An Innovative Event-Based Filtering Scheme Using <inline-formula> <tex-math notation="LaTeX">${\boldsymbol{H}}_{\infty}$ </tex-math></inline-formula> Performance for Stochastic LTI Systems Considering A Practical Application in Smart Modernized Microgrids

In this paper, considering both Lyapunov stability and H performance criteria, a novel event-based filtering scheme is proposed for a class of &#x201C;stochastic&#x201D;linear systems with noise, which significantly compromises the performance of event-triggered systems. This paper contribut...

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Main Authors: Seyed Hossein Mousavi, Masoud Davari, Horacio J. Marquez
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8681245/
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spelling doaj-3fa783428587467b8bd874c8aac0c58a2021-03-29T22:32:23ZengIEEEIEEE Access2169-35362019-01-017481384815010.1109/ACCESS.2019.29086638681245An Innovative Event-Based Filtering Scheme Using <inline-formula> <tex-math notation="LaTeX">${\boldsymbol{H}}_{\infty}$ </tex-math></inline-formula> Performance for Stochastic LTI Systems Considering A Practical Application in Smart Modernized MicrogridsSeyed Hossein Mousavi0Masoud Davari1https://orcid.org/0000-0001-5153-9485Horacio J. Marquez2https://orcid.org/0000-0002-6637-0165Niigon Machines, Ltd., Vaughan, CanadaDepartment of Electrical and Computer Engineering, Allen E. Paulson College of Engineering and Computing, Georgia Southern University, Statesboro Campus, Statesboro, GA, USADepartment of Electrical and Computer Engineering, University of Alberta, Edmonton, CanadaIn this paper, considering both Lyapunov stability and H performance criteria, a novel event-based filtering scheme is proposed for a class of &#x201C;stochastic&#x201D;linear systems with noise, which significantly compromises the performance of event-triggered systems. This paper contributes to the field of research as follows. First, the scheme proposed will reduce data transmission between subsystems while maintaining stability and performance-which is a challenging task in the control of the aforementioned event-triggered systems. Second, it will be shown that our method is robust against stochastic measurement noise-in addition to disturbances-and simultaneously ensures the H performance of the filter error. Third, the parameters of the triggering scheme will be designed based on the fact that the H performance of the estimation error is guaranteed in the presence of the exogenous disturbance. At last, but by no means least, the practical aspects of the proposed event-based filtering scheme are considered, especially the practical considerations for the case of modernized grids (also known as smart grids). In this regard, in order to evaluate the proposed methodology's effectiveness, its performance has been examined for two different practical applications with making use of both simulations and experiments; the simulation results of a quarter-car plant model with the suggested method is provided. Afterward, hardware-in-the-loop (HIL) tests will be conducted on a modernized microgrid using the proposed event-based scheme as an application to smart modernized grids of the future.https://ieeexplore.ieee.org/document/8681245/Event-based filter designevent-based observerexogenous disturbance<italic xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">H</italic>∞ performanceLyapunov stabilitymeasurement noise
collection DOAJ
language English
format Article
sources DOAJ
author Seyed Hossein Mousavi
Masoud Davari
Horacio J. Marquez
spellingShingle Seyed Hossein Mousavi
Masoud Davari
Horacio J. Marquez
An Innovative Event-Based Filtering Scheme Using <inline-formula> <tex-math notation="LaTeX">${\boldsymbol{H}}_{\infty}$ </tex-math></inline-formula> Performance for Stochastic LTI Systems Considering A Practical Application in Smart Modernized Microgrids
IEEE Access
Event-based filter design
event-based observer
exogenous disturbance
<italic xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">H</italic>∞ performance
Lyapunov stability
measurement noise
author_facet Seyed Hossein Mousavi
Masoud Davari
Horacio J. Marquez
author_sort Seyed Hossein Mousavi
title An Innovative Event-Based Filtering Scheme Using <inline-formula> <tex-math notation="LaTeX">${\boldsymbol{H}}_{\infty}$ </tex-math></inline-formula> Performance for Stochastic LTI Systems Considering A Practical Application in Smart Modernized Microgrids
title_short An Innovative Event-Based Filtering Scheme Using <inline-formula> <tex-math notation="LaTeX">${\boldsymbol{H}}_{\infty}$ </tex-math></inline-formula> Performance for Stochastic LTI Systems Considering A Practical Application in Smart Modernized Microgrids
title_full An Innovative Event-Based Filtering Scheme Using <inline-formula> <tex-math notation="LaTeX">${\boldsymbol{H}}_{\infty}$ </tex-math></inline-formula> Performance for Stochastic LTI Systems Considering A Practical Application in Smart Modernized Microgrids
title_fullStr An Innovative Event-Based Filtering Scheme Using <inline-formula> <tex-math notation="LaTeX">${\boldsymbol{H}}_{\infty}$ </tex-math></inline-formula> Performance for Stochastic LTI Systems Considering A Practical Application in Smart Modernized Microgrids
title_full_unstemmed An Innovative Event-Based Filtering Scheme Using <inline-formula> <tex-math notation="LaTeX">${\boldsymbol{H}}_{\infty}$ </tex-math></inline-formula> Performance for Stochastic LTI Systems Considering A Practical Application in Smart Modernized Microgrids
title_sort innovative event-based filtering scheme using <inline-formula> <tex-math notation="latex">${\boldsymbol{h}}_{\infty}$ </tex-math></inline-formula> performance for stochastic lti systems considering a practical application in smart modernized microgrids
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description In this paper, considering both Lyapunov stability and H performance criteria, a novel event-based filtering scheme is proposed for a class of &#x201C;stochastic&#x201D;linear systems with noise, which significantly compromises the performance of event-triggered systems. This paper contributes to the field of research as follows. First, the scheme proposed will reduce data transmission between subsystems while maintaining stability and performance-which is a challenging task in the control of the aforementioned event-triggered systems. Second, it will be shown that our method is robust against stochastic measurement noise-in addition to disturbances-and simultaneously ensures the H performance of the filter error. Third, the parameters of the triggering scheme will be designed based on the fact that the H performance of the estimation error is guaranteed in the presence of the exogenous disturbance. At last, but by no means least, the practical aspects of the proposed event-based filtering scheme are considered, especially the practical considerations for the case of modernized grids (also known as smart grids). In this regard, in order to evaluate the proposed methodology's effectiveness, its performance has been examined for two different practical applications with making use of both simulations and experiments; the simulation results of a quarter-car plant model with the suggested method is provided. Afterward, hardware-in-the-loop (HIL) tests will be conducted on a modernized microgrid using the proposed event-based scheme as an application to smart modernized grids of the future.
topic Event-based filter design
event-based observer
exogenous disturbance
<italic xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">H</italic>∞ performance
Lyapunov stability
measurement noise
url https://ieeexplore.ieee.org/document/8681245/
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