面向重载机车轮轨粘着利用的异常检测及高性能容错控制

项目来源

国家自然科学基金(NSFC)

项目主持人

张昌凡

项目受资助机构

湖南工业大学

立项年度

2017

立项时间

未公开

项目编号

61773159

项目级别

国家级

研究期限

未知 / 未知

受资助金额

66.00万元

学科

信息科学-自动化-控制理论与技术

学科代码

F-F03-F0301

基金类别

面上项目

关键词

粘着利用 ; 容错控制 ; 异常检测 ; 故障诊断 ; 重载机车 ; Heavy-haul locomotive ; Adhesion utilization ; Fault diagnosis ; Anomaly detection ; Fault-tolerant control

参与者

何静;赵凯辉;许峻峰;李祥飞;刘建华;徐承杰;黄刚;谭海湖;林真珍

参与机构

中车株洲电力机车研究所有限公司

项目标书摘要:重载机车是国家战略确定的重点发展产品之一,通过提高机车粘着利用率获得更大牵引力是目前亟待突破的瓶颈。然而,复杂随机变化的机车运行环境常引起轮轨间的粘着特性发生多变且难以感知,使得现有的粘着控制器往往只能依据经验补偿因空转或滑行等异常造成的牵引力跌落,机车整体牵引性能难以得到较大程度发挥。因此,本项目围绕粘着系统的关键参数感知、微小故障敏感特征提取、多牵引力协同控制等提高粘着利用的关键科学问题,研究跨时空轮轨粘着系统多工况建模方法,以实现粘着特性变化规律的实时动态反映;研究轮轨粘着系统微小故障诊断和故障预测方法,以实现空转或滑行故障的主动预防和事前补偿;研究协同一致性粘着容错控制策略,以实现恶劣粘着利用工况下的机车高可靠运行。最终形成有效和可供工程应用的重载机车粘着异常检测和高性能容错控制理论与方法,为提升重载机车的牵引性能提供重要理论依据和关键技术支撑。

Application Abstract: Heavy haul locomotive is one of the key development products determined in national strategy.It is a bottleneck urgent to be broken through at present to obtain larger traction by improving the adhesion utilization rate of the locomotive.However,complex and changing locomotive operating environment often causes frequent changes in wheel/rail adhesion characteristic and it is difficult to perceive such changes.As a consequence,the traction falling caused by idling/sliding or other abnormalities can only be made compensated relying on the experiences in the adhesion controller,which make it difficult to give more overall traction performance of the locomotive.Therefore,the adhesive system’s key parameters perception,the sensitive characteristics extraction of incipient fault and multi-traction cooperative control are focused as the critical technical subjects for improving adhesion utilization in this project.The multi-conditions modeling of wheel/rail adhesive system across time and space is conducted to realize real-time dynamic reflection of adhesion characteristics change rule,the incipient fault diagnosis and fault prediction methods of wheel/rail adhesive system are studied to realize active prevention and prior compensation of idling or sliding fault,and the adhesion coordinated consistency fault-tolerant control strategy is also researched to realize high operation reliability of the locomotive under poor adhesion utilization condition.Thus,the effective and applicable locomotive adhesion abnormalities detection and high-performance fault-tolerant control theory and method are finally developed,which provides an important theoretical basis and key technical support for the improvement of heavy haul locomotive traction performance.

项目受资助省

广东省

项目结题报告(全文)

