A Wavelet-Based Analysis for Monitoring Controller Reliability in Active Magnetic Bearing With Rotor Eccentricities

被引:1
作者
Dutta, Debarghya [1 ]
Kumar Biswas, Pabitra [1 ]
Debnath, Sukanta [2 ]
Ahmad, Furkan [3 ]
机构
[1] Natl Inst Technol Mizoram, Dept Elect Engn, Aizawl 796012, India
[2] Sharad Inst Technol Coll Engn, Dept Artificial Intelligence & Data Sci Engn, Kolhapur 416115, India
[3] Hamad Bin Khalifa Univ, Qatar Fdn, Qatar Environm & Energy Res Inst, Doha, Qatar
关键词
Rotors; Wavelet transforms; Coils; Magnetic levitation; Harmonic analysis; Wavelet analysis; Air gaps; Vibrations; Control systems; Fault diagnosis; Active magnetic bearing; control theory; controller; signal processing; vibration; wavelet transform;
D O I
10.1109/ACCESS.2024.3515261
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The complexity of improving controllers for Active Magnetic Bearing Systems (AMBs), which are essential parts of fast electronic transport networks such as electric cars, aviation technology, and defense systems is examined in this research work. It evaluates AMBs' robustness against abrupt harmonic disruptions using wavelet transform methodologies. Initially, predictive-based interpolation equations are used to create system controller matrices that forecast controlling gains for various eccentric rotor behaviors. Steady functioning is ensured by the non-linear AMB system's assumed linearity inside this range. Furthermore, system dynamics are assessed about probable external defects by creating a modeled harmonic signal and using wavelet transformations in continuous and discrete realms. The reliability of the assessment method is highlighted by the low 1.15% variance across the original and recovered force signals at high rotor eccentricity, which is supported by suitable scalability and wavelet selection based on Fisher's criterion. The computational findings provide insights and enhance the understanding of regulating the fluctuating actions of AMBs through these thorough investigations, stimulating improved reliability and effectiveness in an array of applications.
引用
收藏
页码:197335 / 197346
页数:12
相关论文
共 36 条
[1]   The role of generative adversarial networks in brain MRI: a scoping review [J].
Ali, Hazrat ;
Biswas, Rafiul ;
Ali, Farida ;
Shah, Uzair ;
Alamgir, Asma ;
Mousa, Osama ;
Shah, Zubair .
INSIGHTS INTO IMAGING, 2022, 13 (01)
[2]   Chatter detection and suppression in machining processes: a comprehensive analysis [J].
Basit, Abdul ;
Khan, Niaz Bahadur ;
Ali, Sadaqat ;
Muhammad, Riaz ;
Abduvalieva, Dilsora ;
Khan, M. Ijaz ;
Jameel, Mohammed .
INTERNATIONAL JOURNAL OF INTERACTIVE DESIGN AND MANUFACTURING - IJIDEM, 2024, 18 (06) :3751-3771
[3]  
Cade I. S., 2007, P INT DES ENG TECHN, P1327, DOI [10.1115/detc2007-35362, DOI 10.1115/DETC2007-35362]
[4]   Fault identification in rotor/magnetic bearing systems using discrete time wavelet coefficients [J].
Cade, IS ;
Keogh, PS ;
Sahinkaya, MN .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2005, 10 (06) :648-657
[5]  
Dahmane S., 2024, Indonesian J. Electr. Eng. Informat. (IJEEI), V12, P1, DOI [10.52549/ijeei.v12i1.4612, DOI 10.52549/IJEEI.V12I1.4612]
[6]   Active Magnetic Bearing System Using I-Type and U-Type Actuator [J].
Das, Upama ;
Debnath, Sukanta ;
Gupta, Suraj ;
Biswas, Pabitra Kumar ;
Sudhakar Babu, Thanikanti ;
Nwulu, Nnamdi I. .
IEEE ACCESS, 2023, 11 :62780-62798
[7]   Comparative analysis of single-coil and double-coil active magnetic bearings for high-speed application [J].
Debnath, S. ;
Das, U. ;
Biswas, P. K. .
ELECTRICAL ENGINEERING, 2024, 106 (02) :1191-1202
[8]  
Debnath S., 2021, J. appl. res. technol, V19, P448, DOI 10.22201/icat.24486736e.2021.19.5.1211
[9]   Design and Control of Multicoil Active Magnetic Bearing System for High-Speed Application [J].
Debnath, Sukanta ;
Das, Upama ;
Biswas, Pabitra Kumar ;
Aljafari, Belqasem ;
Thanikanti, Sudhakar Babu .
ENERGIES, 2023, 16 (11)
[10]   Advanced Magnetic Bearing Device for High-Speed Applications with an I-type Electromagnet [J].
Debnath, Sukanta ;
Biswas, Pabitra Kumar .
ELECTRIC POWER COMPONENTS AND SYSTEMS, 2021, 48 (16-17) :1862-1874