International Journal of Power Electronics and Drive Systems (IJPEDS)
Vol 15, No 4: December 2024

Load forecasting analysis for estimating transformer capacity of Karangkates Substations using Holt-Winters method in Python

Rahmawati, Yuni (Unknown)
Kaki, Gregorius Paulus Mario Laka (Unknown)
Aripriharta, Aripriharta (Unknown)
Sujito, Sujito (Unknown)
Afandi, Arif Nur (Unknown)
Wibawa, Aji Prasetya (Unknown)
Purwatiningsih, Ayu (Unknown)
Bagaskoro, Muhammad Cahyo (Unknown)
Omar, Saodah (Unknown)
Rosmin, Norzanah (Unknown)



Article Info

Publish Date
01 Dec 2024

Abstract

In the six years from 2010 to 2015, the peak load in the East Java region increased by an average of 284MW per year. Karangkates Substation is part of an interconnected electrical system that supplies Java Island. To ensure a high level of reliability in its service, it is necessary to prepare for load growth to make sure that it does not exceed its ideal conditions, therefore special analysis of transformer capacity is needed. Using the Holt-Winters (HW) method as a reference for processing the data can be used as a reference in planning and anticipating the growing electricity demand. The results of this study are with the accuracy of the HW method with mean absolute percentage error (MAPE) = 2.645%, while the accuracy of the fuzzy time series (FTS) method = 6.399%. A forecast result done with HW methods shows the transformer at the substation Karangkates reached its normal working capacity in March 2018 at 99.583% of installed capacity and exceeded the maximum capacity in April 2018 at 101.493% of installed capacity.

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Journal Info

Abbrev

IJPEDS

Publisher

Subject

Control & Systems Engineering Electrical & Electronics Engineering

Description

International Journal of Power Electronics and Drive Systems (IJPEDS, ISSN: 2088-8694, a SCOPUS indexed Journal) is the official publication of the Institute of Advanced Engineering and Science (IAES). The scope of the journal includes all issues in the field of Power Electronics and drive systems. ...