Junfei Qiao

A Self-Organizing Modular Neural Network for Nonlinear System Modeling

2020

In this paper, a self-organizing modular neural network (SO-MNN) is proposed for nonlinear system modeling, in which the modular structure and sub-networks are optimized to improve the modeling accuracy and efficiency. First, the modular structure …

Self-Organizing Interval Type-2 Fuzzy Neural Network With Adaptive Discriminative Strategy

2022 · IEEE Transactions on Fuzzy Systems

Covariate shift is a critical issue of interval type-2 fuzzy neural networks (IT2FNNs) due to the distribution discrepancy between training and testing samples. In this situation, IT2FNNs usually struggle to identify potential features from samples …