Fuzzy bang-bang relay control of a single-axis active magnetic bearing system

Active magnetic bearings (AMB) are presently being utilized in various classes of rotating machinery. Although the rotor-AMB systems are open loop unstable, they are easily stabilized using feedback control schemes of which the PID controller is the most commonly used. The PID controller is however...

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Main Authors: Nagi F.H., Inayat-Hussain J.I., Ahmed S.K.
Other Authors: 56272534200
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Published: 2023
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Institution: Universiti Tenaga Nasional
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spelling my.uniten.dspace-307772023-12-29T15:53:07Z Fuzzy bang-bang relay control of a single-axis active magnetic bearing system Nagi F.H. Inayat-Hussain J.I. Ahmed S.K. 56272534200 6602271377 25926812900 Active magnetic bearings Bang-bang control Fuzzy logic Nonlinear control Bearings (structural) Controllers Electric control equipment Feedback Fuzzy control Fuzzy logic Fuzzy sets Intelligent control Machinery Magnetic amplifiers Magnetic bearings Magnetic materials Magnetism Nonlinear control systems Nonlinear systems Proportional control systems Three term control systems Two term control systems Active magnetic bearing systems Active magnetic bearings Air-gaps Artificial intelligence techniques Bang-bang Bang-bang control Coil current Control of nonlinear system Electromagnetic forces Equilibrium positions Fuzzy controllers Fuzzy logic controllers Hard limiter High frequency Hybrid techniques Imbalance force Magnetic bearing actuators Non-Linearity Nonlinear control Open loops Optimal time PD controllers PID controllers Relay control Single-axis Steady-state response Supply currents Bang bang control systems Active magnetic bearings (AMB) are presently being utilized in various classes of rotating machinery. Although the rotor-AMB systems are open loop unstable, they are easily stabilized using feedback control schemes of which the PID controller is the most commonly used. The PID controller is however only effective at the vicinity of the rotor's equilibrium position where the dynamics of the rotor-AMB system is linearized. Significant deviation of the rotor's motion from this equilibrium position may occur due to large imbalance forces. In this situation, the nonlinearity in AMBs, which arises from the relationship between the electromagnetic force, coil current and air gap, may render the PID controller ineffective. For the control of nonlinear systems, artificial intelligence techniques such as fuzzy and hybrid techniques are effective. In this paper, a new fuzzy controller is proposed for the control of a single-axis AMB system. This controller is based on the bang-bang scheme, which is an old but effective technique to control nonlinear systems in optimal time. The performance of the proposed integrated fuzzy bang-bang relay controller (FBBRC) was found to be superior to that of the optimized PD controller and the conventional fuzzy logic controller. Comparison of the FBBRC with the fuzzy logic controller cascaded with a hard limiter (FBBC) relay revealed almost equal performance. High frequency chattering was however observed in the steady-state response of the FBBC. Such chattering is known to cause instability and distortion in the amplifiers that are used to supply current to the magnetic bearing actuators. � 2009 Elsevier B.V. All rights reserved. Final 2023-12-29T07:53:07Z 2023-12-29T07:53:07Z 2009 Article 10.1016/j.simpat.2009.08.006 2-s2.0-70349195817 https://www.scopus.com/inward/record.uri?eid=2-s2.0-70349195817&doi=10.1016%2fj.simpat.2009.08.006&partnerID=40&md5=cad9816504b1835a3b605453cb8bd46d https://irepository.uniten.edu.my/handle/123456789/30777 17 10 1734 1747 Scopus
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
topic Active magnetic bearings
Bang-bang control
Fuzzy logic
Nonlinear control
Bearings (structural)
Controllers
Electric control equipment
Feedback
Fuzzy control
Fuzzy logic
Fuzzy sets
Intelligent control
Machinery
Magnetic amplifiers
Magnetic bearings