本项目面向《中国制造2025》提出的构建重载机车研发平台和研制重载机车的重大需求,结合轨道交通故障诊断和容错控制中存在的重大共性工程技术问题,以机车的高性能粘着利用和确保安全运行为目标,依据重载机车运行过程中遇到的环境复杂、轮轨条件多变、粘着特性非线性、牵引/制动力生成过程复杂等工程技术难题,从中提炼科学问题,开展重载机车轮轨粘着利用的异常检测与高性能容错控制方法研究。项目在突破数据信息不完备条件的关键参数感知、机车粘着微小故障敏感特征提取、输出饱和受限的多牵引力协同控制等关键科学问题的基础上,首先研究复杂环境下轮轨粘着系统模型建立方法,探索基于历史运行数据的关键特征提取策略,为模型构建提供完备数据信息;建立不同轨面状态下的关键参数主动感知方法,为获取最大粘着系数和实时粘着系数提供保障。然后,针对机车运行过程中出现的故障、尤其是微小故障和故障隐患等粘着异常情况,研究全天候粘着异常整体感知方法;针对粘着异常引起的车轮打滑、空转等故障和微小故障,研究融合数据和机理的故障分类与定位方法。最后,结合重载机车对各电机牵引总量保持不变的需求,开展协同一致性粘着容错控制方法研究。研究基于最优粘着利用的轮对容错控制和异常主动保护方法,建立利用机车各轮对动力冗余进行牵引力再分配的容错控制方法,以避免发生轮对故障、减少牵引力损失、提升粘着利用性能提供关键支撑。项目研究成果不仅为重载机车高性能粘着利用提供重要的理论支撑和方法指导,同时也是突破国外粘着控制技术壁垒,实现自主知识产权道路上的有益探索。项目研究期间,项目组成员出版了2部专著;发表代表性论文21篇,其中被SCI收录15篇;申请/授权专利10项;新获批国家自然科学基金2项,国家重点研发计划课题2项;获国家技术发明二等奖2项,湖南省技术发明一等奖1项,湖南省科学技术二等奖2项;培养研究生18人,形成了一支具有一定水平的科研队伍和相对稳定的研究方向。

  • 排序方式:
  • 6
  • /
  • 1.高速列车黏着集成防滑控制方法

    • 关键词:
    • 高速列车 EKF 非对称障碍Lyapunov函数 防滑控制 滑模观测器 基金资助:国家自然科学基金“面向重载机车轮轨黏着利用的异常检测及高性能容错控制”; 湖南省自然科学基金项目“重载机车最优黏着集成控制方法研究”; 专辑:工程科技Ⅱ辑 专题:铁路运输 分类号:U270.35 导师:何静 手机阅读
    • 期刊

    随着列车运行速度不断提高,容易造成车轮滑行甚至空转,这严重影响了高速列车运行的安全性。因此,研究一种含有蠕滑状态约束的最优黏着防滑控制策略具有重要意义。在列车防滑控制算法的设计上,与之密切相关的包括以下几个重要方面:首先要解决的是机车车体速度难以准确实时测量的问题,并且蠕滑率(或蠕滑速度)控制对其依赖很大;然后是针对列车防滑控制器的设计问题,要尽可能地避免列车运行中不确定的黏着条件对防滑控制的影响,保证列车安全、稳定地运行;同时针对于如何设计期望跟踪目标的搜索算法的问题也急需解决,即实现列车的实际黏着工作点渐近跟踪期望黏着工作点。本文为了解决上述问题,主要进行了以下三方面的工作:(1)针对高速列车车体速度难以测量的问题,提出了一种基于EKF(扩展卡尔曼滤波)算法,以轮轨动力学及机车黏着模型为基础,利用EKF对机车的轮对速度和车体速度进行近似估计;(2)针对高速列车运行中出现的防滑及稳定性问题,设计了一种列车的全局防滑控制策略。通过设计一种混合控制器的切换实现列车的全局防滑控制,并且在控制器的设计中引入非对称障碍Lyapunov函数,保障列车在可行黏着区域的稳定性;(3)针对期望跟踪目标的获取问题,设计了一种变步长搜索算法,并且采用了一种滑模观测器对轮轨间的黏着状态作近似估计,用于搜索列车当前路况下的期望蠕滑速度,进而实现预期的防滑控制目标。理论分析及仿真实验都验证了算法的稳定性和有效性,实现了预期的控制目标。此外,总结了本文的主要研究内容、不足之处以及下一步研究计划。

    ...
  • 2.of translation:基于扩展滑模扰动观测器的永磁同步电机新型无模型滑模控制

    • Zhao, Kaihui ; Dai, Wangke ; Zhou, Ruirui ; Leng, Aojie ; Liu, Wenchang ; Qiu, Pengqi ; Huang, Gang ; Wu, Gongping
    • 《Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering》
    • 2022年
    • 42卷
    • 6期
    • 期刊

