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Author:

Qiao, Jun-Fei (Qiao, Jun-Fei.) (Scholars:乔俊飞) | Wang, Hui-Dong (Wang, Hui-Dong.)

Indexed by:

EI Scopus PKU CSCD

Abstract:

A new self-organizing algorithm for fuzzy neural networks is proposed, which automates the structure and parameter identification simultaneously based on input-target samples. Firstly, a self-organizing clustering method is used to establish the network structure and the initial values of its parameters. Then a supervised learning is applied to optimize these parameters. An example of nonlinear function approximation is given to demonstrate the effectiveness of the algorithm, where some comparisons are made with other approaches. Finally, based on the data of a wastewater treatment plant, a forecast model of the output-water quality is developed using the established fuzzy neural networks. Simulation results show that the output-water quality can be well predicted by the model.

Keyword:

Fuzzy logic Fuzzy inference Water quality Wastewater treatment Sewage treatment plants Fuzzy neural networks Approximation algorithms

Author Community:

  • [ 1 ] [Qiao, Jun-Fei]Institute of Artificial Intelligence and Robotics, Beijing University of Technology, Beijing 100022, China
  • [ 2 ] [Wang, Hui-Dong]Institute of Artificial Intelligence and Robotics, Beijing University of Technology, Beijing 100022, China

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Source :

Control Theory and Applications

ISSN: 1000-8152

Year: 2008

Issue: 4

Volume: 25

Page: 703-707

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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