Magnetic materials
Magnetism
Nonlinear control systems
Nonlinear systems
Proportional control systems
Three term control systems
Two term control systems
Active magnetic bearing systems
Active magnetic bearings
Air-gaps
Artificial intelligence techniques
Bang-bang
Bang-bang control
Coil current
Control of nonlinear system
Electromagnetic forces
Equilibrium positions
Fuzzy controllers
Fuzzy logic controllers
Hard limiter
High frequency
Hybrid techniques
Imbalance force
Magnetic bearing actuators
Non-Linearity
Nonlinear control
Open loops
Optimal time
PD controllers
PID controllers
Relay control
Single-axis
Steady-state response
Supply currents
Bang bang control systems
spellingShingle Active magnetic bearings
Bang-bang control
Fuzzy logic
Nonlinear control
Bearings (structural)
Controllers
Electric control equipment
Feedback
Fuzzy control
Fuzzy logic
Fuzzy sets
Intelligent control
Machinery
Magnetic amplifiers
Magnetic bearings
Magnetic materials
Magnetism
Nonlinear control systems
Nonlinear systems
Proportional control systems
Three term control systems
Two term control systems
Active magnetic bearing systems
Active magnetic bearings
Air-gaps
Artificial intelligence techniques
Bang-bang
Bang-bang control
Coil current
Control of nonlinear system
Electromagnetic forces
Equilibrium positions
Fuzzy controllers
Fuzzy logic controllers
Hard limiter
High frequency
Hybrid techniques
Imbalance force
Magnetic bearing actuators
Non-Linearity
Nonlinear control
Open loops
Optimal time
PD controllers
PID controllers
Relay control
Single-axis
Steady-state response
Supply currents
Bang bang control systems
Nagi F.H.
Inayat-Hussain J.I.
Ahmed S.K.
Fuzzy bang-bang relay control of a single-axis active magnetic bearing system
description Active magnetic bearings (AMB) are presently being utilized in various classes of rotating machinery. Although the rotor-AMB systems are open loop unstable, they are easily stabilized using feedback control schemes of which the PID controller is the most commonly used. The PID controller is however only effective at the vicinity of the rotor's equilibrium position where the dynamics of the rotor-AMB system is linearized. Significant deviation of the rotor's motion from this equilibrium position may occur due to large imbalance forces. In this situation, the nonlinearity in AMBs, which arises from the relationship between the electromagnetic force, coil current and air gap, may render the PID controller ineffective. For the control of nonlinear systems, artificial intelligence techniques such as fuzzy and hybrid techniques are effective. In this paper, a new fuzzy controller is proposed for the control of a single-axis AMB system. This controller is based on the bang-bang scheme, which is an old but effective technique to control nonlinear systems in optimal time. The performance of the proposed integrated fuzzy bang-bang relay controller (FBBRC) was found to be superior to that of the optimized PD controller and the conventional fuzzy logic controller. Comparison of the FBBRC with the fuzzy logic controller cascaded with a hard limiter (FBBC) relay revealed almost equal performance. High frequency chattering was however observed in the steady-state response of the FBBC. Such chattering is known to cause instability and distortion in the amplifiers that are used to supply current to the magnetic bearing actuators. � 2009 Elsevier B.V. All rights reserved.
author2 56272534200
author_facet 56272534200
Nagi F.H.
Inayat-Hussain J.I.
Ahmed S.K.
format Article
author Nagi F.H.
Inayat-Hussain J.I.
Ahmed S.K.
author_sort Nagi F.H.
title Fuzzy bang-bang relay control of a single-axis active magnetic bearing system
title_short Fuzzy bang-bang relay control of a single-axis active magnetic bearing system
title_full Fuzzy bang-bang relay control of a single-axis active magnetic bearing system
title_fullStr Fuzzy bang-bang relay control of a single-axis active magnetic bearing system
title_full_unstemmed Fuzzy bang-bang relay control of a single-axis active magnetic bearing system
title_sort fuzzy bang-bang relay control of a single-axis active magnetic bearing system
publishDate 2023
_version_ 1806427815684341760