    Aiming at the problem that the overall control performance degradation of permanent magnet synchronous motor (PMSM) control system due to parameter perturbation when using traditional PI control algorithm, this paper proposed a speed loop improved model-free sliding mode control (IMFSMC) method. Firstly, a novel ultra-local model of PMSM with parameter perturbation was established. Secondly, the model-free sliding mode feedback controller in speed-loop was designed using an improved reaching law, the extended sliding mode disturbance observer (ESMDO) was used to estimate the unknown part in the ultra-local model simultaneously, and the stability of controller and observer were proved by Lyapunov stability theory. Finally, compared with PI control and conventional model-free sliding mode control, the simulation and experimental results show that the proposed method can effectively improve the transient and steady-state performance, reduce the dependence on the motor model, and improve the robustness and anti-interference performance of the system. © 2022 Chin. Soc. for Elec. Eng.

    ...
  • 3.基于扩展滑模扰动观测器的永磁同步电机新型无模型滑模控制

    • 关键词:
    • 永磁同步电机;新型超局部模型;无模型滑模控制;改进趋近律;扩展滑模扰动观测器
    • 赵凯辉;戴旺坷;周瑞睿;冷傲杰;刘文昌;邱鹏旗;黄刚;吴公平
    • 《中国电机工程学报》
    • 2022年
    • 06期
    • 期刊

    针对永磁同步电机(permanent magnet synchronous motor,PMSM)控制系统采用传统 PI 控制算法时因参数摄动而导致电机控制性能下降的问题,提出一种转速环改进型无模 型 滑 模 控 制 方 法 (improved model-free sliding mode control,IMFSMC)。首先,建立 PMSM 在参数摄动时的新型超局部模型。其次,采用一种改进趋近律设计转速环无模型滑模反馈控制器;同时利用扩展滑模扰动观测器(extended sliding mode disturbance observer,ESMDO)估计超局部模型中的未知部分,并通过 Lyapunov 稳定性理论证明了该控制器和观测器的稳定性。最后,与 PI 控制以及传统无模型滑模控制的仿真和实验对比,结果证明所提方法能有效改善 PMSM 在发生参数摄动时的暂稳态性能,降低对电机模型的依赖,提升系统鲁棒性和抗干扰性能。

    ...
  • 4.Novel Model-free Sliding Mode Control of Permanent Magnet Synchronous Motor Based on Extended Sliding Mode Disturbance Observer

    • 关键词:
    • Permanent magnets;Synchronous motors;Two term control systems;Controllers;Disturbance observer;Extended sliding mode disturbance observer;Improved reaching law;Local model;Model free;Model-free sliding mode control;Novel ultra-local model;Permanent magnet synchronoi motor;Permanent Magnet Synchronous Motor;Reaching law ;Sliding modes;Sliding-mode control
    • Zhao, Kaihui;Dai, Wangke;Zhou, Ruirui;Leng, Aojie;Liu, Wenchang;Qiu, Pengqi;Huang, Gang;Wu, Gongping
    • 《Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering》
    • 2022年
    • 42卷
    • 6期
    • 期刊

    Aiming at the problem that the overall control performance degradation of permanent magnet synchronous motor (PMSM) control system due to parameter perturbation when using traditional PI control algorithm, this paper proposed a speed loop improved model-free sliding mode control (IMFSMC) method. Firstly, a novel ultra-local model of PMSM with parameter perturbation was established. Secondly, the model-free sliding mode feedback controller in speed-loop was designed using an improved reaching law, the extended sliding mode disturbance observer (ESMDO) was used to estimate the unknown part in the ultra-local model simultaneously, and the stability of controller and observer were proved by Lyapunov stability theory. Finally, compared with PI control and conventional model-free sliding mode control, the simulation and experimental results show that the proposed method can effectively improve the transient and steady-state performance, reduce the dependence on the motor model, and improve the robustness and anti-interference performance of the system.
    © 2022 Chin. Soc. for Elec. Eng.

