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Design of a novel discrete dual-switching tracking differentiator
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作者 HAN Kun ZHANG Hao-bo 《Journal of Central South University》 2025年第6期2208-2223,共16页
Signal filtering and differential acquisition are classic yet challenging issues in control engineering.The discrete-time optimal control(DTOC)based on classic tracking differentiator(TD)can effectively extract differ... Signal filtering and differential acquisition are classic yet challenging issues in control engineering.The discrete-time optimal control(DTOC)based on classic tracking differentiator(TD)can effectively extract differentiation signals and filter signals,while eliminating the chattering problem that arises during the discretization of the continuous solution.However,under external disturbance,the convergence mode may change,leading to overshoot and noise amplification.In this paper,a dual-switching strategy is proposed,which can alternate between the base double-integral system and its dual system according to the quadrant of the system’s state.And a novel linearized control law is also introduced,deriving a novel dual-switch tracking differentiator.Further analysis of system convergence and time optimality is provided.Simulation results show that the application of this dual-switching strategy notably reduces overshoot in both tracking and differential signals while enhancing noise filtering performance.Moreover,experiments conducted on a permanent magnet synchronous motor(PMSM)platform,where the proposed TD acts as a filter in the speed feedback loop,demonstrate that the standard deviation between the reference speed and the target speed(at a constant speed of 378 r/min)decreased from 5.63 r/min to 4.93 r/min,compared to the moving average algorithm. 展开更多
关键词 tracking differentiator discrete time optimal control dual-switching strategy speed filtering
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DESIGN AND ANALYSIS FOR NEW DISCRETE TRACKING-DIFFERENTIATORS 被引量:11
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作者 Wang Xinhua Chen Zengqiang Yuan ZhuzhiDept. of Automation,Nankai Univ.,Tianjin 300071,China. 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2003年第2期214-222,共9页
In this paper,some kinds of linear and nonlinear tracking-differentiators are designed by using suitable exponent functions instead of switch functions,and the stability of these tracking-differentiators is proved.Fro... In this paper,some kinds of linear and nonlinear tracking-differentiators are designed by using suitable exponent functions instead of switch functions,and the stability of these tracking-differentiators is proved.From the result of simulations,it is manifest that the tracking speeds of these kinds of linear and nonlinear tracking-differentiators are very high,and their design procedures are simple. 展开更多
关键词 linear tracking-differentiator nonlinear tracking-differentiator stability switch function.
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Stable Transition of Quadruped Rhythmic Motion Using the Tracking Differentiator 被引量:1
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作者 Xiaoqi Li Wei Wang Jianqiang Yi 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2015年第5期9-16,共8页
Since the quadruped robot possesses predominant environmental adaptability,it is expected to be employed in nature environments. In some situations,such as ice surface and tight space,the quadruped robot is required t... Since the quadruped robot possesses predominant environmental adaptability,it is expected to be employed in nature environments. In some situations,such as ice surface and tight space,the quadruped robot is required to lower the height of center of gravity( COG) to enhance the stability and maneuverability. To properly handle these situations,a quadruped controller based on the central pattern generator( CPG) model,the discrete tracking differentiator( TD) and proportional-derivative( PD) sub-controllers is presented. The CPG is used to generate basic rhythmic motion for the quadruped robot. The discrete TD is not only creatively employed to implement the transition between two different rhythmic medium values of the CPG which results in the adjustment of the height of COG of the quadruped robot,but also modified to control the transition duration which enables the quadruped robot to achieve the stable transition. Additionally,two specific PD sub-controllers are constructed to adjust the oscillation amplitude of the CPG,so as to avoid the severe deviation in the transverse direction during transition locomotion. Finally,the controller is validated on a quadruped model. A tunnel with variable height is built for the quadruped model to travel through. The simulation demonstrates the severe deviation without the PD sub-controllers,and the reduced deviation with the PD sub-controllers. 展开更多
关键词 quadruped robot center of gravity central pattern generator discrete tracking differentiator proportional-derivative sub-controller
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Design of a Modified Tracking Differentiator
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作者 Zhigao Liu Yaguang Jiang 《World Journal of Engineering and Technology》 2017年第4期668-674,共7页
