Online DMD-based Kalman filter for current sensor fault-tolerant control of MMC-HVDC transmission systems

被引：0
|
作者：
Liu, Yuxi [1 ,2 ]
Yang, Yuexi [2 ]
Zhou, Xiao [2 ]
Liu, Yang [1 ]
Wu, Q. H. [1 ]
机构：
[1] South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R China
[2] State Grid Smart Grid Res Inst Co Ltd, Beijing 102209, Peoples R China
来源：
ELECTRIC POWER SYSTEMS RESEARCH | 2025年 / 238卷
关键词：
Data-driven; Dynamic mode decomposition; Kalman filter; Local outlier factor; Modular multilevel converters; Sensor fault-tolerant control; HIGH-FREQUENCY RESONANCE; DYNAMIC STATE ESTIMATION; PERFORMANCE;
D O I：
10.1016/j.epsr.2024.111144
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
With the growing application of modular multilevel converter based high-voltage direct current transmission (MMC-HVDC), the sensor fault-tolerant capability in modular multilevel converters has become critical. This paper aims to boost the sensor fault-tolerant performance of the MMC-HVDC systems using advanced data- driven techniques. A novel online dynamic mode decomposition based Kalman filter (ODMDKF) is designed for fault detection and control reconfiguration. Besides, a modified dual-check fault detection module based on local outlier factor algorithm is proposed to reduce false alarm rate. Simulation studies are conducted on a modified IEEE 9-bus system with MMC-HVDC transmission lines. The results indicate that the proposed sensor fault-tolerant control method can ensure the continuous operation of the MMC-HVDC systems under the condition of three types of current sensor faults and its fault-tolerant capability is better than that of extended Kalman filter-based fault-tolerant control method.
引用
收藏
页数：10
相关论文
共 47 条
  • [31] An MMC based HVDC system with optimized AC fault ride-through capability and enhanced circulating current suppression control
    Badar, Jahangeer
    Akhtar, Faheem
    Kumar, Dileep
    Munir, Hafiz Mudassir
    Ali, Khawaja Haider
    Alsaif, Faisal
    Alsulamy, Sager
    FRONTIERS IN ENERGY RESEARCH, 2023, 11
  • [32] Extension of Power Transmission Capacity in MMC-based HVDC Systems through Dynamic Temperature-Dependent Current Limits
    Goncalves, Jorge
    Rogers, Daniel J.
    Liang, Jun
    2015 17TH EUROPEAN CONFERENCE ON POWER ELECTRONICS AND APPLICATIONS (EPE'15 ECCE-EUROPE), 2015,
  • [33] Interactions Between Indirect DC-Voltage Estimation and Circulating Current Controllers of MMC-Based HVDC Transmission Systems
    Wickramasinghe, Harith R.
    Konstantinou, Georgios
    Pou, Josep
    Agelidis, Vassilios G.
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2018, 33 (01) : 829 - 838
  • [34] Study on Sensor Fault-Tolerant Control for Central Air-Conditioning Systems Using Bayesian Inference with Data Increments
    Li, Guannan
    Wang, Chongchong
    Liu, Lamei
    Fang, Xi
    Kuang, Wei
    Xiong, Chenglong
    SENSORS, 2024, 24 (04)
  • [35] Fuzzy-approximation adaptive fault-tolerant control for nonlinear pure-feedback systems with unknown control directions and sensor failures
    Liu, Xuan
    Zhai, Ding
    Li, Tieshan
    Zhang, Qingling
    FUZZY SETS AND SYSTEMS, 2019, 356 : 28 - 43
  • [36] Real-Time Diagnosis and Fault-Tolerant Control of a Sensor Single Fault Based on a Data-Driven Feedforward-Feedback Control System
    Na, Wenbo
    Zan, Qi
    Gao, Yanfeng
    Guo, Siyu
    Wang, Zheng
    PROCESSES, 2022, 10 (07)
  • [37] Integration of genetic algorithm tuned adaptive fading memory Kalman filter with model predictive controller for active fault-tolerant control of cement kiln under sensor faults with inaccurate noise covariance
    Veerasamy, Gomathi
    Kannan, Ramkumar
    Siddharthan, RakeshKumar
    Muralidharan, Guruprasath
    Sivanandam, Venkatesh
    Amirtharajan, Rengarajan
    MATHEMATICS AND COMPUTERS IN SIMULATION, 2022, 191 : 256 - 277
  • [38] Fault diagnosis in a current sensor and its application to fault-tolerant control for an air supply subsystem of a 50 kW-Grade fuel cell engine
    Quan, Rui
    Wu, Fan
    Wang, Chengji
    Tan, Baohua
    Chang, Yufang
    RSC ADVANCES, 2020, 10 (09) : 5163 - 5172
  • [39] Adaptive Kalman filtering for sensor fault estimation and isolation of satellite attitude control based on descriptor systems
    Wang, Mao
    Liang, Tiantian
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2019, 41 (06) : 1686 - 1698
  • [40] Data-Based Fault-Tolerant Consensus Control for Uncertain Multiagent Systems Via Weighted Edge Dynamics
    Shi, Chong-Xiao
    Yang, Guang-Hong
    Li, Xiao-Jian
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 49 (12): : 2548 - 2558
12345