Real time control model identification without interrupting the process. Use of high fidelity simulator predictions in feedback control. Application of the novel control scheme to managed pressure drilling. Improved noise rejection with an ℓ1-norm objective for estimation and control. Enhanced controller robustness with a switched control scheme.