INTERNATIONAL JOURNAL OF SCIENTIFIC DEVELOPMENT AND RESEARCH International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2455-2631 | Impact factor: 8.15 | ESTD Year: 2016
open access , Peer-reviewed, and Refereed Journals, Impact factor 8.15
Modelling Of Solar Radiation Estimation Using AI Techniques
Authors Name:
Rahul Veesam
, Vaddadi Sai Abhinav , V. V. Jayanth Reddy , Puneet Kumar Singh
Unique Id:
IJSDR2307154
Published In:
Volume 8 Issue 7, July-2023
Abstract:
Prediction of solar radiation is vital for the development of solar technology within the country. Here, an artificial neural network (ANN) has been developed with the use of MATLAB software. Solar data for the city of Hyderabad are collected using data from National Solar Radiation Database (NSRDB). The parameters taken into consideration are Diffuse Horizontal Irradiance(DHI), Direct Normal Irradiation(DNI) and Global Horizontal Irradiance(GHI). Here, DHI and DNI values are taken as inputs while GHI value is taken as the target output. The ANN model has been evaluated by calculating the Mean Square Error(MSE). The correlation coefficient(R) between the predicted values and the actual outputs are calculated. For predictions with higher than R value 0.95, gives high reliability of the developed model. Modelling of neural network is done as to get R value as close to 1 as possible. Monthly solar radiation predictions are made using the developed ANN model and compared to actual values.
Keywords:
Solar Radiation, Artificial Neural Network, Modelling
Cite Article:
"Modelling Of Solar Radiation Estimation Using AI Techniques", International Journal of Science & Engineering Development Research (www.ijsdr.org), ISSN:2455-2631, Vol.8, Issue 7, page no.1034 - 1056, July-2023, Available :http://www.ijsdr.org/papers/IJSDR2307154.pdf
Downloads:
000338719
Publication Details:
Published Paper ID: IJSDR2307154
Registration ID:207841
Published In: Volume 8 Issue 7, July-2023
DOI (Digital Object Identifier):
Page No: 1034 - 1056
Publisher: IJSDR | www.ijsdr.org
ISSN Number: 2455-2631
Facebook Twitter Instagram LinkedIn