Gain-Scheduled Mean-Field-Type Control for a Non-Linear Continuous Stirred Tank Reactor

We present the design of a Gain-Scheduled Mean-Field-Type Control (GS-MFTC) for a non-linear Continuous Stirred Tank Reactor (CSTR). The MFTC controllers belong to a class of stochastic control techniques considering the distribution of the system states, and control inputs, while minimizing the var...

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Main Authors: Julian Barreiro-Gomez, Hamidou Tembine
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9099218/
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spelling doaj-d2b391e049084095af1bb439c8f24ff52021-03-30T02:17:29ZengIEEEIEEE Access2169-35362020-01-018977839779210.1109/ACCESS.2020.29972499099218Gain-Scheduled Mean-Field-Type Control for a Non-Linear Continuous Stirred Tank ReactorJulian Barreiro-Gomez0https://orcid.org/0000-0003-1973-2423Hamidou Tembine1https://orcid.org/0000-0002-1604-8223Learning and Game Theory Laboratory (L&G-Lab), New York University, Abu Dhabi, United Arab EmiratesLearning and Game Theory Laboratory (L&G-Lab), New York University, Abu Dhabi, United Arab EmiratesWe present the design of a Gain-Scheduled Mean-Field-Type Control (GS-MFTC) for a non-linear Continuous Stirred Tank Reactor (CSTR). The MFTC controllers belong to a class of stochastic control techniques considering the distribution of the system states, and control inputs, while minimizing the variance of both variables of interest. The underlying risk-aware control problem is solved explicitly for the infinite horizon in order to determine the required gains composing the feedback control input law. We present both the risk-neutral approach involving the first and second moment (mean and variance terms), and the risk-sensitive approach involving higher-order terms.https://ieeexplore.ieee.org/document/9099218/Gain-scheduled mean-field-type controlstochastic controlrisk minimizationrisk-neutral mean-field-type controlrisk-sensitive mean-field-type controlcontinuous stirred tank reactor
collection DOAJ
language English
format Article
sources DOAJ
author Julian Barreiro-Gomez
Hamidou Tembine
spellingShingle Julian Barreiro-Gomez
Hamidou Tembine
Gain-Scheduled Mean-Field-Type Control for a Non-Linear Continuous Stirred Tank Reactor
IEEE Access
Gain-scheduled mean-field-type control
stochastic control
risk minimization
risk-neutral mean-field-type control
risk-sensitive mean-field-type control
continuous stirred tank reactor
author_facet Julian Barreiro-Gomez
Hamidou Tembine
author_sort Julian Barreiro-Gomez
title Gain-Scheduled Mean-Field-Type Control for a Non-Linear Continuous Stirred Tank Reactor
title_short Gain-Scheduled Mean-Field-Type Control for a Non-Linear Continuous Stirred Tank Reactor
title_full Gain-Scheduled Mean-Field-Type Control for a Non-Linear Continuous Stirred Tank Reactor
title_fullStr Gain-Scheduled Mean-Field-Type Control for a Non-Linear Continuous Stirred Tank Reactor
title_full_unstemmed Gain-Scheduled Mean-Field-Type Control for a Non-Linear Continuous Stirred Tank Reactor
title_sort gain-scheduled mean-field-type control for a non-linear continuous stirred tank reactor
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description We present the design of a Gain-Scheduled Mean-Field-Type Control (GS-MFTC) for a non-linear Continuous Stirred Tank Reactor (CSTR). The MFTC controllers belong to a class of stochastic control techniques considering the distribution of the system states, and control inputs, while minimizing the variance of both variables of interest. The underlying risk-aware control problem is solved explicitly for the infinite horizon in order to determine the required gains composing the feedback control input law. We present both the risk-neutral approach involving the first and second moment (mean and variance terms), and the risk-sensitive approach involving higher-order terms.
topic Gain-scheduled mean-field-type control
stochastic control
risk minimization
risk-neutral mean-field-type control
risk-sensitive mean-field-type control
continuous stirred tank reactor
url https://ieeexplore.ieee.org/document/9099218/
work_keys_str_mv AT julianbarreirogomez gainscheduledmeanfieldtypecontrolforanonlinearcontinuousstirredtankreactor
AT hamidoutembine gainscheduledmeanfieldtypecontrolforanonlinearcontinuousstirredtankreactor
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