A modified gradient-based neuro-fuzzy learning algorithm and its convergence

DOI10.1016/j.ins.2009.12.030zbMath1192.68547OpenAlexW2115471292MaRDI QIDQ975860

Wei Wu, Yan Liu, Jie Yang, Long Li

Publication date: 11 June 2010

Published in: Information Sciences (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ins.2009.12.030

zbMATH Keywords

convergenceconstant learning rateGaussian membership functionmodified gradient-based neuro-fuzzy learning algorithmzero-order Takagi-Sugeno inference system

Mathematics Subject Classification ID

Nonnumerical algorithms (68W05) Learning and adaptive systems in artificial intelligence (68T05)

Related Items (10)

Deterministic convergence analysis via smoothing group Lasso regularization and adaptive momentum for Sigma-Pi-Sigma neural network ⋮ Smoothed \(L_{1/2}\) regularizer learning for split-complex valued neuro-fuzzy algorithm for TSK system and its convergence results ⋮ The convergence analysis of spikeprop algorithm with smoothing \(L_{1/2}\) regularization ⋮ An online gradient-based parameter identification algorithm for the neuro-fuzzy systems ⋮ Convergence analysis of the batch gradient-based neuro-fuzzy learning algorithm with smoothing \(L_{1/2}\) regularization for the first-order Takagi-Sugeno system ⋮ Sensitivity analysis of Takagi-Sugeno fuzzy neural network ⋮ A backpropagation learning algorithm with graph regularization for feedforward neural networks ⋮ Nonstationary fuzzy neural network based on fcmnet clustering and a modified CG method with Armijo-type rule ⋮ Policy sharing between multiple mobile robots using decision trees ⋮ Batch gradient method with smoothing \(L_{1/2}\) regularization for training of feedforward neural networks

Uses Software

• ANFIS
• DENFIS

Cites Work

• An effective learning of neural network by using RFBP learning algorithm
• Adaptive neuro-fuzzy inference systems based approach to nonlinear noise cancellation for images
• Trajectory tracking in aircraft landing operations management using the adaptive neural fuzzy inference system
• An asymmetry-similarity-measure-based neural fuzzy inference system
• Unnamed Item

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