TY - GEN
T1 - Resonance freqnency estimation of time-series data by subspace method
AU - Hirao, Tomoko
AU - Adachi, Shuichi
PY - 2009/12/1
Y1 - 2009/12/1
N2 - This paper studies an estimation problem of a dominant resonance frequency from time-series data. We proposed an estimation method which incorporates system identification technique into time-series analysis. However, this method has a problem that the estimated resonance frequency is biased. In this paper, a new method which uses subspace method is proposed based on time-series data. The key idea of this method is to use an auto-covariance function of the time-series data instead of impulse response or ordinary input-output data. Hankel matrix of the time-series is constructed by the auto-covariance function. Then, subspace method is applied to the Hankel matrix, and the resonance frequency can he calculated. Effectiveness of the method is examined through numerical examples.
AB - This paper studies an estimation problem of a dominant resonance frequency from time-series data. We proposed an estimation method which incorporates system identification technique into time-series analysis. However, this method has a problem that the estimated resonance frequency is biased. In this paper, a new method which uses subspace method is proposed based on time-series data. The key idea of this method is to use an auto-covariance function of the time-series data instead of impulse response or ordinary input-output data. Hankel matrix of the time-series is constructed by the auto-covariance function. Then, subspace method is applied to the Hankel matrix, and the resonance frequency can he calculated. Effectiveness of the method is examined through numerical examples.
KW - Resonance frequency
KW - Singular value decomposition
KW - Subspace method
KW - Time-series data
UR - http://www.scopus.com/inward/record.url?scp=77951102764&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=77951102764&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:77951102764
SN - 9784907764333
T3 - ICCAS-SICE 2009 - ICROS-SICE International Joint Conference 2009, Proceedings
SP - 4913
EP - 4916
BT - ICCAS-SICE 2009 - ICROS-SICE International Joint Conference 2009, Proceedings
T2 - ICROS-SICE International Joint Conference 2009, ICCAS-SICE 2009
Y2 - 18 August 2009 through 21 August 2009
ER -