Modelling Of Solar Radiation Estimation Using AI Techniques

Rahul Veesam , Vaddadi Sai Abhinav , V. V. Jayanth Reddy , Puneet Kumar Singh

Solar Radiation, Artificial Neural Network, Modelling

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.

Published Paper   E-Certificate

"Modelling Of Solar Radiation Estimation Using AI Techniques", IJSDR - International Journal of Scientific Development and Research (www.IJSDR.org), ISSN:2455-2631, Vol.8, Issue 7, page no.1034 - 1056, July-2023, Available :https://ijsdr.org/papers/IJSDR2307154.pdf

Volume 8 Issue 7, July-2023

Pages : 1034 - 1056

Paper Reg. ID: IJSDR_207841

Published Paper Id: IJSDR2307154

Downloads: 000347213

Research Area: Engineering

Country: Hyderabad , Telangana , India

Published Paper PDF: https://ijsdr.org/papers/IJSDR2307154

Published Paper URL: https://ijsdr.org/viewpaperforall?paper=IJSDR2307154

ISSN: 2455-2631 | IMPACT FACTOR: 9.15 Calculated By Google Scholar | ESTD YEAR: 2016

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 9.15 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Publisher: IJSDR(IJ Publication) Janvi Wave

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition