed by each Kohonen application, were taken as evaluation measures in this experiment. Three hardware environments were used: two PCs (one local and one remote) under Windows NT with different RAM capacity and a SUN Ultra under SunOS 5.6. This paper presents the comparison of performance measures from our experimental studies and the analysis of the results. In conclusion, the paper presents the implications of these results for the area of distributed intelligent decision support and future directions of this work.
Keywords :
Java; decision support systems; distributed processing; self-organising feature maps; software agents; software architecture; software performance evaluation; ANN; CPU requirement; DSS; Java-ABC project; PC; RAM requirement; SUN Ultra; SunOS 5.6; Voyager; Windows NT; decision support systems; distributed Kohonen neural network application; flexible software architecture; intelligent agents; mobile objects; time consumption; Application software; Artificial neural networks; Decision support systems; Intelligent agent; Java; Neural networks; Performance analysis; Random access memory; Read-write memory; Software architecture;
Conference_Titel :
System Sciences, 2000. Proceedings of the 33rd Annual Hawaii International Conference on
Print_ISBN :
0-7695-0493-0
DOI :
10.1109/HICSS.2000.926657