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Mohammad S. Ramadan

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Preprint Sep 2026

Control and Estimation Co-Design via Envelope-Theorem Gradients

Instead of the sequential plant--control--estimator design pipeline, which is in general not optimal, we propose the Control and Estimation Co-Design (ContEst) framework, which poses the entire system design as a single two-stage problem solved by first-order methods. A key enabler is that the gradient of each inner co...

Mohammad S. Ramadan, Philip Dinenis, M. Anitescu · 0 citations

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