@article{ART003280450},
author={Minwook Sua and Hyunchul Ahn},
title={A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={12},
pages={139-146}
TY - JOUR
AU - Minwook Sua
AU - Hyunchul Ahn
TI - A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 12
PB - The Korean Society Of Computer And Information
SP - 139
EP - 146
SN - 1598-849X
AB - In this paper, we propose a short-term electricity demand forecasting approach that integrates power-related and meteorological data through feature selection and applies a Multi-Head RNN/LSTM/GRU model. By leveraging the strengths of multiple recurrent neural network architectures, the proposed method aims to enhance forecasting accuracy. Furthermore, we fuse power data with meteorological data, identify the combination of features exhibiting the best predictive performance, and apply this to a Multi-Head RNN/LSTM/GRU model. This approach is expected to support informed decision-making in power supply management and contribute to the stable operation of modern power grids.
KW - Electrical Power Demand Forecasting;Time Series;Feature Selection;;Multi-Head RNN/LSTM/GRU;Deep Learning
DO -
UR -
ER -
Minwook Sua and Hyunchul Ahn. (2025). A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting. Journal of The Korea Society of Computer and Information, 30(12), 139-146.
Minwook Sua and Hyunchul Ahn. 2025, "A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting", Journal of The Korea Society of Computer and Information, vol.30, no.12 pp.139-146.
Minwook Sua, Hyunchul Ahn "A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting" Journal of The Korea Society of Computer and Information 30.12 pp.139-146 (2025) : 139.
Minwook Sua, Hyunchul Ahn. A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting. 2025; 30(12), 139-146.
Minwook Sua and Hyunchul Ahn. "A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting" Journal of The Korea Society of Computer and Information 30, no.12 (2025) : 139-146.
Minwook Sua; Hyunchul Ahn. A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting. Journal of The Korea Society of Computer and Information, 30(12), 139-146.
Minwook Sua; Hyunchul Ahn. A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting. Journal of The Korea Society of Computer and Information. 2025; 30(12) 139-146.
Minwook Sua, Hyunchul Ahn. A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting. 2025; 30(12), 139-146.
Minwook Sua and Hyunchul Ahn. "A Multi-Head RNN-based Architecture for Short-term Electricity Demand Forecasting" Journal of The Korea Society of Computer and Information 30, no.12 (2025) : 139-146.