A modified tracking differentiator is proposed. Firstly, a nonlinear odd exponent continuous function is adopted which is only stable at one equilibrium point and proved the global asymptotic stability of the modified... A modified tracking differentiator is proposed. Firstly, a nonlinear odd exponent continuous function is adopted which is only stable at one equilibrium point and proved the global asymptotic stability of the modified tracking differentiator by select a Lyapunov function. Through combining of the nonlinear and linear function properly, it can be sure that the state converges to the equilibrium point with high speed automatically no matter that the state was far away from the equilibrium point or near to it, and it can prevent the chattering.?Simulation results show that the modified tracking differentiator tracking results?are?superior to the classical nonlinear tracking differentiator, and the response?of state variables tracking differentiator estimated?is?almost coincide with the real state of the variables of the given system. 展开更多
关键词 tracking differentiator LYAPUNOV FUNCTION Nonlinear SWITCH FUNCTION CHATTERING
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On a novel tracking differentiator design based on iterative learning in a moving window
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作者 Xiangyang Li Rafal Madonski +1 位作者 Zhiqiang Gao Senping Tian 《Control Theory and Technology》 EI CSCD 2023年第1期46-55,共10页
Differential signals are key in control engineering as they anticipate future behavior of process variables and therefore are critical in formulating control laws such as proportional-integral-derivative(PID).The prac... Differential signals are key in control engineering as they anticipate future behavior of process variables and therefore are critical in formulating control laws such as proportional-integral-derivative(PID).The practical challenge,however,is to extract such signals from noisy measurements and this difficulty is addressed first by J.Han in the form of linear and nonlinear tracking differentiator(TD).While improvements were made,TD did not completely resolve the conflict between the noise sensitivity and the accuracy and timeliness of the differentiation.The two approaches proposed in this paper start with the basic linear TD,but apply iterative learning mechanism to the historical data in a moving window(MW),to form two new iterative learning tracking differentiators(IL-TD):one is a parallel IL-TD using an iterative ladder network structure which is implementable in analog circuits;the other a serial IL-TD which is implementable digitally on any computer platform.Both algorithms are validated in simulations which show that the proposed two IL-TDs have better tracking differentiation and de-noise performance compared to the existing linear TD. 展开更多
关键词 tracking differentiator(TD) Iterative learning Iterative learning tracking differentiator(IL-TD) Active disturbance rejection control(ADRC)-Two-dimensional system(2-D system)
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Differential flatness ADRC for high-speed steering of tracked tank systems
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作者 XIA Yuanqing SUN Zhongqi +4 位作者 DAI Li ZHAN Yufeng ZHAI Dihua ZHAO Wenjun PU Fan 《Journal of Systems Engineering and Electronics》 2025年第6期1665-1678,共14页
This paper proposes a differential-fatness-based active disturbance rejection control(ADRC)for high-speed steering control of tracked tank systems.Firstly,a high-speed steering model is established by considering the ... This paper proposes a differential-fatness-based active disturbance rejection control(ADRC)for high-speed steering control of tracked tank systems.Firstly,a high-speed steering model is established by considering the lateral component of the centrifugal force acting on the tank on the basis of modeling and analyzing the dynamic model of the low-speed steering system.Secondly,we propose a differential-flatness ADRC approach by converting the under-actuated system to a fully driven flat one.Moreover,we prove the differential flatness of the steering system,which facilitates a two-channel ADRC development.Finally,we show that both the states of the flat system and the original under-actuated system can track the reference trajectory.On the external interference condition,the system is observed to re-track the target signal within 2 s. 展开更多
关键词 tracked tank steering system differential flatness active disturbance rejection control(ADRC)
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Tracking Control of a Class of Differential Inclusion Systems via Sliding Mode Technique
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作者 Lei-Po Liu Zhu-Mu Fu Xiao-Na Song 《International Journal of Automation and computing》 EI CSCD 2014年第3期308-312,共5页
The tracking problem for a class of differential inclusion systems is investigated. Using global sliding mode control approach, a tracking control is proposed such that the output of a differential inclusion system tr... The tracking problem for a class of differential inclusion systems is investigated. Using global sliding mode control approach, a tracking control is proposed such that the output of a differential inclusion system tracks the desired trajectory asymptotically.An extensive reaching law is proposed to achieve the chattering reduction. Finally, an example is given to illustrate the validity of the proposed design. 展开更多
关键词 tracking differential inclusion systems global sliding mode control chattering reduction an extensive reaching law
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Adaptive saturated tracking control for solid launch vehicles in ascending based on differential inclusion stabilization
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作者 Fei Liu Song-yan Wang +1 位作者 Tao Chao Ming Yang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第8期157-179,共23页
