分数阶系统的记忆辨识:背景与理论

Yan Li, Yang Zhao
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引用次数: 4

摘要

本文提出了一种利用最近采样的输入输出数据来确定分数阶系统的内存(初始化函数)的新方法。介绍了初始化分数阶系统的背景和基本理论。提出了一种实用的初始化函数初值估计算法,该算法对系统的所有参数都具有自适应性。采用p型学习律,计算初始化函数。利用有限的系统信息对整个过程进行优化。上述策略可用于Caputo和Riemann-Liouville分数阶系统,其中应用初始值而不是初始条件。
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Memory identification of fractional order systems: Background and theory
This paper presents a novel work that how to determine the memory (initialization function) of fractional order systems by using the recent sampled input-output data. The background and basic theories of initialized fractional order systems are introduced. A practical algorithm is proposed to estimate the initial value of initialization function, which is adaptive to all system parameters. A P-type learning law is applied so that the initialization function can be computed accordingly. The whole process is optimized by using finite system information. The above strategy is available for both Caputo and Riemann-Liouville fractional order systems, where the initial values are applied instead of the initial conditions.
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