Osaka University · Graduate School of Information Science

Research keywordsbuilding load forecasting・demand flexibility・energy management・deep reinforcement learning・HVAC optimization・photovoltaic systems

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• Concept Drift-aware Time-series Generation for Online Building Load Forecasting: An Automated Data Augmentation Paradigm2026 · ACM Transactions on Sensor Networks 2026年7月30日 研究論文（学術雑誌）
• Ramp Rate Control for PV Systems Using Solar Irradiance Forecasting with Wavelet Transform and LSTM2025 · Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems p. 987-988 2025年6月16日 研究論文（国際会議プロシーディングス）
• Enhancing grid stability in PV systems: A novel ramp rate control method utilizing PV cooling technology2025 · Applied Energy 2025年1月 研究論文（学術雑誌）
• Multi-Time Scale Energy Management for Efficient Residential Energy Use with Electric Water Heaters.2025 · e-Energy p. 976-978 2025年 研究論文（国際会議プロシーディングス）

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