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SYSID: An open-source library for system identification
Suraj Yerramilli,
Published in Institute of Electrical and Electronics Engineers Inc.
2017
Pages: 53 - 58
Abstract
Through this paper we introduce an exclusive library sysid for system identification in the R® platform. This open-source library, the first of its kind on this platform, is designed primarily for classroom training and academic purposes. The library contains routines for input design, simulation and standard estimation methods for understanding the subject of and developing data-driven models for linear-time invariant (LTI) systems. In the present version of the library, the class of models are restricted to non-parametric (impulse, step and frequency-response descriptions) and parametric input-output LTI models (the prediction-error family), while the methods include both the prediction-error minimization and the instrument-variable approaches. Methods for recursive estimation are also included. We demonstrate the various functionalities on two simulation case-studies. © 2017 IEEE.
About the journal
JournalData powered by Typeset2017 Indian Control Conference, ICC 2017 - Proceedings
PublisherData powered by TypesetInstitute of Electrical and Electronics Engineers Inc.
Open AccessNo
Concepts (11)
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    Frequency response
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    Religious buildings
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    CLASSROOM TRAINING
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    DATA-DRIVEN MODEL
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    Linear time-invariant system
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    OPEN-SOURCE LIBRARIES
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    PREDICTION ERROR MINIMIZATIONS
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    PREDICTION ERRORS
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    Recursive estimation
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    STANDARD ESTIMATION
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    Open systems