    ...
  • 5.Model-Free Sliding Mode Control for PMSM Drive System Based on Ultra-Local Model

    • 关键词:
    • Controllers;Permanent magnets;Synchronous motors;Control methods;Local model;Model free;Model-free sliding mode control;Permanent magnet synchronoi motor;Permanent Magnet Synchronous Motor;Sliding mode observer;Sliding-mode control;Sliding-mode observer;Ultra-local model
    • Zhao, Kaihui;Liu, Wenchang;Yin, Tonghuan;Zhou, Ruirui;Dai, Wangke;Huang, Gang
    • 《Energy Engineering: Journal of the Association of Energy Engineering》
    • 2022年
    • 119卷
    • 2期
    • 期刊

    This paper presents a novel model-free sliding mode control (MFSMC) method to improve the speed response of permanent magnet synchronous machine (PMSM) drive system. The ultra-local model (ULM) is first derived based on the input and the output of the PMSM. Then, the novel MFSMC method is presented, and the controller is designed based on ULM and MFSMC. A sliding mode observer (SMO) is constructed to estimate the unknown part of the ULM. The estimated unknown part is feedbacked to MFSMC controller to perform compensation for parameter perturbations and external disturbances. Com-pared with the sliding mode control (SMC) method, the results of simulation and experiment demonstrate that the presented MFSMC method improves the dynamic response and robustness of the PMSM drive system. © 2022, Tech Science Press. All rights reserved.

    ...
  • 6.Model-Free Sliding Mode Control for PMSM Drive System Based on Ultra-Local Model(Open Access)

    • Zhao, Kaihui ; Liu, Wenchang ; Yin, Tonghuan ; Zhou, Ruirui ; Dai, Wangke ; Huang, Gang
    • 《Energy Engineering: Journal of the Association of Energy Engineering》
    • 2022年
    • 119卷
    • 2期
    • 期刊

    This paper presents a novel model-free sliding mode control (MFSMC) method to improve the speed response of permanent magnet synchronous machine (PMSM) drive system. The ultra-local model (ULM) is first derived based on the input and the output of the PMSM. Then, the novel MFSMC method is presented, and the controller is designed based on ULM and MFSMC. A sliding mode observer (SMO) is constructed to estimate the unknown part of the ULM. The estimated unknown part is feedbacked to MFSMC controller to perform compensation for parameter perturbations and external disturbances. Com-pared with the sliding mode control (SMC) method, the results of simulation and experiment demonstrate that the presented MFSMC method improves the dynamic response and robustness of the PMSM drive system. © 2022, Tech Science Press. All rights reserved.

    ...
  • 7.Reconstruction Method for Missing Measurement Data Based onWasserstein Generative Adversarial Network

    • 关键词:
    • Convolution;Convolutional neural networks;Railroad cars;Railroads;Railroad transportation;Adversarial networks;Characteristic value;Data dimensionality;High speed train (HST);Missing measurements;Reconstruction accuracy;Reconstruction method;Unsupervised patterns
    • Zhang, Changfan;Chen, Hongrun;He, Jing;Yang, Haonan
    • 《Journal of Advanced Computational Intelligence and Intelligent Informatics》
    • 2021年
    • 25卷
    • 2期
    • 期刊

    Focusing on the issue of missing measurement data caused by complex and changeable working conditions during the operation of high-speed trains, in this paper, a framework for the reconstruction of missing measurement data based on a generative adversarial network is proposed. Suitable parameters were set for each frame. Discrete measurement data are taken as the input of the frame for preprocessing the data dimensionality. The convolutional neural network then learns the correlation between different characteristic values of each device in an unsupervised pattern and constrains and improves the reconstruction accuracy by taking advantage of the context similarity of authenticity. It was determined experimentally that when there are different extents of missing measurement data, the model described in the present paper can still maintain a high reconstruction accuracy. In addition, the reconstruction data also conform well to the distribution law of the measurement data.
    © 2021 Fuji Technology Press. All rights reserved.

    ...
  • 8.Nonsingular fast terminal sliding mode observer and fractional-order software phase-locked loop for speed-sensorless control of interior permanent magnet synchronous motor

    • 关键词:
    • Phase locked loops;Locks (fasteners);Sliding mode control;MATLAB;Sensorless control;Synchronous motors;Permanent magnets;Back electromotive force;Fractional order;Interior permanent magnet synchronous motor;Simulation in matlabs;Software phase locked loops;Speed sensorless control;Terminal sliding mode;Torque ripples
    • Zhao, Kaihui;Zhou, Ruirui;She, Jinhua;Leng, Aojie;Dai, Wangke;Huang, Gang
    • 《Journal of Advanced Computational Intelligence and Intelligent Informatics》
    • 2021年
    • 25卷
    • 1期
    • 期刊

    In this paper, a novel method is presented to improve the speed-sensorless control performance of an interior permanent magnet synchronous motor using a nonsingular fast terminal sliding-mode observer and fractional-order software phase-locked loop. The interior permanent magnet synchronous motor system is first described. Next, a nonsingular fast terminal sliding mode observer is constructed to estimate the d-q-axis back electromotive force. The speed and position of the rotor are then accurately tracked using a fractional-order software phase-locked loop. The effectiveness and feasibility are verified through a simulation in MATLAB/Simulink. The results show an excellent performance despite a fluctuation in speed and torque ripple. © 2021 Fuji Technology Press. All rights reserved.

    ...
  • 9.Sliding mode variable structure observer-based sensor and actuator fault reconstruction for nonlinear system

    • 关键词:
    • Actuators;Nonlinear systems;Fault detection;Actuator fault;Fault detection and isolation;Fault reconstruction;Observer;Observer-based;Sensors and actuators;Sensors faults;Sliding-mode variable structures;Sub-systems;Uncertain nonlinear systems
    • He, Jing;Zhang, Changfan;Chu, Houguang
    • 《International Journal of Robotics and Automation》
    • 2021年
    • 36卷
    • 10期
    • 期刊

    This paper presents the design of a sliding mode variable structure observer, which is used for the fault detection and isolation of sensors and actuators in uncertain nonlinear systems. Firstly, the coordinate of a system output equation is transformed, and a sensor fault is equivalent to an actuator one by using a low-pass filter. Then using a coordinate transformation to transform the equivalent equation into three sub-systems, and the uncertainties only exist in the second one, while the first contains actuator faults and the third has equivalent actuator faults. The design of three observers, respectively, corresponding to the above sub-systems, the actuator faults, sensor faults as well as the unknown input disturbances are reconstructed separately as a result. Two simulation examples confirm the truth of effectiveness of the reconstruction plan.
    © 2021 Acta Press. All rights reserved.

    ...
  • 10.Demagnetization-Fault Reconstruction and Tolerant-Control for PMSM Using Improved SMO-Based Equivalent-Input-Disturbance Approach

    • 关键词:
    • Demagnetization; Fault tolerant systems; Fault tolerance; Stators;Mathematical model; Observers; Mechatronics; Demagnetization;equivalent-input-disturbance (EID); fault reconstruction; fault-tolerantcontrol (FTC); globally uniformly ultimately bounded (GUUB);improved-sliding-mode observer (ISMO);MAGNET SYNCHRONOUS MOTORS; MACHINES; SYSTEMS; DRIVES
    • Zhao, Kaihui;Zhou, Ruirui;She, Jinhua;Zhang, Changfan;He, Jing;Huang, Gang;Li, Xiangfei
    • 《IEEE-ASME TRANSACTIONS ON MECHATRONICS》
    • 2022年
    • 27卷
    • 2期
    • 期刊

    A demagnetization fault not only degrades the performance of a permanent magnet synchronous motor (PMSM) drive system, but also may even cause the irreversible demagnetization. This article presents an improved-sliding-mode-observer (ISMO) based equivalent-input-disturbance (EID) method to reconstruct a demagnetization fault and to perform fault-tolerant control for the demagnetization fault in a PMSM drive system. The models of healthy and demagnetized PMSM are first established. Next, an ISMO is constructed by inserting a decoupling term. It completely removes the influence of the motor speed on the reconstruction of a demagnetization fault. Then, the ISMO-based EID approach is developed to reconstruct the fault with the high precision and maintain system control performance even for a demagnetization fault. The stability of the whole system is proved by using the concept of globally uniformly ultimately bounded. Finally, the validity of the method is demonstrated using hardware-in-the-loop simulation.

    ...
  • 排序方式:
  • 6
  • /