Optimizing the fault diagnosis and fault-tolerant control of selective catalytic reduction hydrothermal aging using the Unscented Kalman Filter observer

被引:10
|
作者
Hu, Jie [1 ,2 ]
Zheng, Shijie [1 ,2 ]
Liu, Xingyu [1 ,2 ]
Wang, Menghua [3 ]
Deng, Jiamei [4 ]
Yan, Fuwu [1 ,2 ]
机构
[1] Wuhan Univ Technol, Hubei Key Lab Adv Technol Automot Components, Wuhan 430070, Peoples R China
[2] Hubei Collaborat Innovat Ctr Automot Components T, Wuhan 430070, Peoples R China
[3] Xi An Jiao Tong Univ, Sch Energy & Power Engn, Xian 710049, Peoples R China
[4] Wuhan Univ Technol, Sch Informat Engn, Wuhan 430070, Peoples R China
基金
国家重点研发计划;
关键词
Diesel engine; Selective catalytic reduction (SCR) aging; UKF-based observer; Fault diagnosis; Fault-tolerant control; CU-SAPO-34; CATALYST; NOX REDUCTION; SCR SYSTEM; EMISSIONS; PERFORMANCE; DURABILITY; COMBUSTION; EXHAUST; UKF;
D O I
10.1016/j.fuel.2020.119827
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The performance of the selective catalytic reduction (SCR) system has been confirmed to be distinctly affected by hydrothermal aging fault. In this paper, an observer based on the Unscented-Kalman-Filter (UKF) algorithm theory is designed to identify the states of hydrothermal aging so that the aging SCR can be more accurately and efficiently diagnosed and fault-tolerant controlled. Furthermore, a model reference adaptive controller (MRAC) based on the theory of Lyapunov is constructed to enhance the fault-tolerant control performance of SCR Simulation, on the basis of the diagnosis information of UKF observer. The simulations and comparisons are performed to verify the performance of aging diagnosis and fault-tolerant control. The corresponding results show that the UKF observer has better estimation accuracy and respond speed for SCR aging, simultaneously, the fault-tolerant control performance of SCR aging is also better.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Fault Diagnosis and Fault-Tolerant Control in Linear Drives Using the Kalman Filter
    Huang, Sunan
    Tan, Kok Kiong
    Lee, Tong Heng
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2012, 59 (11) : 4285 - 4292
  • [2] Simulation of Aeroengine Fault-tolerant Control Based on Kalman Filter
    Feng Leixing
    Feng Langxing
    Wang Yang
    [J]. ISTM/2009: 8TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, 2009, : 2597 - 2600
  • [3] Fault Diagnosis and Fault-Tolerant Attitude Control of Spacecraft Based on Combined Observer
    Li, Yuandong
    Fang, Yizhong
    Shao, Menghan
    Chen, Xuning
    Shao, Xiaodong
    Hu, Qinglei
    Zheng, Jianying
    [J]. 2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC), 2021, : 7627 - 7632
  • [4] Fault Diagnosis of PMSG Stator Inter-Turn Fault Using Extended Kalman Filter and Unscented Kalman Filter
    El Sayed, Waseem
    Abd El Geliel, Mostafa
    Lotfy, Ahmed
    [J]. ENERGIES, 2020, 13 (11)
  • [5] FAULT DIAGNOSIS OF HYDRAULIC SERVO SYSTEM USING THE UNSCENTED KALMAN FILTER
    Liu, Hongmei
    Liu, Dawei
    Lu, Chen
    Wang, Xuan
    [J]. ASIAN JOURNAL OF CONTROL, 2014, 16 (06) : 1713 - 1725
  • [6] Fault-Tolerant Cubature Kalman Filter for Engineering Estimation Control Systems
    Ge, Quanbo
    Ma, Zhongcheng
    Lu, Zhenyu
    Feng, Xiaoliang
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2024, 54 (07) : 3943 - 3953
  • [7] Fault-Tolerant Control Based on Modified eXogenous Kalman Filter for PMSM
    Liling Ma
    Fuxiang Wang
    Wei Shen
    Junzheng Wang
    [J]. Journal of Electrical Engineering & Technology, 2023, 18 : 1313 - 1323
  • [8] The Fault-tolerant Control System Based on Majority Voting with Kalman Filter
    Danecek, Vit
    Silhavy, Pavel
    [J]. 2011 34TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP), 2011, : 472 - 477
  • [9] Fault-Tolerant Control Based on Modified eXogenous Kalman Filter for PMSM
    Ma, Liling
    Wang, Fuxiang
    Shen, Wei
    Wang, Junzheng
    [J]. JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2023, 18 (02) : 1313 - 1323
  • [10] A hybrid robust fault tolerant control based on adaptive joint unscented Kalman filter
    Hagh, Yashar Shabbouei
    Asl, Reza Mohammadi
    Cocquempot, Vincent
    [J]. ISA TRANSACTIONS, 2017, 66 : 262 - 274