非线性观测器:应用于流行病的传播

S. Mentzelopoulou, G. Antoniou, B. Friedland
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引用次数: 0

摘要

作者指出,流行病的发展可以用数学过程来模拟。为了应用所需的数学控制工程技术,必须从测量中获得描述流行病过程的数学模型的所有变量。在无法测量变量或参数的情况下,必须设计一个观测器来估计不可用的状态或参数。对于一个表示流行病传播的非线性过程,提出了一个非线性观测器来估计易感人群患病和传染的速率。该观测器结构简单,仿真结果验证了其良好的性能。仿真结果表明,所设计的观测器在噪声条件下具有良好的性能,即使在动力学模型不准确的情况下也能给出准确的估计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Nonlinear observers: An application to the spread of an epidemic
The authors point out that the progress of an epidemic can be modeled by a mathematical process. In order to apply the required mathematical control engineering techniques, all the variables of the mathematical model describing the epidemic process have to be available from measurements. In the case where a variable or a parameter is not available for measurement, an observer has to be designed for estimating the unavailable state or parameter. For a nonlinear process, representing the spread of an epidemic, a nonlinear observer for estimating the rate at which susceptibles will develop the disease and become infective is proposed. The structure of the observer is simple and the simulations verify its good performance. Simulation results show good performance of the designed observer under noisy measurements and its ability to give an accurate estimate even in the case where the dynamical model is somewhat inaccurate.<>
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