Bookcover of Design and Implementation of Electricity Consumption Prediction System
Booktitle:

Design and Implementation of Electricity Consumption Prediction System

LAP LAMBERT Academic Publishing (2016-06-09 )

Books loader

Omni badge eligible for voucher
ISBN-13:

978-3-659-89527-2

ISBN-10:
365989527X
EAN:
9783659895272
Book language:
English
Blurb/Shorttext:
The observed poor quality of service being experienced in the power sector of Nigeria economy has been traced to non-availability of adequate model that can handle the inconsistencies associated with traditional statistical models for predicting consumers’ electricity need, so as to bridge the gap between the demand and supply of the energy. This research presents Electricity Consumption Prediction System (ECPS) based on the principle of radial basis function neural network to predict the country’s electricity consumption using the historical data sourced from Central Bank of Nigeria (CBN) annual statistical bulletin. The entire datasets used in the study were divided into train, validation and test sets in the ratio of 13:3:4. By the above, 65% of the entire data were used for the training, 15% for validation and 20% for testing. The train data was presented to the constructed models to approximate the function that maps the input patterns to some known target values. The models were also used to simulate both validation and the test datasets as case data on the consistency of results obtained from the training session through the train data.
Publishing house:
LAP LAMBERT Academic Publishing
Website:
https://www.lap-publishing.com/
By (author) :
Opeyemi Lateef Usman
Number of pages:
116
Published on:
2016-06-09
Stock:
Available
Category:
Informatics, IT
Price:
49.90 €
Keywords:
Backpropagation, forecast, Radial Basis Function (RBF) network, ECPS, Electricity

Books loader

Newsletter

Adyen::diners Adyen::jcb Adyen::discover Adyen::amex Adyen::mc Adyen::visa Adyen::cup Adyen::unionpay Adyen::paypal Paypal CryptoWallet Wire Transfer

  0 products in the shopping cart
Edit cart
Loading frontend
LOADING