One Day Ahead Prediction of PV Power Plant for Energy Management System Using Neural Network

Khairunnisa'binti B. Hanifulkhair, Ardyono Priyadi, Vita Lystianingrum, Rezi Delfianti

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

4 Citations (Scopus)

Abstract

One of the aims of this paper is to reduce electricity bills and provide added value to its users, besides producing environmentally friendly and emissions-free electricity. Therefore, the power generated from solar panels must be maximized to achieve the target expected by the user. In this study, the author means to predict power output using Elman Neural Network (ENN) and Feed Forward Neural Network (FFNN). The Levenberg-Marquardt algorithm is used for the learning process as an activation function of the time series of PV power production, and the inputs used in Neural Networks (NN) are several meteorological variables. Some error values from the simulation results will be evaluated to estimate the accuracy of the forecasting method, for energy management systems and those with the smallest MSE error values will be selected as a reference in planning the establishment of solar panel power plants in the future. The results show that FFNN provides the best MSE, for all cases an example in case II days 3 and 4 are 0.01471% and 0.00097% respectively.

Original languageEnglish
Title of host publicationProceedings - 2020 International Seminar on Intelligent Technology and Its Application
Subtitle of host publicationHumanification of Reliable Intelligent Systems, ISITIA 2020
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages107-112
Number of pages6
ISBN (Electronic)9781728174136
DOIs
Publication statusPublished - Jul 2020
Externally publishedYes
Event2020 International Seminar on Intelligent Technology and Its Application, ISITIA 2020 - Virtual, Online, Indonesia
Duration: 22 Jul 202023 Jul 2020

Publication series

NameProceedings - 2020 International Seminar on Intelligent Technology and Its Application: Humanification of Reliable Intelligent Systems, ISITIA 2020

Conference

Conference2020 International Seminar on Intelligent Technology and Its Application, ISITIA 2020
Country/TerritoryIndonesia
CityVirtual, Online
Period22/07/2023/07/20

Keywords

  • Elman Neural Network
  • Energyy Management System
  • Feed Forward Neural Network
  • Levenberg-Marquardt
  • Neural Network

Fingerprint

Dive into the research topics of 'One Day Ahead Prediction of PV Power Plant for Energy Management System Using Neural Network'. Together they form a unique fingerprint.

Cite this