DocumentCode :
707376
Title :
Multilayer perceptron based control of hybrid power system for DC homes
Author :
Nangia, Divya ; Chauhan, Yogesh K.
Author_Institution :
Sch. of Eng., Gautam Buddha Univ., Noida, India
fYear :
2015
fDate :
11-13 March 2015
Firstpage :
834
Lastpage :
839
Abstract :
The current development of electric power systems brings about the need to deal with increasingly multifaceted interactions of various technical components and relevant actors in order to integrate more comprehensive spectrum of different aspects into a single system. Thus, here is a proposed system of an intelligent control system using multi perceptron method of supervised learning, where the system will be continuously gathering a training set of time, output of various sensors, load, etc and finally learn how to switch between Grid Connected Hybrid Power System for DC Homes, where system is dealt with utility grid, battery and solar PV to power DC load in homes. The performance of the system is then compared by varying the number of samples. Finally the system is learnt and the needful switching between three power sources, utility grid, battery and solar PV is efficiently done based upon time, weather and load, which are inputs to the system.
Keywords :
buildings (structures); hybrid power systems; power grids; power system interconnection; DC homes; battery; electric power systems; grid connected hybrid power system; intelligent control system; multi perceptron method; multilayer perceptron based control; power DC load; power sources; solar PV; supervised learning; utility grid; Accuracy; Artificial neural networks; Batteries; Hybrid power systems; Supervised learning; Switches; Training; Artificial Neural Network; DC Load; Hybrid Power System; Solar PV; Utility Grid;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computing for Sustainable Global Development (INDIACom), 2015 2nd International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-9-3805-4415-1
Type :
conf
Filename :
7100366
Link To Document :
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