Nonlinear Model Predictive Control of Systems with Probabilistic Time-invariant Uncertainties**Financial support is acknowledged from the NSF Graduate Re-search Fellowship and Novartis Pharma AGhttp://www.hamecmopsys.ens2m.fr/.

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