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Optimal, Robust Predictive Control of Nonlinear Systems under Probabilistic Uncertainty using Particles | IEEE Conference Publication | IEEE Xplore

Optimal, Robust Predictive Control of Nonlinear Systems under Probabilistic Uncertainty using Particles


Abstract:

In this paper we present a novel method for robust, optimal control of nonlinear systems under probabilistic uncertainty. The method extends a previous approach for linea...Show More

Abstract:

In this paper we present a novel method for robust, optimal control of nonlinear systems under probabilistic uncertainty. The method extends a previous approach for linear systems that approximates the distribution of the predicted system state using a finite number of particles. We couple this particle-based approach with a nonlinear solver that does not take into account uncertainty to give a new method for nonlinear, robust control. Any solution returned by the algorithm is guaranteed to be e-close to a local optimum of the nonlinear stochastic control problem.
Date of Conference: 09-13 July 2007
Date Added to IEEE Xplore: 30 July 2007
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Conference Location: New York, NY, USA

References

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