Edukasia: Jurnal Pendidikan dan Pembelajaran
Vol. 4 No. 2 (2023): Edukasia: Jurnal Pendidikan dan Pembelajaran

Pemodelan Energi Listrik yang Dihasilkan oleh PV Menggunakan Metode Time Series dan Neural Network untuk Komparasi

Umi Yuliatin (PEM Akamigas)
Asepta Surya Wardhana (PEM Akamigas)
Astrie Kusuma Dewi (PEM Akamigas)
Chalidia Nurin Hamdani (PEM Akamigas)



Article Info

Publish Date
06 Oct 2023

Abstract

Renewable energy sourced from the sun has become one of the focal points of alternative renewable energy as fossil energy reserves diminish. Solar energy, which is converted into electricity using photovoltaic technology, is influenced by several variables, particularly weather variables such as temperature, humidity, and solar radiation. This study involves modeling and forecasting the power output of a 100 Watt PV Solar system using Time Series Analysis and Neural Network techniques. The PV solar system is connected to various weather variable measurement sensors, such as a pyranometer, temperature sensor, and humidity sensor. The data collected from these sensors serve as input for calculating the power output of the installed 100 Watt PV system. The power output is observed on an hourly and daily basis. The modeling results indicate that the best model obtained using ARIMA with variables is ARIMA (0,0,2), incorporating all weather variables (Radiation, Humidity, Temperature*, Wind, and Light*) with a MAPE (Mean Absolute Percentage Error) of 2.91%. Meanwhile, for the best Neural Network (LSTM) model, the input variables of radiation, temperature, and intensity achieved a MAPE of 3.41%

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Journal Info

Abbrev

edukasia

Publisher

Subject

Education Languange, Linguistic, Communication & Media Mathematics Other

Description

Edukasia: Jurnal Pendidikan dan Pembelajaran has two versions, namely print and online, all of which are registered with the ISSN established by the Indonesian Institute of Sciences (LIPI) e-ISSN 2721-1169 (online) and ISSN 2721-1150 (print). Edukasia: Jurnal Pendidikan dan Pembelajaran is a medium ...