The large-range uncertainties of specific impulse,mass flow per second,aerodynamic coefficients and atmospheric density during rapid turning in solid launch vehicles(SLVs) ascending leads to the deviation of the actua... The large-range uncertainties of specific impulse,mass flow per second,aerodynamic coefficients and atmospheric density during rapid turning in solid launch vehicles(SLVs) ascending leads to the deviation of the actual trajectory from the reference one.One of the traditional trajectory tracking methods is to observe the uncertainties by Extended State Observer(ESO) and then modify the control commands.However,ESO cannot accurately estimate the uncertainties when the uncertainty ranges are large,which reduces the guidance accuracy.This paper introduces differential inclusion(DI) and designs a controller to solve the large-range parameter uncertainties problem.When above uncertainties have large ranges,it can be combined with the ascent dynamic equation and described as a DI system in the mathematical form of a set.If the DI system is stabilized,all the subsets are stabilized.Different from the traditional controllers,the parameters of the designed controller are calculated by the uncertain boundaries.Therefore,the controller can solve the problem of large-range parameter uncertainties of in ascending.Firstly,the ascent deviation system is obtained by linearization along the reference trajectory.The trajectory tracking system with engine parameters and aerodynamic uncertainties is described as an ascent DI system with respect to state deviation,which is called DI system.A DI adaptive saturation tracking controller(DIAST) is proposed to stabilize the DI system.Secondly,an improved barrier Lyapunov function(named time-varying tangent-log barrier Lyapunov function) is proposed to constrain the state deviations.Compared with traditional barrier Lyapunov function,it can dynamically adjust the boundary of deviation convergence,which improve the convergence rate and accuracy of altitude,velocity and LTIA deviation.In addition,the correction amplitudes of angle of attack(AOA) and angle of sideslip(AOS) need to be limited in order to guarantee that the overload constraint is not violated during actual flight.In this paper,a fixed time adaptive saturation compensation auxiliary system is designed to shorten the saturation time and accelerate the convergence rate,which eliminates the adverse effects caused by the saturation.Finally,it is proved that the state deviations are ultimately uniformly bounded under the action of DIAST controller.Simulation results show that the DI ascent tracking system is stabilized within the given uncertainty boundary values.The feasible bounds of uncertainty is broadened compared with Integrated Guidance and Control algorithm.Compared with Robust Gain-Scheduling Control method,the robustness to the engine parameters are greatly improved and the control variable is smoother. 展开更多
关键词 Solid launch vehicles Trajectory tracking Adaptive controller differential inclusion
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Prescribed fast tracking control for flexible air-breathing hypersonic vehicles:An event-triggered case 被引量:3
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作者 Xingling SHAO Yi SHI +1 位作者 Wendong ZHANG Jiang ZHAO 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2021年第11期200-215,共16页
In this paper,a prescribed fast tracking control scheme is proposed for Flexible Airbreathing Hypersonic Vehicles(FAHV)subject to lumped disturbances and limited resources.To maintain tracking errors of velocity and a... In this paper,a prescribed fast tracking control scheme is proposed for Flexible Airbreathing Hypersonic Vehicles(FAHV)subject to lumped disturbances and limited resources.To maintain tracking errors of velocity and altitude converge to a predefined region with a prescribed time and release the transient intense fluctuations encountered in classical Prescribed Performance Control(PPC)using a fast decaying rate,a tracking differentiator-based PPC is presented,where the reaching time and the maximum time differentiation of preselected envelopes can be regulated as a prior via fixing an acceleration factor,so that a guaranteed fast convergence speed can be realized with reduced oscillations.Besides,to avoid the excessive occupation of limited resources(energy and communication)and guarantee a remarkable tracking accuracy,switching event-triggered mechanisms are constructed for FAHV control realization,which provide a promising way to pursue a desired level of tracking performance with a low energy consumption.Subsequently,Uncertainty and Disturbance Estimators(UDE)and Sigmoid function-based Tracking Differentiators(STD)are employed to provide disturbance estimation and reference derivation with a low computational complexity.Finally,robust control laws are designed to compensate for the sampling error induced by event-triggered conditions,meanwhile Zeno phenomena can be effectively eliminated.The simulation results and comparisons validate the effectiveness of the proposed scheme. 展开更多
关键词 Flexible air-breathing hypersonic vehicle Prescribed performance control Switching event-triggered tracking differentiator Uncertainty and disturbance estimator
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A Newly Developed Differential Steering Rubber-tracked Agriculture Tractor 被引量:1
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作者 YANG Wei min,LI Tiang shi (Institute of Mechanical Engineering,Xi’an Jiaotong University,Xi’an,PRC)JIA Hong she (YITUO Group technical center,Luoyang,PRC) 《Journal of Northeast Agricultural University(English Edition)》 CAS 2002年第1期68-74,共7页
This paper introduces a newly developed ag tractor.The differential steering system and rubber tracks are described in detail.
