Parameter identification of fractional order linear system based on Haar wavelet operational matrix
Abstract
Fractional order systems can be more adequate for the description of dynamical systems than integer order models, however, how to obtain fractional order models are still actively exploring. In this paper, an identification method for fractional order linear system was proposed. This is a method based on input-output data in time domain. The input and output signals are represented by Haar wavelet, and then fractional order systems described by fractional order differential equations are transformed into fractional order integral equations. Taking use of the Haar wavelet operational matrix of the fractional order integration, the fractional order linear system can easily be converted into a system of algebraic equation. Finally, the parameters of the fractional order system are determined by minimizing the errors between the output of the real system and that of the identified system. Numerical simulations, involving integral and fractional order systems, confirm the efficiency of the above methodology.
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Compared to other functions of the wavelet family, the Haar wavelet exhibits faster computation capabilities.
“In comparison to other functions of the wavelet family, the Haar wavelet exhibits faster computation capabilities and can be defined for time interval T n as [41],”
From Application of Fractional Calculus for Parameter Estimation of Nonlinear Wiener Systems With Time Delay (2024) · cites this paper as [41]
The Haar wavelet operational matrix of fractional-order integration, derived in [41], offers mathematical simplicity and noise immunity without preprocessing.
“The HWOM of FOI was derived in [41] which offers mathematical simplicity and noise immunity without preprocessing.”
From Application of Fractional Calculus for Parameter Estimation of Nonlinear Wiener Systems With Time Delay (2024) · cites this paper as [41]
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Kothari, K. (2024) · IEEE Access · doi:10.1109/access.2024.3367441 · Cited by 10 · see citing works
“In comparison to other functions of the wavelet family, the Haar wavelet exhibits faster computation capabilities and can be defined for time interval T n as [41], where n = 2 j + k , and j ( j ⩾ 0 ) and k (0 0 otherwise.”
BackgroundMethodInfluential
- Authors
- Li, Y., Meng, X., Zheng, B., & Ding, Y.
- Affiliations
- Nanjing University of Information Science and Technology (CN)
- Corresponding author
- Li, Yuanlu
- Venue
- ISA Transactions
- Publisher
- Elsevier BV
- Published
- 2015-11
- Volume
- 59
- Pages
- 79-84
- ISSN
- 0019-0578 (ISSN-L)
- OpenAlex
- W1409224481
- Cited by
- 44
- References
- 0
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 6 · 2023: 2 · 2022: 1 · 2021: 8 · 2020: 6 · 2019: 6 · 2018: 6 · 2017: 2 · 2016: 3
- FWCI
- 3.40
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- ISA Transactions (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Natural Science Foundation of China (61271395, 61403207)
- Topics
- Physical Sciences › Engineering › Control and Systems Engineering › Advanced Control Systems Design
- Physical Sciences › Engineering › Control and Systems Engineering › Control Systems and Identification
- Physical Sciences › Mathematics › Modeling and Simulation › Fractional Differential Equations Solutions
- Keywords
- fractional-order systems, parameter estimation, Haar wavelet, operational matrices, fractional differential equations, system identification
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