IMPLEMENTATION OF A SIMPLE SELF - TUNED NEURO FUZZY BASED IM DRIVE
Journal: International Journal of Engineering Sciences & Research Technology (IJESRT) (Vol.4, No. 8)Publication Date: 2015-08-30
Authors : Yuva Kishore; K.Guna Prasad;
Page : 980-987
Keywords : Back propagation (BP); digital signal processor(DSP); indirect;
Abstract
A novel simplified self - tuned neuro ? fuzzy controller (NFC) for speed control of an induction motor (IM) drive is presented in this paper. The proposed NFC amalgamates fuzzy logic and a four - layer neural network structure. Only speed error is employed as input to the NFC so that the computational encumbrance of the NFC is reduced and it becomes congruous for authentic - time industrial drive applic ations. Predicated on the erudition of back - propagation algorithm, an unsupervised self - tuning method is developed to adjust membership functions and weights of the proposed NFC so that the performance will be kindred to that of the conventional two - input NFC. The consummate drive incorporating the proposed self - tuned NFC is experimentally implemented utilizing a digital sig nal - processor board DS - 1104 for a laboratory 1/3 - hp motor .The efficacy of the proposed NFC - predicated vector control of IM drive is te sted in both simulation and experiment at different operating conditions. Comparative results show that the simplification of the proposed NFC does not decrement the system performance as compared to the conventional NFC. In order to prove the preponderati ng of the proposed simplified NFC, the performances of the proposed NFC are additionally compared to those obtained by a conventional proportional ? integr al controller
Other Latest Articles
- VRF AND CHILLER SYSTEM
- ESTIMATION OF METALS IN GODAVARI RIVER WATER BY ICP - MS DURING MAHA PUSKARAM IN EAST AND WEST GODAVARI DISTRICT, ANDHRA PRADESH, INDIA
- MATLAB SIMULATIV STUDY OF SEPIC CONVERTER
- PERFORMANCE ANALYSIS OF MULTICARRIER SPWM STRATEGIES FOR THREE PHASE Z - SOURCE SEVEN LEVEL CASCADE INVERTER
- FINITE ELEMENT ANALYSIS OF STACKED VESSELS
Last modified: 2015-08-27 17:33:11