ConClass: A Framework for Real-Time Distributed Knowledge-Based Processing

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Citation: Hirotoshi Maegawa. (1992) ConClass: A Framework for Real-Time Distributed Knowledge-Based Processing. In KSL-92-73, October,1992.

Publication techreport ( Edit )
type Technical Report
bibtype techreport
Bibtex basics
author Hirotoshi Maegawa
title ConClass: A Framework for Real-Time Distributed Knowledge-Based Processing
number KSL-92-73
institution Knowledge Systems, AI Laboratory
year 1992
month October
Bibtex more
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abstract We have developed a problem solving framework, called ConClass, capable of classifying continuous real-time problems dynamically and concurrently on a distributed system. ConClass provides an efficient development environment for describing and decomposing a classification problem and synthesizing solutions. In ConClass, decomposed concurrent subproblems specified by the application developer effectively correspond to the actual distributed hardware elements. This scheme is useful for designing and implementing efficient distributed processing, making it easier to anticipate and evaluate system behavior. The ConClass system provides an object replication feature that prevents any particular object from being overloaded. In order to deal with an indeterminate amount of problem data, ConClass dynamically creates object networks that justify hypothesized solutions and thus achieves a dynamic load distribution. A number of efficient execution mechanisms that manage a variety of asynchronous aspects of distributed processing have been implemented without using schedulers or synchronization schemes which are liable to develop bottlenecks. We have confirmed the efficiency of parallel distributed processing and load balancing of ConClass with an experimental application.

KSL Technical Report ID: KSL-92-73
Facts about ConClass: A Framework for Real-Time Distributed Knowledge-Based ProcessingRDF feed
Abstract We have developed a problem solving framew … We have developed a problem solving framework, called ConClass, capable of classifying continuous real-time problems dynamically and concurrently on a distributed system. ConClass provides an efficient development environment for describing and decomposing a classification problem and synthesizing solutions. In ConClass, decomposed concurrent subproblems specified by the application developer effectively correspond to the actual distributed hardware elements. This scheme is useful for designing and implementing efficient distributed processing, making it easier to anticipate and evaluate system behavior. The ConClass system provides an object replication feature that prevents any particular object from being overloaded. In order to deal with an indeterminate amount of problem data, ConClass dynamically creates object networks that justify hypothesized solutions and thus achieves a dynamic load distribution. A number of efficient execution mechanisms that manage a variety of asynchronous aspects of distributed processing have been implemented without using schedulers or synchronization schemes which are liable to develop bottlenecks. We have confirmed the efficiency of parallel distributed processing and load balancing of ConClass with an experimental application. ConClass with an experimental application.
Author Hirotoshi Maegawa  +
Bibtype techreport  +
Has author Hirotoshi Maegawa  +
Has identifier KSL-92-73  +
Has publishing details October,1992  +
Has title ConClass: A Framework for Real-Time Distributed Knowledge-Based Processing  +
Has where published KSL-92-73  +
Has year 1992  +
Institution Knowledge Systems, AI Laboratory  +
Ksl tr id KSL-92-73  +
Month October  +
Number KSL-92-73  +
Process note NO  +
Title ConClass: A Framework for Real-Time Distributed Knowledge-Based Processing  +
Year 1992  +
Retrieved from "http://tw.rpi.edu/wiki/ConClass:_A_Framework_for_Real-Time_Distributed_Knowledge-Based_Processing"
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