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Optimisation of contraction-mapping algorithm for calculating optimal controls

机译:收缩映射算法优化计算最优控制

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摘要

An algorithm, based on the fixed-point contraction-mapping principle of functional analysis, for calculating the optimal controls for time-varying linear multivariable systems is considered. By an appropriate transformation of the operators involved, it is shown that the convergence rate may be maximised and that the resulting optimal algorithm will always converge. Comparison of the optimal algorithm with the steepest-descent and conjugate-gradient schemes shows the optimal algorithms to have significantly superior convergence rates, as well as requiring appreciably smaller computer storage.
机译:考虑了基于泛函分析的定点收缩映射原理的算法,该算法用于计算时变线性多变量系统的最优控制。通过对所涉及的算子进行适当的变换,可以证明收敛速度可以最大化,并且所产生的最优算法将始终收敛。最佳算法与最速下降方案和共轭梯度方案的比较表明,最佳算法具有明显优越的收敛速度,并且所需的计算机存储空间也较小。

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