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Journal ArticleDOI

A rule-based approach to fault diagnosis using the signed directed graph

Mark A. Kramer, +1 more
- 01 Jul 1987 - 
- Vol. 33, Iss: 7, pp 1067-1078
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TLDR
A very efficient method of identifying the possible causes of process disturbances using the signed directed graph (digraph) representation of process interactions and can be integrated with other rules on plant operations using an expert systems framework.
Abstract
Fault diagnosis is the problem of determining the root causes of process upsets. This paper presents a very efficient method of identifying the possible causes of process disturbances using the signed directed graph (digraph) representation of process interactions. The analysis is based on forming logical statements (rules) derived from the process digraph; these are evaluated using on-line data to yield the diagnosis. Evaluation of rule antecedents is more efficient than the previous algorithmic approach of Shiozaki et al. In the rule-based approach, the diagnostic criteria are represented explicitly, not hidden by a complex algorithmic procedure. This allows the diagnostic rules to be tailored to reflect the best available knowledge of plant behavior. The rules generated by this technique can be integrated with other rules on plant operations using an expert systems framework.

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Journal ArticleDOI

Neural Network Models and Statistical Tests as Flexible Base for Intelligent Fault Diagnosis

TL;DR: In this paper, the authors proposed an integrated approach to the "homogeneous" introducing the human-like thinking neuron schemes in all the stages of the model based fault diagnosis, and discussed several examples.
Journal ArticleDOI

Expert System for Supervisory Control of an Ethanol Oxidizing Process

TL;DR: The expert system proposed is a hybrid one which consists of a knowledge based part and a conventional logic part which contains a set of models and numerical algorithms, which can be combined to form functional mould for the real-time subtasks such as estimaton, optimization and control.
Journal ArticleDOI

Building a Knowledge Base of a Fault Diagnostic System for Chemical Processes

TL;DR: Based on the multi-level knowledge base presented, an integrated diagnosis system, with conventional part which includes a set of diagnostic algorithms using low level information and knowledge based part which has general reasoning ability, can be built up.
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