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Jihoon Moon

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Open access Oct 2026

TRACE: Temporal Regime-Aware Chronological Ensemble Learning for Rolling 24-Step Photovoltaic Power Forecasting

Hourly rolling photovoltaic (PV) forecasting requires models that predict an entire 24 h trajectory while accounting for both continuous generation and structural zeros, defined as periods in which generation is deterministically absent. This study proposes TRACE, a Temporal Regime-Aware Chronological Ensemble that map...

Jihoon Moon · 0 citations
Open access Sep 2026

LASH: A Leakage-Aware Sequential Hybrid Framework with Validation-Gated Residual Routing for Hourly Rolling Direct 24-Step Load Forecasting in Educational Facilities

Energy management in educational facilities requires reliable day-ahead electricity-demand trajectories that can be regenerated after each new hourly measurement without using information unavailable at the forecast origin. This study proposes LASH, a Leakage-Aware Sequential Hybrid framework with validation-gated resi...

Jihoon Moon · 0 citations
Review Open access Sep 2026

From Unimodal Tools to Multimodal Systems: A Structured Narrative Review of Selected Early-Childhood Screening, Assessment, and Monitoring Applications

This structured narrative review examines selected decentralized domains—neonatal jaundice, autism-related screening or assessment, and cry or sleep monitoring—in children from birth through six years and tests whether multimodal fusion improves clinically relevant decisions over matched unimodal baselines and whether...

Jihoon Moon · 0 citations
Review Open access 2026

Accountable NLP for Evidence-Grounded Decision Briefings: A Critical Review and Evaluation Framework

This review synthesizes 104 sources spanning explainable natural language processing (NLP), faithful explanation, hallucination and factuality evaluation, RAG, citation faithfulness, uncertainty communication, causal language, human–AI interaction, engineering and regulatory decision support, and institutional accounta...

Jihoon Moon · 0 citations

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