A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln

Zhu Yonghong; Yu Yuanjun; Wang Jianhong

doi:doi:10.11648/j.ajcst.20180104.12

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A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln

Zhu Yonghong, Yu Yuanjun, Wang Jianhong

Published in American Journal of Computer Science and Technology (Volume 1, Issue 4)

Received: 9 November 2018 Accepted: 20 December 2018 Published: 22 January 2019

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Abstract

In this paper, a problem in engineering area which the output variables are not corresponding to input variables is presented. To improve it, a kind of method to the identification and modeling of a common linear state system with delay factor are studied. The domain of this system with time-delay factor is transformed from the time-domain to the frequency-domain firstly, and then the subspace identification model with the hiding delay factor is constructed by using the data of frequency domain response. The coefficient matrix of the constructed model is identified by using the principal component analysis. And the engineering system can be modeled by knowing the state matrices in time domain which can be extracted from the coefficient matrices and using the least squares method from the frequency domain. On this basis, the time-delay factor of original system is split from input matrix by a kind of separated method. At last, the method proposed is used to identify the temperature system model of ceramic shuttle kiln. Simulation results show that the proposed method is effective and feasible.

Published in	American Journal of Computer Science and Technology (Volume 1, Issue 4)
DOI	10.11648/j.ajcst.20180104.12
Page(s)	85-89
Creative Commons	This is an Open Access article, distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution and reproduction in any medium or format, provided the original work is properly cited.
Copyright	Copyright © The Author(s), 2019. Published by Science Publishing Group

Keywords

Subspace Identification, Time-Delay System, Principal Component Analysis

References

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[6]	M. G. Plessen, T. A. Wood, R. S. Smith, Time-domain Subspace Identification Algorithms using Nuclear Norm Minimization, IFAC-Papers Online, 2015, 48(28): 903-908.
[7]	S. T. Navalkar, J. W. van Wingerden, Nuclear Norm-Based Recursive Subspace Identification for Wind Turbine Flutter Detection, IEEE Transactions on Control Systems Technology, 2017, 99:1-13.
[8]	Y. Gu, R. Ding, A least squares identification algorithm for a state space model with multi-state delays, Applied Mathematics Letters, 2013, 26(7): 748-753.
[9]	J. H. Wang, D. B. Wang, Z. S. Wang, Forgetting Factor Algorithm for Aircraft Flutter Modal Parameter Identification, Chinese Space Science and Technology 2009, (06): 7-14.
[10]	W. Li, C. Peng, Y. Wang, Frequency Domain Subspace Identification of Fractional Order Time Delay System, International Journal of Control, Automation and Systems, 2011, 9(2): 310–316.
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[14]	Oveisi, T. Nestorović, A. Montazeri, Frequency Domain Subspace Identification of Multivariable Dynamical Systems for Robust Control Design, IFAC-Papers Online, 2018, 51(15): 990-995.

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APA Style

Zhu Yonghong, Yu Yuanjun, Wang Jianhong. (2019). A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln. American Journal of Computer Science and Technology, 1(4), 85-89. https://doi.org/10.11648/j.ajcst.20180104.12

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ACS Style

Zhu Yonghong; Yu Yuanjun; Wang Jianhong. A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln. Am. J. Comput. Sci. Technol. 2019, 1(4), 85-89. doi: 10.11648/j.ajcst.20180104.12

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AMA Style

Zhu Yonghong, Yu Yuanjun, Wang Jianhong. A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln. Am J Comput Sci Technol. 2019;1(4):85-89. doi: 10.11648/j.ajcst.20180104.12

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@article{10.11648/j.ajcst.20180104.12,
  author = {Zhu Yonghong and Yu Yuanjun and Wang Jianhong},
  title = {A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln},
  journal = {American Journal of Computer Science and Technology},
  volume = {1},
  number = {4},
  pages = {85-89},
  doi = {10.11648/j.ajcst.20180104.12},
  url = {https://doi.org/10.11648/j.ajcst.20180104.12},
  eprint = {https://article.sciencepublishinggroup.com/pdf/10.11648.j.ajcst.20180104.12},
  abstract = {In this paper, a problem in engineering area which the output variables are not corresponding to input variables is presented. To improve it, a kind of method to the identification and modeling of a common linear state system with delay factor are studied. The domain of this system with time-delay factor is transformed from the time-domain to the frequency-domain firstly, and then the subspace identification model with the hiding delay factor is constructed by using the data of frequency domain response. The coefficient matrix of the constructed model is identified by using the principal component analysis. And the engineering system can be modeled by knowing the state matrices in time domain which can be extracted from the coefficient matrices and using the least squares method from the frequency domain. On this basis, the time-delay factor of original system is split from input matrix by a kind of separated method. At last, the method proposed is used to identify the temperature system model of ceramic shuttle kiln. Simulation results show that the proposed method is effective and feasible.},
 year = {2019}
}

