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Short Term Load Forecasting using Functional Link Network

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Main Authors: Muthukumaran, Sithambaram, Thyagarajah, K., Paulraj, Murugesa Pandiyan, Prof. Madya Dr.
Other Authors: muthu2kumaran@gmail.com
Format: Article
Language:English
Published: EuroJournals Publishing 2011
Subjects:
Load forecasting
Back propagation
Functional Link Network
Slope parameter
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/12126
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spelling my.unimap-121262011-05-27T01:16:11Z Short Term Load Forecasting using Functional Link Network Muthukumaran, Sithambaram Thyagarajah, K. Paulraj, Murugesa Pandiyan, Prof. Madya Dr. muthu2kumaran@gmail.com paul@unimap.edu.my Load forecasting Back propagation Functional Link Network Slope parameter Link to publisher's homepage at http://www.eurojournals.com/ Short Term Load Forecasting (STLF) is an important tool for successful planning and operation of power generating stations. This paper proposes neural network algorithm for STLF using Functional Link Neural Network (FLN) with Slope Parameter. This Neural Network Algorithm includes peak and minimum loads and load factors as additional inputs for the final forecast. The Proposed Functional Link Network with Slope Parameter (FLNSP) is tested for the Tamilnadu state, (India) grid data and the results are compared with the Conventional Back Propagation (CBP) method. Simulation results indicate that the proposed forecasting techniques are effective. 2011-05-27T01:12:27Z 2011-05-27T01:12:27Z 2011-04 Article European Journal of Scientific Research , vol.51(3), 2011 , pages 315-320 1450-216X http://www.eurojournals.com/EJSR_51_3_03.pdf http://hdl.handle.net/123456789/12126 en EuroJournals Publishing
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Load forecasting
Back propagation
Functional Link Network
Slope parameter
spellingShingle Load forecasting
Back propagation
Functional Link Network
Slope parameter
Muthukumaran, Sithambaram
Thyagarajah, K.
Paulraj, Murugesa Pandiyan, Prof. Madya Dr.
Short Term Load Forecasting using Functional Link Network
description Link to publisher's homepage at http://www.eurojournals.com/
author2 muthu2kumaran@gmail.com
author_facet muthu2kumaran@gmail.com
Muthukumaran, Sithambaram
Thyagarajah, K.
Paulraj, Murugesa Pandiyan, Prof. Madya Dr.
format Article
author Muthukumaran, Sithambaram
Thyagarajah, K.
Paulraj, Murugesa Pandiyan, Prof. Madya Dr.
author_sort Muthukumaran, Sithambaram
title Short Term Load Forecasting using Functional Link Network
title_short Short Term Load Forecasting using Functional Link Network
title_full Short Term Load Forecasting using Functional Link Network
title_fullStr Short Term Load Forecasting using Functional Link Network
title_full_unstemmed Short Term Load Forecasting using Functional Link Network
title_sort short term load forecasting using functional link network
publisher EuroJournals Publishing
publishDate 2011
url http://dspace.unimap.edu.my/xmlui/handle/123456789/12126
_version_ 1643790330853588992
score 13.211869

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