Convergence of Multi-innovation Stochastic Gradient Identification Methods

Convergence of Multi-innovation Stochastic Gradient Identification Methods
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DOI:
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发表时间:
2007
期刊:
Science Technology and Engineering
影响因子:
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通讯作者:
Zhang Jia-bo
Zhang Jia-bo
中科院分区:
其他
文献类型:
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作者:
Zhang Jia-bo

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The multi-innovation identification algorithm is derived mathematically,and the multi-innovation stochastic gradient identification algorithm is presented.The mean square convergence is analyzed by using the stochastic process theory,and the upper bound of the parameter estimation error is obtained.The analysis indicates that the data stationary can improve the estimation accuracy,and then the changing forms of multi-innovation identification are given.