DocumentCode :
719645
Title :
Identification of fractional order circuits from frequency response data using seeker optimization algorithm
Author :
Kumar, Mano Ranjan ; Ghosh, Subhojit ; Das, Shantanu
Author_Institution :
Dept. of Electr. Eng., Nat. Inst. of Technol. Raipur, Raipur, India
fYear :
2015
fDate :
28-30 May 2015
Firstpage :
197
Lastpage :
202
Abstract :
Linear circuits and systems are generally described by traditional differential equations and integer order transfer functions based on the assumption that the dynamics are lumped and time invariant. However, as compared to the conventional integer order calculus, many dynamical systems are better represented by fractional calculus with interaction among the variables modelled by fractional integration and/or fractional differentiation. The present work proposes a generalized approach for the identification of fractional order systems in frequency domain using experimental data. To achieve the same, the system identification task has been framed as an optimization problem and solved using seeker optimization algorithm. The algorithm seeks to attain a set of system parameters for which the deviation between the simulated response of the identified system and experimental data is minimized. The proposed approach has been validated on a set of electrical circuits with varying configuration. The simulation and experimental results reveals that all of the test circuits are better represented by fractional order model, over a wide range of frequency.
Keywords :
frequency response; frequency-domain analysis; network analysis; optimisation; fractional order circuits; fractional order model; fractional order system identification; frequency domain; frequency response data; linear circuits; optimization problem; seeker optimization algorithm; system parameters; Integrated circuits; Lead; Out of order; FO Circuit Identification; Fractional Order; Frequency Response Data; Seeker Optimization Algorithm;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Instrumentation and Control (ICIC), 2015 International Conference on
Conference_Location :
Pune
Type :
conf
DOI :
10.1109/IIC.2015.7150737
Filename :
7150737
Link To Document :
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