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Lossless convexification of control constraints for a class of nonlinear optimal control problems

机译:一类非线性最优控制问题的控制约束的无损凸化

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In this paper we consider a class of optimal control problems that have continuous-time nonlinear dynamics and nonconvex control constraints. We propose a convex relaxation of the nonconvex control constraints, and prove that the optimal solution to the relaxed problem is the globally optimal solution to the original problem with nonconvex control constraints. This lossless convexification enables a computationally simpler problem to be solved instead of the original problem. We demonstrate the approach in simulation with a planetary soft landing problem involving a nonlinear gravity field.
机译:在本文中,我们考虑一类具有连续时间非线性动力学和非凸控制约束的最优控制问题。我们提出了非凸控制约束的凸松弛,并证明了松弛问题的最优解是具有非凸控制约束的原始问题的全局最优解。该无损凸化使得能够解决计算上更简单的问题,而不是原始问题。我们用涉及非线性重力场的行星软着陆问题论证了仿真方法。

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