Author

Jihwan Won

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Open access Sep 2026

GARS: Gap-Aware Residual Selection for Long-Horizon Time-Series Forecasting

Intelligent systems deployed in smart cities, smart grids, environmental monitoring, and other data-driven applications increasingly depend on reliable multivariate time-series forecasting. Recent deep forecasting models have achieved strong performance on various benchmarks, but their final predictions are often gener...

S. Yeon, Jaeyong Kim, H. Kim et al. · Electronics · 0 citations

#graph neural networks Open access Sep 2026

Graph-enhanced bidirectional GRU for anomaly detection in power generation environments

This paper presents a graph-based anomaly detection model tailored for power generation systems using multivariate time-series data. The model integrated a bidirectional gated recurrent unit with graph neural networks and graph attention networks to effectively capture temporal dynamics and spatial relationships among...

Dongwook Kwon, Youngshin Kang, Jiwoon Lee et al. · Data mining and knowledge di... · 0 citations