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含未知时延的多输入系统梯度迭代辨识算法
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作者 陶太洋 肖东岳 《控制工程》 CSCD 北大核心 2022年第7期1242-1248,共7页
针对含有未知输入时延的多输入动态调节系统,基于过参数化后系统模型具有的稀疏特性,将压缩感知思想、梯度搜索和递阶辨识原理相结合,提出一种梯度追踪迭代辨识算法。该算法能够从过参数化的高维稀疏参数向量中获取少数关键非零参数位置... 针对含有未知输入时延的多输入动态调节系统,基于过参数化后系统模型具有的稀疏特性,将压缩感知思想、梯度搜索和递阶辨识原理相结合,提出一种梯度追踪迭代辨识算法。该算法能够从过参数化的高维稀疏参数向量中获取少数关键非零参数位置,实现系统降维,并采用有限的输入输出测量数据,实现对未知参数和时延的联合估计,提高了辨识效率。最后,采用仿真示例验证了所提算法的有效性,仿真结果表明所提方法能够有效估计系统参数和时延。 展开更多
关键词 多输入 未知时延 参数估计 梯度搜索 递阶辨识
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A Robust Fault Detection Scheme for a Class of Multi Time Delay Systems
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作者 王红雨 田作华 +1 位作者 施颂椒 翁正新 《Journal of Shanghai Jiaotong university(Science)》 EI 2009年第3期286-289,共4页
A robust fault detection (RFD) scheme for a class of multi time delay system is proposed in this paper. A time delay unknown input observer (TDUIO) is adopted as the residual generator. The key stage of the TDUIO desi... A robust fault detection (RFD) scheme for a class of multi time delay system is proposed in this paper. A time delay unknown input observer (TDUIO) is adopted as the residual generator. The key stage of the TDUIO design is to find a coordinate change such that in the new coordinates all the time delay terms in the system description are associated with the output only. Then the TDUIO can be completed by the method for common unknown input observer. Thus, a robust residual signal for RFD is generated, which is sensitive to faults while robust against unknown input (disturbance). The proposed method has been verified by a numerical example. 展开更多
关键词 fault detection unknown input observer time delay system
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