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Modified Differential Evolution Algorithm Based Neural Network for Nonlinear Discrete Time System
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Author(s): Uday Pratap Singh (Madhav Institute of Technology and Science, India), Sanjeev Jain (Shri Mata Vaishno Devi University, India), Rajeev Kumar Singh (Madhav Institute of Technology and Science, India)and Mahesh Parmar (Madhav Institute of Technology and Science, India)
Copyright: 2017
Pages: 24
Source title:
Handbook of Research on Recent Developments in Intelligent Communication Application
Source Author(s)/Editor(s): Siddhartha Bhattacharyya (RCC Institute of Information Technology, India), Nibaran Das (Jadavpur University, India), Debotosh Bhattacharjee (Jadavpur University, India)and Anirban Mukherjee (RCC Institute of Information Technology, India)
DOI: 10.4018/978-1-5225-1785-6.ch016
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Abstract
Two main important features of neural networks are weights and bias connection, which is still a challenging problem for researchers. In this paper we select weights and bias connection of neural network (KN) using modified differential evolution algorithm (MDEA) i.e. MDEA-NN for uncertain nonlinear systems with unknown disturbances and compare it with KN using differential evolution algorithm (DEA) i.e. DEA-KN. In this work, MDEA is based on exploitation and exploration of capability, we have implemented differential evolution algorithm and modified differential evolution algorithm, which are based on the consideration of the three main operator's mutation, crossover and selection. MDEA-KN is applied on two different uncertain nonlinear systems, and one benchmark problem known as brushless dc (BDC) motor. Proposed method is validated through statistical testing's methods which demonstrate that the difference between target and output of proposed method are acceptable.
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