SHORT-TERM LOAD FORECASTING BASED ON PARALLEL HYBRID WAVELET NEURAL NETWORK

Short-term load forecasting (STLF) is the prediction of load demands from one hour to one week which crucially is used for operation and planning of the electric power system. Load demands are nonstationary processes and sensitive to the weather conditions. Due to these challenges, STLF requires...

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Main Author: NARIN , SOVANN
Format: Thesis
Language:English
Published: 2016
Subjects:
Online Access:http://utpedia.utp.edu.my/21861/1/2016%20-%20ELECTRIC%20-SHORT-TERM%20LOAD%20FORECASTING%20BASED%20ON%20PARALLEL%20HYBRID%20WAVELET%20NEURAL%20NETWORK%20-%20NARIN%20SOVANN%20-%20MASTER.pdf
http://utpedia.utp.edu.my/21861/
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Institution: Universiti Teknologi Petronas
Language: English
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spelling my-utp-utpedia.218612021-09-24T09:54:36Z http://utpedia.utp.edu.my/21861/ SHORT-TERM LOAD FORECASTING BASED ON PARALLEL HYBRID WAVELET NEURAL NETWORK NARIN , SOVANN TK Electrical engineering. Electronics Nuclear engineering Short-term load forecasting (STLF) is the prediction of load demands from one hour to one week which crucially is used for operation and planning of the electric power system. Load demands are nonstationary processes and sensitive to the weather conditions. Due to these challenges, STLF requires a new model that can achieve accuracy and robustness of load forecasting. This work proposes a hybrid model to improve the accuracy and certainty for one-day ahead (from 1 hour to 24 hours) load forecasting. This proposed method is Parallel Hybrid Wavelet Neural Networks (PWNN) which comprises of Wavelet Transform (WT), hybrid particle swarm optimization and Levenberg-Marquardt algorithm (PSO-LM) and neural network (NN) based on parallel prediction method. 2016-02 Thesis NonPeerReviewed application/pdf en http://utpedia.utp.edu.my/21861/1/2016%20-%20ELECTRIC%20-SHORT-TERM%20LOAD%20FORECASTING%20BASED%20ON%20PARALLEL%20HYBRID%20WAVELET%20NEURAL%20NETWORK%20-%20NARIN%20SOVANN%20-%20MASTER.pdf NARIN , SOVANN (2016) SHORT-TERM LOAD FORECASTING BASED ON PARALLEL HYBRID WAVELET NEURAL NETWORK. Masters thesis, Universiti Teknologi PETRONAS.
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Electronic and Digitized Intellectual Asset
url_provider http://utpedia.utp.edu.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
NARIN , SOVANN
SHORT-TERM LOAD FORECASTING BASED ON PARALLEL HYBRID WAVELET NEURAL NETWORK
description Short-term load forecasting (STLF) is the prediction of load demands from one hour to one week which crucially is used for operation and planning of the electric power system. Load demands are nonstationary processes and sensitive to the weather conditions. Due to these challenges, STLF requires a new model that can achieve accuracy and robustness of load forecasting. This work proposes a hybrid model to improve the accuracy and certainty for one-day ahead (from 1 hour to 24 hours) load forecasting. This proposed method is Parallel Hybrid Wavelet Neural Networks (PWNN) which comprises of Wavelet Transform (WT), hybrid particle swarm optimization and Levenberg-Marquardt algorithm (PSO-LM) and neural network (NN) based on parallel prediction method.
format Thesis
author NARIN , SOVANN
author_facet NARIN , SOVANN
author_sort NARIN , SOVANN
title SHORT-TERM LOAD FORECASTING BASED ON PARALLEL HYBRID WAVELET NEURAL NETWORK
title_short SHORT-TERM LOAD FORECASTING BASED ON PARALLEL HYBRID WAVELET NEURAL NETWORK
title_full SHORT-TERM LOAD FORECASTING BASED ON PARALLEL HYBRID WAVELET NEURAL NETWORK
title_fullStr SHORT-TERM LOAD FORECASTING BASED ON PARALLEL HYBRID WAVELET NEURAL NETWORK
title_full_unstemmed SHORT-TERM LOAD FORECASTING BASED ON PARALLEL HYBRID WAVELET NEURAL NETWORK
title_sort short-term load forecasting based on parallel hybrid wavelet neural network
publishDate 2016
url http://utpedia.utp.edu.my/21861/1/2016%20-%20ELECTRIC%20-SHORT-TERM%20LOAD%20FORECASTING%20BASED%20ON%20PARALLEL%20HYBRID%20WAVELET%20NEURAL%20NETWORK%20-%20NARIN%20SOVANN%20-%20MASTER.pdf
http://utpedia.utp.edu.my/21861/
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