International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064




Downloads: 105 | Views: 128

Research Paper | Electrical Engineering | India | Volume 4 Issue 5, May 2015


Stabilization of Non-Linear System Using Single Input Neuro-Fuzzy Logic Controller Based on Radial Basis Function Network

Ravi Kumar Soni | Dr. M. J. Nigam [2]


Abstract: This paper proposes a Single Input Neuro-fuzzy Logic Controller based on Radial Basis Function Network (SI-NFRBFN) for non-linear systems. To obtain single input from multi inputs a Distance Method is suggested. Using this method all the uncertain inputs are simplified into a single input known as distance. With the help of this variable the control unit matrix introduced in Hybrid Neuro-fuzzy Logic Controller based on Radial Basis Function Network (HNFRBFN) is reduced from its 2-dimensional state to a single dimension state, without much affecting the response of the system. By obtaining single dimensional control matrix it is seen that the computational analysis in the learning part of HNFRBFN controller reduces drastically. Due to this the tuning effort and execution time of the proposed SI-NFRBFN controller is minimized. The simulation results show that the SI-NFRBFN controller provides better performance and is more efficient in comparison to HNFRBFN controller.


Keywords: Radial basis membership function, Neural network, Fuzzy logic controller, Gradient descent algorithm


Edition: Volume 4 Issue 5, May 2015,


Pages: 2632 - 2638


How to Download this Article?

Type Your Email Address below to Download the Article PDF


How to Cite this Article?

Ravi Kumar Soni, Dr. M. J. Nigam, "Stabilization of Non-Linear System Using Single Input Neuro-Fuzzy Logic Controller Based on Radial Basis Function Network", International Journal of Science and Research (IJSR), Volume 4 Issue 5, May 2015, pp. 2632-2638, https://www.ijsr.net/get_abstract.php?paper_id=SUB154869



Similar Articles with Keyword 'Neural network'

Downloads: 107

Research Paper, Electrical Engineering, China, Volume 5 Issue 3, March 2016

Pages: 1470 - 1473

Based on Multi-FPGA Neuron Simulation Hardware Platform

Aiqing Zhao | Huiyan Li

Share this Article

Downloads: 108

M.Tech / M.E / PhD Thesis, Electrical Engineering, India, Volume 5 Issue 5, May 2016

Pages: 2059 - 2065

Identification of Type & Location of a Fault in a Distributed Generation System Using Neural Network

Saurabh Awasthi | Ranjay Singh

Share this Article



Top