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An iterative approach to the optimal co-design of linear control systems

机译:线性控制系统最优协同设计的一种迭代方法

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This paper investigates the optimal co-design of both physical plants and control policies for a class of continuous-time linear control systems. The optimal co-design of a specific linear control system is commonly formulated as a nonlinear non-convex optimisation problem (NNOP), and solved by using iterative techniques, where the plant parameters and the control policy are updated iteratively and alternately. This paper proposes a novel iterative approach to solve the NNOP, where the plant parameters are updated by solving a standard semi-definite programming problem, with non-convexity no longer involved. The proposed system design is generally less conservative in terms of the system performance compared to the conventional system-equivalence-based design, albeit the range of applicability is slightly reduced. A practical optimisation algorithm is proposed to compute a sub-optimal solution ensuring the system stability, and the convergence of the algorithm is established. The effectiveness of the proposed algorithm is illustrated by its application to the optimal co-design of a physical load positioning system.
机译:本文研究了一类连续时间线性控制系统的物理工厂和控制策略的最优协同设计。特定线性控制系统的最佳协同设计通常被表述为非线性非凸优化问题(NNOP),并通过使用迭代技术来解决,在迭代技术中,工厂参数和控制策略被迭代地和交替地更新。本文提出了一种新颖的迭代方法来求解NNOP,该方法通过解决标准的半定规划问题来更新工厂参数,而不再涉及非凸性。与常规的基于系统等效性的设计相比,所提出的系统设计通常在系统性能方面不那么保守,尽管适用范围略有减少。提出了一种实用的优化算法来计算保证系统稳定性的次优解,并建立了算法的收敛性。该算法在物理负载定位系统的最优协同设计中的应用说明了该算法的有效性。

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