Preprint
Jul 2026
Real-time optimal control with shallow recurrent decoder networks
This work uses SHallow REcurrent Decoder networks-based Reduced Order Modeling (SHRED-ROM) to synthesize a real-time closed-loop controller for high-dimensional and parametric dynamics, relying solely on limited state sensor readings, alleviating the curse of dimensionality.
Matteo Tomasetto, Francesco Braghin, J. Kutz et al.
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