PROJECT TITLE :

Development and Implementation of a Simplified Self-Tuned Neuro–Fuzzy-Based IM Drive (2014)

ABSTRACT :

In this paper a novel and simplified self-tuned neuro-fuzzy controller (NFC) is developed for speed control of an induction motor (IM) drive. The proposed NFC combines fuzzy logic and a four-layer artificial neural network (ANN) scheme. The proposed control scheme decreases the computational burden as compared to the conventional NFC without sacrificing the performance. In the proposed NFC only speed error is employed as input. The simple structure of the proposed NFC makes it easier to be implemented in practical applications. Based on the knowledge of vector control and back propagation (BP) algorithm an unsupervised self-tuning method is developed to adjust membership functions and weights of the proposed NFC. The complete drive incorporating the proposed self tuned NFC is experimentally implemented using a digital signal processor board DS-1104 for a laboratory 1/3 hp motor. The effectiveness of the proposed NFC based vector control of IM drive is tested both in simulation and experiment at different operating conditions. Comparison of results in simulation and experiment proves that the simplification of the proposed NFC does not decrease the system performance as compared to conventional NFC.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE : Development and Assessment of a New Global Mammographic Image Feature Analysis Scheme to Predict Likelihood of Malignant Cases ABSTRACT: Researchers in this project hope to create and test a new computer-aided
PROJECT TITLE : Design and Development of MATLAB Based Three Phase Converter for Unbalanced AC Source ABSTRACT: The primary goal of this project is to build a control circuit with components in the zero sequence, although
PROJECT TITLE : Development of High-Performance ABSTRACT: The construction industry is increasingly using terms like "green buildings," "sustainable construction," and "high-performance buildings." A healthier interior environment
PROJECT TITLE :Features Classification Forest: A Novel Development That Is Adaptable To Robust Blind Watermarking Techniques - 2017ABSTRACT:A completely unique watermarking theme is proposed that could substantially improve current
PROJECT TITLE : Knowledge-Based Neural Network Model for FPGA Logical Architecture Development - 2016 ABSTRACT: This paper proposes a knowledge-based mostly neural network (KBNN) modeling approach for field-programmable gate

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry