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Fault Detection of Networked Control Systems Subject to Access Constraints and Random Packet Dropout 被引量:15
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作者 WANG Yong-Qiang YE Hao +1 位作者 DING Steven WANG Gui-Zeng 《自动化学报》 EI CSCD 北大核心 2009年第9期1230-1234,共5页
关键词 故障检测 网路控制 接入约束 残差
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Fault Detection of Networked Control Systems Based on Optimal Robust Fault Detection Filter 被引量:11
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作者 WANG Yong-Qiang YE Hao +1 位作者 DING X. Steven WANG Gui-Zeng 《自动化学报》 EI CSCD 北大核心 2008年第12期1534-1539,共6页
有可能比一个采样时期大的随机、未知的导致网络的延期的联网的控制系统(NCS ) 的差错察觉在这份报纸被学习。首先,导致网络的延期引起的影响被转变成为错误建模组织,然后存在连续时间域基于引用,模型被扩大到分离时间领域并且适用... 有可能比一个采样时期大的随机、未知的导致网络的延期的联网的控制系统(NCS ) 的差错察觉在这份报纸被学习。首先,导致网络的延期引起的影响被转变成为错误建模组织,然后存在连续时间域基于引用,模型被扩大到分离时间领域并且适用指责联网的控制系统的察觉的柔韧的差错察觉方法。建议方法能被 Matlab LMI 工具箱容易实现,并且它的表演被一个模拟例子最后评估。 展开更多
关键词 检测方法 网络控制系统 最优鲁棒故障检测系统 滤波器
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Unified control and detection framework and its applications: a review, some new results, and future perspectives 被引量:1
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作者 DING Steven Xianchuan LI Linlin JIANG Bin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第5期995-1013,共19页
Initiated three decades ago,integrated design of controllers and fault detectors has continuously attracted research attention.The recent development of the unified control and detection framework with an observer-bas... Initiated three decades ago,integrated design of controllers and fault detectors has continuously attracted research attention.The recent development of the unified control and detection framework with an observer-based residual generator in its core gives a more general form of the previous works.Its applications to residual centred modelling of uncertain control systems,fault detection in feedback control systems with uncertainties,fault-tolerant control(FTC)as well as control performance degradation monitoring,detection and recovery are introduced.In conclusion,some future perspectives are proposed. 展开更多
关键词 unified framework of control and detection observer-based residual generator Youla parameterisation detection of additive and multiplicative faults in control loop fault-tolerant control(FTC) loop performance degradation(LPD)monitoring and recovery
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H_∞ fault estimation for a class of linear time-delay systems in finite frequency domain
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作者 Quanchao Dong Maiying Zhong Steven X. Ding 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第5期835-841,共7页
This paper deals with the problem of H∞ fault estimation for linear time-delay systems in finite frequency domain.First a generalized coordinate change is applied to the original system such that in the new coordinat... This paper deals with the problem of H∞ fault estimation for linear time-delay systems in finite frequency domain.First a generalized coordinate change is applied to the original system such that in the new coordinates all the time-delay terms are injected by the system's input and output.Then an observer-based H∞ fault estimator with input and output injections is proposed for fault estimation with known frequency range.With the aid of Generalized Kalman-Yakubovich-Popov lemma,sufficient conditions on the existence of the H∞ fault estimator are derived and a solution to the observer gain matrices is obtained by solving a set of linear matrix inequalities.Finally,a numerical example is given to illustrate the effectiveness of the proposed method. 展开更多
关键词 fault estimation TIME-DELAY generalized coordinate change generalized Kalman-Yakubovich-Popov lemma finite frequency domain.
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A note on diagnosis and performance degradation detection in automatic control systems towards functional safety and cyber security 被引量:3
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作者 Steven X.Ding 《Security and Safety》 2022年第1期2-30,共29页
This note addresses diagnosis and performance degradation detection issues from an integrated viewpoint of functionality maintenance and cyber security of automatic control systems.It calls for more research attention... This note addresses diagnosis and performance degradation detection issues from an integrated viewpoint of functionality maintenance and cyber security of automatic control systems.It calls for more research attention on three aspects:(i)application of control and detection uni ed framework to enhancing the diagnosis capability of feedback control systems,(ii)projection-based fault detection,and complementary and explainable applications of projection-and machine learning-based techniques,and(iii)system performance degradation detection that is of elemental importance for today's automatic control systems.Some ideas and conceptual schemes are presented and illustrated by means of examples,serving as convincing arguments for research e orts in these aspects.They would contribute to the future development of capable diagnosis systems for functionality safe and cyber secure automatic control systems. 展开更多
关键词 Diagnosis in automatic control systems Cyber security in industrial cyber physical systems Uni ed framework of control and detection Projection-based diagnosis Explainable application of ML-methods Performance degradation detection
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一种基于LMI的H_-/H_∞故障检测观测器优化设计方法 被引量:9
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作者 彭涛 桂卫华 +2 位作者 STEVEN X D 吴敏 李昊 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2004年第4期628-631,共4页
针对线性时不变动态系统,构造一个线性全阶输出观测器,获得包括扰动、噪声、建模误差等未知输入信号和故障信号的残差动态特性,选用残差对故障信号的H-指数描述其对故障的灵敏度,用残差对未知信号的H∞范数表示其对不确定因素的鲁棒性,... 针对线性时不变动态系统,构造一个线性全阶输出观测器,获得包括扰动、噪声、建模误差等未知输入信号和故障信号的残差动态特性,选用残差对故障信号的H-指数描述其对故障的灵敏度,用残差对未知信号的H∞范数表示其对不确定因素的鲁棒性,将故障检测观测器的设计描述为一个优化问题。研究了基于线性矩阵不等式的故障检测观测器设计,给出了求解最优观测器增益的方法,并证明了该解存在的条件。实践结果表明,应用该方法所设计的故障检测观测器灵敏度高,对干扰信号具有强鲁棒性。 展开更多
关键词 故障检测 观测器 鲁棒性 灵敏度 线性矩阵不等式
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基于EEMD和SVM的冷轧机垂直振动相关故障的诊断 被引量:6
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作者 杨旭 彭开香 +3 位作者 罗浩 KRUEGER Min-jia 宗大桥 DING Steven X 《上海交通大学学报》 EI CAS CSCD 北大核心 2015年第6期751-756,共6页
通过对冷板带轧机垂直振动过程的机理进行分析,结合轧机系统结构模型,建立含振动因素的冷轧机垂向系统动态轧制力模型.考虑复杂工况下,轧机在生产不同规格带钢时,由工艺参数波动等广义故障所致轧机垂直振动现象,基于工业现场数据进行数... 通过对冷板带轧机垂直振动过程的机理进行分析,结合轧机系统结构模型,建立含振动因素的冷轧机垂向系统动态轧制力模型.考虑复杂工况下,轧机在生产不同规格带钢时,由工艺参数波动等广义故障所致轧机垂直振动现象,基于工业现场数据进行数据驱动的故障诊断算法研究.采用集成经验模态分解算法对实测轧制力信号进行分解,选取有效的固有模态函数的能量作为特征向量,并将其输入到支持向量机分类器中,通过分类器对正常状态和故障状态进行区分,以实现轧机振动相关故障的准确诊断. 展开更多
关键词 轧机 垂直振动 故障诊断 支持向量机 信号处理
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四效逆流降膜蒸发系统的建模与故障仿真
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作者 胡志坤 李哲彬 +2 位作者 陈志文 桂卫华 阳春华 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2015年第12期4504-4511,共8页
针对氧化铝生产蒸发过程难以控制、故障数据难以采集的现象,根据热力学的基本原理,利用奥秘仿真系统,用高保真的模型元件通过模块化的方法建立四效逆流降膜蒸发加三级闪蒸的氧化铝生产蒸发过程模型。根据氧化铝蒸发系统的特点,将模型分... 针对氧化铝生产蒸发过程难以控制、故障数据难以采集的现象,根据热力学的基本原理,利用奥秘仿真系统,用高保真的模型元件通过模块化的方法建立四效逆流降膜蒸发加三级闪蒸的氧化铝生产蒸发过程模型。根据氧化铝蒸发系统的特点,将模型分为4个蒸发器模块、3个预热器模块和3个闪蒸器模块。为了体现系统的中间过程,模型中把蒸发器模块分为蒸汽单元和物料单元。通过软件中模型计算和仿真验证模型的有效性,与氧化铝蒸发过程实际测量值相比较,证明模型能够很好地反映氧化铝蒸发的动态生产过程。此外,模型还设置一些实际过程中常发生的故障。研究结果表明:通过数据分析发现故障仿真结果与理论结果相符合,为故障检测和优化控制系统奠定了基础。 展开更多
关键词 蒸发过程 模块化 故障仿真
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SAR performance-based fault diagnosis for electrohydraulic control system:A novel FDI framework for closed-loop system 被引量:1
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作者 Yang ZHANG Shaoping WANG +3 位作者 Jian SHI Xinyu YANG Jiarui ZHANG Xi WANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第10期381-392,共12页
Model-based fault diagnosis serves as an efficient and powerful technique in addressing fault detection and isolation(FDI)issues for control systems.However,the standard methods and their modifications still encounter... Model-based fault diagnosis serves as an efficient and powerful technique in addressing fault detection and isolation(FDI)issues for control systems.However,the standard methods and their modifications still encounter some difficulties in algorithm design and application for complex higher-order systems.To avoid these difficulties,a novel fault diagnosis framework based on multiple performance indicators of closed-loop control system is proposed.Under this framework,a socalled performance residual vector is constructed to measure the differences between the real system and the nominal model in terms of system stability,accuracy,and rapidity(SAR)respectively.The criteria for quantification,normalization of the SAR residuals and the explicit mappings between the thresholds and the required performance are given.FDI can be easily achieved simultaneously by monitoring the normalized residual vector length and direction in the SAR performance residual space.A case study on electro-hydraulic servo control system of turbofan engine is adopted to demonstrate the effectiveness of the proposed method. 展开更多
关键词 Electro-hydraulic servo valve(EHSV) Fault diagnosis Fuel metering unit Performance degradation Performance residual Stability accuracy and rapidity(SAR)
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Data-Driven Process Monitoring and Fault Tolerant Control in Wind Energy Conversion System with Hydraulic Pitch System 被引量:1
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作者 王凯 罗浩 +3 位作者 KRUEGER M DING S X 杨旭 JEDSADA S 《Journal of Shanghai Jiaotong university(Science)》 EI 2015年第4期489-494,共6页
Wind energy is one of the widely applied renewable energies in the world. Wind turbine as the main wind energy converter at present has very complex technical system containing a huge number of components,actuators an... Wind energy is one of the widely applied renewable energies in the world. Wind turbine as the main wind energy converter at present has very complex technical system containing a huge number of components,actuators and sensors. However, despite of the hardware redundancy, sensor faults have often affected the wind turbine normal operation and thus caused energy generation loss. In this paper, aiming at the wind turbine hydraulic pitch system, data-driven design of process monitoring(PM) and diagnosis has been realized in the wind turbine benchmark. Fault tolerant control(FTC) strategies focused on sensor faults have also been presented here, where with the implementation of soft sensor the sensor fault can be handled and the performance of the system is improved. The performance of this method is demonstrated with the wind turbine benchmark provided by Math Works. 展开更多
关键词 DATA-DRIVEN process monitoring(PM) fault tolerant control(FTC) soft sensor wind turbine
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On the Application of PCA Technique to Fault Diagnosis 被引量:31
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作者 DING S ZHANG P +4 位作者 DING E YIN S Naik A DENG P GUI W 《Tsinghua Science and Technology》 SCIE EI CAS 2010年第2期138-144,共7页
In this paper, we bdefly address the application of the standard principal component analysis (PCA) technique to fault detection and identification. Based on an analysis of the existing test statistic, we propose a ... In this paper, we bdefly address the application of the standard principal component analysis (PCA) technique to fault detection and identification. Based on an analysis of the existing test statistic, we propose a new test statistic, which is similar to the Hawkin's T2 H statistic but without the numerical drawback. In comparison with the SPE index, the threshold setting associated with the new statistic is computationally simpler. Our further study is dedicated to the analysis of fault sensitivity. We consider the off-set and scaling faults, and evaluate the test statistic by viewing its sensitivity to the faults. Our final study focuses on identifying off-set and scaling faults. To this end, two algorithms are proposed. This paper also includes some critical remarks on the application of the PCA technique to fault diagnosis. 展开更多
关键词 process monitoring fault diagnosis principal component analysis (PCA) multivariate analysis
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