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All Journal Jurnal Informatika Jurnal Infra International Journal of Renewable Energy Development Berkala Forum Studi Transportasi antar Perguruan Tinggi
Gregorius Satia Budhi
Program Studi Teknik Informatika
Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Earth & Planetary Sciences Electrical & Electronics Engineering Energy Engineering Social Sciences Transportation

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Journal : International Journal of Renewable Energy Development

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Clustering-based assessment of solar irradiation and temperature attributes for PV power generation site selection: A case of Indonesia’s Java-Bali region Tanoto, Yusak; Budhi, Gregorius Satia; Mingardi, Sean Frederick
International Journal of Renewable Energy Development Vol 13, No 2 (2024): March 2024
Publisher : Center of Biomass & Renewable Energy (CBIORE)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61435/ijred.2024.59998

Abstract

This study presents clustering-based assessments of solar attributes for locating potential solar photovoltaic (PV) power plant sites using k-means and density-based spatial clustering of applications with noise (DBSCAN) by examining the yearly average single-attribute and three-attribute clustering on a dataset of long-term hourly-based direct and diffuse irradiation, ambient temperature, and solar PV power output from 2005 to 2022. Three-attribute clustering enables stakeholders to better understand the characteristics of a cluster by collectively identifying three solar attributes and the magnitude of each attribute in an area or cluster. The presence of this information, which constitutes the clusters, suggests that these attributes have different effects on solar PV output power in different clusters. Although k-means is an effective method for investigating potential locations for PV power plant placements, DBSCAN offers users an alternative method for accomplishing a similar goal. In the case of three-attribute clustering of direct irradiation with k-means and DBSCAN, the 18-year mean value of clusters with the highest yearly average value is achieved at very similar values of 0.305 kW/m2 and 0.310 kW/m2, respectively. It turns out that only six years of direct irradiation had an annual mean value of less than 0.305 kW/m2. This finding implies that in the long run, the solar resources in terms of direct irradiation will typically surpass 0.3 kW/m2/MW installed capacity over all areas suitable for PV power plants. While focusing on the Java-Bali region, Indonesia, the findings, and methods appear to be of broader interest to policymakers, particularly in developing countries where solar PV is considered an option for sustainable energy generation.
Co-Authors A.A. Ketut Agung Cahyawan W Agustinus Darmawan Andilolo Agustinus Noertjahyana Andre Lionel Sanjaya, Andre Lionel Andreas Handojo Andrew Victory Walelang, Andrew Victory Anthony Wibisono Bondan Sebastian, Bondan Budi Raharjo Christian Aditia, Christian Davin Ardian Tansil, Davin Ardian Dimas Adiputra Gunawan Djoni Haryadi Setiabudi Edo Pangkatodi, Edo Elizabeth Nathania Witanto Erick Leonardo Erwin -- Evan Sanjaya Evans Sanjaya Ezra Christian Winata, Ezra Christian Felicia Soedjianto Ferdi Atmaja Wong Susilo Gideon Abram Filando Suwarso, Gideon Abram Filando Gogo Tio Pandang Tambunan Hans Christian Indrayana, Hans Christian Hans Juwiantho Hendy Santoso Ibnu Gunawan Jeffry Hartanto Jimmy Muliawan Johan Sutanto Johny Suhartanto Joshua Ricky Hartono Justinus Andjarwirawan Kartika Gunadi Kiat Stanley Klemens - Kristo Radion Purba Leo Willyanto Santoso Leonardi Anthoni Silvatika Liliana - Liliana -- Liliana . Liliana Liliana Lily Puspa Dewi Michael Constantine Wijaya Mingardi, Sean Frederick Osmand Prayitno Pristian Panget Rendy Suryadharma, Rendy Resmana Lim Richard Giovanni Darsono, Richard Giovanni Ricky Tanojo Rionaldo - Wibowo Rolly Intan Rudy Adipranata Rudy Setiawan Satriya Gede Jaya Wibawa, Satriya Gede Jaya Silvia Rostianingsih Singgih Mardianto Soephomo Stefani Natalia Hendratha, Stefani Natalia Steven Pierretio, Steven Stevie Suwanto Putra Sugiarto, Hansel Davin Timotius Jayadi Pranoto Tjio Roy Abrianto Suciono, Tjio Roy Abrianto Tommy Hendra Vincent Utomo Vincentius Hadi Rahardjo, Vincentius Hadi willy wardhana gunawan Yanuar Christian Ardianto Yulia Yulia Yusak Tanoto