Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Local conditioning in Bayesian networks
Artificial Intelligence
Approximating Bayesian Belief Networks by Arc Removal
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fault diagnosis using Rough Sets Theory
Computers in Industry
Computational Properties of Two Exact Algorithms for Bayesian Networks
Applied Intelligence
Bayesian Networks for Data Mining
Data Mining and Knowledge Discovery
Approximating Probabilistic Inference in Bayesian Belief Networks
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bayesian networks for knowledge discovery in large datasets: basics for nurse researchers
Journal of Biomedical Informatics - Special issue: Building nursing knowledge through infomatics: from concept representation to data mining
A Bayesian belief network for IT implementation decision support
Decision Support Systems
Fault diagnosis of induction motor based on decision trees and adaptive neuro-fuzzy inference
Expert Systems with Applications: An International Journal
Vibration-based fault diagnosis of spur bevel gear box using fuzzy technique
Expert Systems with Applications: An International Journal
Rough set-based heuristic hybrid recognizer and its application in fault diagnosis
Expert Systems with Applications: An International Journal
Scalable pattern mining with Bayesian networks as background knowledge
Data Mining and Knowledge Discovery
Expert Systems with Applications: An International Journal
Large engineering project risk management using a Bayesian belief network
Expert Systems with Applications: An International Journal
Cost-benefit factor analysis in e-services using bayesian networks
Expert Systems with Applications: An International Journal
A novel clustering algorithm based on the extension theory and genetic algorithm
Expert Systems with Applications: An International Journal
Fault classifier of rotating machinery based on weighted support vector data description
Expert Systems with Applications: An International Journal
Bayesian Network Technologies: Applications and Graphical Models
Bayesian Network Technologies: Applications and Graphical Models
Expert Systems with Applications: An International Journal
Fault diagnosis of pneumatic systems with artificial neural network algorithms
Expert Systems with Applications: An International Journal
Fault diagnosis of power transformer based on support vector machine with genetic algorithm
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
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Flexible rotor is a crucial mechanical component of a diverse range of rotating machineries and its condition monitoring and fault diagnosis are of particular importance to the modern industry. In this paper, Bayesian belief network (BBN) is applied to the fault inference for rotating flexible rotors with attempt to enhance the reasoning capacity under conditions of uncertainty. A generalized three-layer configuration of BBN for the fault inference of rotating machinery is developed by fully incorporating human experts' knowledge, machine faults and fault symptoms as well as machine running conditions. Compared with the Naive diagnosis network, the proposed topological structure of causalities takes account of more practical and complete diagnostic information in fault diagnosis. The network tallies well with the practical thinking of field experts in the whole processes of machine fault diagnosis. The applications of the proposed BBN network in the uncertainty inference of rotating flexible rotors show good agreements with our knowledge and practical experience of diagnosis.