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TY  - JOUR
T1  - A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln
AU  - Zhu Yonghong
AU  - Yu Yuanjun
AU  - Wang Jianhong
Y1  - 2019/01/22
PY  - 2019
N1  - https://doi.org/10.11648/j.ajcst.20180104.12
DO  - 10.11648/j.ajcst.20180104.12
T2  - American Journal of Computer Science and Technology
JF  - American Journal of Computer Science and Technology
JO  - American Journal of Computer Science and Technology
SP  - 85
EP  - 89
PB  - Science Publishing Group
SN  - 2640-012X
UR  - https://doi.org/10.11648/j.ajcst.20180104.12
AB  - In this paper, a problem in engineering area which the output variables are not corresponding to input variables is presented. To improve it, a kind of method to the identification and modeling of a common linear state system with delay factor are studied. The domain of this system with time-delay factor is transformed from the time-domain to the frequency-domain firstly, and then the subspace identification model with the hiding delay factor is constructed by using the data of frequency domain response. The coefficient matrix of the constructed model is identified by using the principal component analysis. And the engineering system can be modeled by knowing the state matrices in time domain which can be extracted from the coefficient matrices and using the least squares method from the frequency domain. On this basis, the time-delay factor of original system is split from input matrix by a kind of separated method. At last, the method proposed is used to identify the temperature system model of ceramic shuttle kiln. Simulation results show that the proposed method is effective and feasible.
VL  - 1
IS  - 4
ER  -

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Author Information

Zhu Yonghong

School of Mechanical and Electronic Engineering, Jingdezhen Ceramic Institute, Jingdezhen City, China
Yu Yuanjun

School of Mechanical and Electronic Engineering, Jingdezhen Ceramic Institute, Jingdezhen City, China
Wang Jianhong

School of Electronic Engineering and Automation, Jiangxi University of Science and Technology, Ganzhou City, China

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Plain Text BibTeX RIS

APA Style

Zhu Yonghong, Yu Yuanjun, Wang Jianhong. (2019). A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln. American Journal of Computer Science and Technology, 1(4), 85-89. https://doi.org/10.11648/j.ajcst.20180104.12

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ACS Style

Zhu Yonghong; Yu Yuanjun; Wang Jianhong. A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln. Am. J. Comput. Sci. Technol. 2019, 1(4), 85-89. doi: 10.11648/j.ajcst.20180104.12

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AMA Style

Zhu Yonghong, Yu Yuanjun, Wang Jianhong. A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln. Am J Comput Sci Technol. 2019;1(4):85-89. doi: 10.11648/j.ajcst.20180104.12

Copy | Download

@article{10.11648/j.ajcst.20180104.12,
  author = {Zhu Yonghong and Yu Yuanjun and Wang Jianhong},
  title = {A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln},
  journal = {American Journal of Computer Science and Technology},
  volume = {1},
  number = {4},
  pages = {85-89},
  doi = {10.11648/j.ajcst.20180104.12},
  url = {https://doi.org/10.11648/j.ajcst.20180104.12},
  eprint = {https://article.sciencepublishinggroup.com/pdf/10.11648.j.ajcst.20180104.12},
  abstract = {In this paper, a problem in engineering area which the output variables are not corresponding to input variables is presented. To improve it, a kind of method to the identification and modeling of a common linear state system with delay factor are studied. The domain of this system with time-delay factor is transformed from the time-domain to the frequency-domain firstly, and then the subspace identification model with the hiding delay factor is constructed by using the data of frequency domain response. The coefficient matrix of the constructed model is identified by using the principal component analysis. And the engineering system can be modeled by knowing the state matrices in time domain which can be extracted from the coefficient matrices and using the least squares method from the frequency domain. On this basis, the time-delay factor of original system is split from input matrix by a kind of separated method. At last, the method proposed is used to identify the temperature system model of ceramic shuttle kiln. Simulation results show that the proposed method is effective and feasible.},
 year = {2019}
}

Copy | Download

TY  - JOUR
T1  - A Kind of Frequency Subspace Identification Method with Time Delay and Its Application in Temperature Modeling of Ceramic Shuttle Kiln
AU  - Zhu Yonghong
AU  - Yu Yuanjun
AU  - Wang Jianhong
Y1  - 2019/01/22
PY  - 2019
N1  - https://doi.org/10.11648/j.ajcst.20180104.12
DO  - 10.11648/j.ajcst.20180104.12
T2  - American Journal of Computer Science and Technology
JF  - American Journal of Computer Science and Technology
JO  - American Journal of Computer Science and Technology
SP  - 85
EP  - 89
PB  - Science Publishing Group
SN  - 2640-012X
UR  - https://doi.org/10.11648/j.ajcst.20180104.12
AB  - In this paper, a problem in engineering area which the output variables are not corresponding to input variables is presented. To improve it, a kind of method to the identification and modeling of a common linear state system with delay factor are studied. The domain of this system with time-delay factor is transformed from the time-domain to the frequency-domain firstly, and then the subspace identification model with the hiding delay factor is constructed by using the data of frequency domain response. The coefficient matrix of the constructed model is identified by using the principal component analysis. And the engineering system can be modeled by knowing the state matrices in time domain which can be extracted from the coefficient matrices and using the least squares method from the frequency domain. On this basis, the time-delay factor of original system is split from input matrix by a kind of separated method. At last, the method proposed is used to identify the temperature system model of ceramic shuttle kiln. Simulation results show that the proposed method is effective and feasible.
VL  - 1
IS  - 4
ER  -

Copy | Download