Automatica (Journal of IFAC)
GenSoFNN: a generic self-organizing fuzzy neural network
IEEE Transactions on Neural Networks
Expert Systems with Applications: An International Journal
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A novel approach for pipeline leak fault detection has been studied, which applies self-organizing fuzzy clustering neural network to identify work status. The proposed method utilized fuzzy neural clustering of DIC method instead of constructing exact mathematical model. After normalizing the sample data, together with prior knowledge, a fuzzy neural network is used to evaluate work status. An adaptive algorithm is developed to diagnose the leak fault. The experiment results have shown the validity and practicability of the method.