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Optimal Input Signal Design for a Second Order Dynamic System Identification Subject to D-Efficiency Constraints

机译:受D-效率约束的二阶动态系统辨识的最佳输入信号设计

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System identification, in practice, is carried out by perturbing processes or plants under operation. That is why in many industrial applications an optimal input signal would be preferred for system identification. In this case, the objective function was formulated through maximisation of the Fisher information matrix determinant (D-optimality) expressed in conventional Bolza form. As setting such conditions of the identification experiment we can only say about the D-suboptimality, we quantify the plant trajectories using the D-efficiency measure. An additional constraint, imposed on D-efficiency of the solution, should allow to attain the most adequate contents of information from the plant which operating point is perturbed in the least invasive way. A simple numerical example, which clearly demonstrates the idea presented in the paper, is included and discussed.
机译:实际上,系统识别是通过扰动正在运行的过程或工厂来进行的。这就是为什么在许多工业应用中,最好使用最佳输入信号进行系统识别。在这种情况下,通过最大化以传统Bolza形式表示的Fisher信息矩阵行列式(D-最优性)来制定目标函数。设置鉴定实验的条件时,我们只能说D次优,我们使用D效率测度来量化植物的运动轨迹。对解决方案的D效率施加的其他约束条件应允许从工厂获得最充分的信息内容,该信息以最小的侵入方式来扰乱工作点。包括并讨论了一个简单的数值示例,该示例清楚地证明了本文提出的想法。

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