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eess.SY2026
MM-LMPC: Multi-Modal Learning Model Predictive Control via Mode-Specific Terminal Design and Bandit-Based Exploration
Wataru Hashimoto, Kazumune Hashimoto, Masako Kishida
Learning Model Predictive Control (LMPC) improves iterative control tasks by using previous executions to construct the terminal constraint and terminal cost of the MPC problem. Al…
eess.SY2026
Forecast-Ensemble-Based Active Binary-Threshold Query Design for Interval Data Assimilation
Wataru Hashimoto, Kazumune Hashimoto, Haru Kuroki
Data assimilation estimates the evolving state of a dynamical system by combining model forecasts with observations. While many conventional methods assume point-valued measurement…