Half Hourly Electricity Load Prediction using Echo State Network
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064



Downloads: 113

Research Paper | Computer Science & Engineering | India | Volume 3 Issue 6, June 2014

Half Hourly Electricity Load Prediction using Echo State Network

Shivani Varshney, Toran Verma

Prediction of time series is a task that cannot be efficiently done by using feed forward neural network. Recurrent neural network are the suitable neural networks for time series prediction task. Electricity load series is also a kind of chaotic time series. In this paper a echo state network is proposed to calculate the electricity load after half an hour. No other type of data is used for prediction except the previous electricity load values. The predicted values obtained from various simulation runs are very close to the actual value.

Keywords: Neural Network, Time Series prediction, Echo State Network, Electricity load forecasting

Edition: Volume 3 Issue 6, June 2014

Pages: 885 - 888

Share this Article

How to Cite this Article?

Shivani Varshney, Toran Verma, "Half Hourly Electricity Load Prediction using Echo State Network", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=2014351, Volume 3 Issue 6, June 2014, 885 - 888

Enter Your Email Address and Click Download Button





Similar Articles with Keyword 'Neural Network'

Downloads: 83

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020

Pages: 1626 - 1628

Image Noise Reduction with Autoencoder using Tensor Flow

Jai Sehgal, Dr Yojna Arora

Share this Article

Downloads: 0

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 7, July 2021

Pages: 991 - 998

Advance Cataract Onset Detection Using Deep Learning

Aditya Parulekar, Ashwin Martins, Miral Fernandes, Pratikesh Bhat, Pratiksha Shetgaonkar, Dr. Shailendra Aswale

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 7, July 2021

Pages: 421 - 424

Comparative Analysis of AI Techniques in the Prediction of Heart Disease

Irtiqa Dhar

Share this Article

Downloads: 2 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021

Pages: 720 - 724

Review on Deep Learning and IoT Techniques on Corono Virus

Mansi Kambli

Share this Article

Downloads: 2 | Monthly Hits: ⮙2

Research Paper, Computer Science & Engineering, China, Volume 10 Issue 5, May 2021

Pages: 1130 - 1137

Artificial Intelligence: The Backbone of Industry Evolution, Impact, and Future

Ralph Tichafa Tawanda Chawatama, Sun Shaowei

Share this Article



Top