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agent AMNs amplitude analysis applications Artificial Intelligence Artificial Neural Networks B-Spline network basis functions bearing blackboard system centrifugal pump system chromosome complex components condition monitoring crossover defined deltap detected developed diagnosis Expert System diagnosis system drive-end Engineering expert systems extract fast AND power fault Figure flow is low fuzzy logic fuzzy relationships fuzzy sets fuzzy system genetic algorithms hidden layer High Frequency Hopfield network human impeller implemented individual input space knots knowledge base learning low AND speed machine measure mechanical equipment membership function membership value method Misalignment MLFF ANN MLFF network monitoring and diagnosis motor multivariate basis functions mutation network structure neurons operator optimization parameters patterns performance possible power is high problem risk procedure processing representation rotational rotor schema selection sensors signal simulated solution solve Supervised learning techniques theory Unbalance univariate usually variable vector weight