Simple Learning-Based Robust Nonlinear Control of an Electric Pump for Liquid-Propellant Rocket Engines

This paper presents a robust nonlinear control strategy for an electric pump for liquid-propellant rocket engines. In order to compensate for model uncertainties and disturbances, a gradient-descent-based simple learning control strategy is employed that minimizes the cost function defined on the er...

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Main Authors: Mohammad Jafari, Mahmut Reyhanoglu, Zhandos Kozhabek
Format: Article
Language:English
Published: MDPI AG 2023-08-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/12/16/3527
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author Mohammad Jafari
Mahmut Reyhanoglu
Zhandos Kozhabek
author_facet Mohammad Jafari
Mahmut Reyhanoglu
Zhandos Kozhabek
author_sort Mohammad Jafari
collection DOAJ
description This paper presents a robust nonlinear control strategy for an electric pump for liquid-propellant rocket engines. In order to compensate for model uncertainties and disturbances, a gradient-descent-based simple learning control strategy is employed that minimizes the cost function defined on the error dynamics of the nonlinear system. Detailed stability analysis for the nonlinear system is provided. Computer simulation results are included to demonstrate the effectiveness of the nonlinear control method using an electric pump model consisting of a brushless permanent-magnet direct current (DC) motor and a centrifugal pump. In particular, it is shown that by employing the developed nonlinear controller, the mass flow rate can be successfully kept at a certain level, can be changed instantly from one level to another (immediate decrease or increase), or can be changed linearly/nonlinearly, gradually, and continually for a certain period.
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spelling doaj.art-6bf4419de40b4fbcbf65bab750043b1f2023-11-19T00:54:57ZengMDPI AGElectronics2079-92922023-08-011216352710.3390/electronics12163527Simple Learning-Based Robust Nonlinear Control of an Electric Pump for Liquid-Propellant Rocket EnginesMohammad Jafari0Mahmut Reyhanoglu1Zhandos Kozhabek2Robotics Engineering Program, Columbus State University, Columbus, GA 31907, USARobotics Engineering Program, Columbus State University, Columbus, GA 31907, USADepartment of Space Engineering and Technology, Almaty University of Power Engineering and Telecommunications, Almaty 050013, KazakhstanThis paper presents a robust nonlinear control strategy for an electric pump for liquid-propellant rocket engines. In order to compensate for model uncertainties and disturbances, a gradient-descent-based simple learning control strategy is employed that minimizes the cost function defined on the error dynamics of the nonlinear system. Detailed stability analysis for the nonlinear system is provided. Computer simulation results are included to demonstrate the effectiveness of the nonlinear control method using an electric pump model consisting of a brushless permanent-magnet direct current (DC) motor and a centrifugal pump. In particular, it is shown that by employing the developed nonlinear controller, the mass flow rate can be successfully kept at a certain level, can be changed instantly from one level to another (immediate decrease or increase), or can be changed linearly/nonlinearly, gradually, and continually for a certain period.https://www.mdpi.com/2079-9292/12/16/3527learning controlelectric pumpnonlinear control
spellingShingle Mohammad Jafari
Mahmut Reyhanoglu
Zhandos Kozhabek
Simple Learning-Based Robust Nonlinear Control of an Electric Pump for Liquid-Propellant Rocket Engines
Electronics
learning control
electric pump
nonlinear control
title Simple Learning-Based Robust Nonlinear Control of an Electric Pump for Liquid-Propellant Rocket Engines
title_full Simple Learning-Based Robust Nonlinear Control of an Electric Pump for Liquid-Propellant Rocket Engines
title_fullStr Simple Learning-Based Robust Nonlinear Control of an Electric Pump for Liquid-Propellant Rocket Engines
title_full_unstemmed Simple Learning-Based Robust Nonlinear Control of an Electric Pump for Liquid-Propellant Rocket Engines
title_short Simple Learning-Based Robust Nonlinear Control of an Electric Pump for Liquid-Propellant Rocket Engines
title_sort simple learning based robust nonlinear control of an electric pump for liquid propellant rocket engines
topic learning control
electric pump
nonlinear control
url https://www.mdpi.com/2079-9292/12/16/3527
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AT zhandoskozhabek simplelearningbasedrobustnonlinearcontrolofanelectricpumpforliquidpropellantrocketengines