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 “stochastic”linear systems with noise, which significantly compromises the performance of event-triggered systems. This paper contribut...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
IEEE
2019-01-01
|
Series: | IEEE Access |
Subjects: | |
Online Access: | https://ieeexplore.ieee.org/document/8681245/ |
id |
doaj-3fa783428587467b8bd874c8aac0c58a |
---|---|
record_format |
Article |
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 “stochastic”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 “stochastic”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/ |
work_keys_str_mv |
AT seyedhosseinmousavi aninnovativeeventbasedfilteringschemeusinginlineformulatexmathnotationlatexboldsymbolhinftytexmathinlineformulaperformanceforstochasticltisystemsconsideringapracticalapplicationinsmartmodernizedmicrogrids AT masouddavari aninnovativeeventbasedfilteringschemeusinginlineformulatexmathnotationlatexboldsymbolhinftytexmathinlineformulaperformanceforstochasticltisystemsconsideringapracticalapplicationinsmartmodernizedmicrogrids AT horaciojmarquez aninnovativeeventbasedfilteringschemeusinginlineformulatexmathnotationlatexboldsymbolhinftytexmathinlineformulaperformanceforstochasticltisystemsconsideringapracticalapplicationinsmartmodernizedmicrogrids AT seyedhosseinmousavi innovativeeventbasedfilteringschemeusinginlineformulatexmathnotationlatexboldsymbolhinftytexmathinlineformulaperformanceforstochasticltisystemsconsideringapracticalapplicationinsmartmodernizedmicrogrids AT masouddavari innovativeeventbasedfilteringschemeusinginlineformulatexmathnotationlatexboldsymbolhinftytexmathinlineformulaperformanceforstochasticltisystemsconsideringapracticalapplicationinsmartmodernizedmicrogrids AT horaciojmarquez innovativeeventbasedfilteringschemeusinginlineformulatexmathnotationlatexboldsymbolhinftytexmathinlineformulaperformanceforstochasticltisystemsconsideringapracticalapplicationinsmartmodernizedmicrogrids |
_version_ |
1724191365662769152 |