关键词 agriculture tractor differential steering rubber track HYDROSTATIC soil compation
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Design of Rail Pressure Tracking Controller for Novel Fuel Injection System 被引量:2
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作者 华海德 马宁 +1 位作者 马捷 黄河 《Journal of Shanghai Jiaotong university(Science)》 EI 2013年第3期264-270,共7页
This paper proposes a rail pressure tracking controller based on a novel common rail system. A mathematical model, based on physical equations, is developed and used for feed forward control design. Rail pressure peak... This paper proposes a rail pressure tracking controller based on a novel common rail system. A mathematical model, based on physical equations, is developed and used for feed forward control design. Rail pressure peak sampling mechanism is designed to remove the disturbance of rail pressure due to fuel injection. All enhanced tracking differentiator is designed to get smooth tracking signal and exact differential signal from signal with noise. Double loop control strategy is designed to decouple the system and to improve dynamic performance of the system. Experimental results indicate that fluctuation of rail pressure is within il MPa in steady condition, while within ±3 MPa in transient condition, which verifies the effectiveness of the proposed rail pressure control strategy. 展开更多
关键词 accumulating distribution fuel injection system (ADFIS) rail pressure control tracking differentiator double Iooo control
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Convergence Track Based Adaptive Differential Evolution Algorithm(CTbADE)
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作者 Qamar Abbas Khalid Mahmood Malik +4 位作者 Abdul Khader Jilani Saudagar Muhammad Badruddin Khan Mozaherul Hoque Abul Hasanat Abdullah AlTameem Mohammed AlKhathami 《Computers, Materials & Continua》 SCIE EI 2022年第7期1229-1250,共22页
One of the challenging problems with evolutionary computing algorithms is to maintain the balance between exploration and exploitation capability in order to search global optima.A novel convergence track based adapti... One of the challenging problems with evolutionary computing algorithms is to maintain the balance between exploration and exploitation capability in order to search global optima.A novel convergence track based adaptive differential evolution(CTbADE)algorithm is presented in this research paper.The crossover rate and mutation probability parameters in a differential evolution algorithm have a significant role in searching global optima.A more diverse population improves the global searching capability and helps to escape from the local optima problem.Tracking the convergence path over time helps enhance the searching speed of a differential evolution algorithm for varying problems.An adaptive powerful parameter-controlled sequences utilized learning period-based memory and following convergence track over time are introduced in this paper.The proposed algorithm will be helpful in maintaining the equilibrium between an algorithm’s exploration and exploitation capability.A comprehensive test suite of standard benchmark problems with different natures,i.e.,unimodal/multimodal and separable/non-separable,was used to test the convergence power of the proposed CTbADE algorithm.Experimental results show the significant performance of the CTbADE algorithm in terms of average fitness,solution quality,and convergence speed when compared with standard differential evolution algorithms and a few other commonly used state-of-the-art algorithms,such as jDE,CoDE,and EPSDE algorithms.This algorithm will prove to be a significant addition to the literature in order to solve real time problems and to optimize computationalmodels with a high number of parameters to adjust during the problem-solving process. 展开更多
关键词 differential evolution function optimization convergence track parameter sequence adaptive control parameters
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Fast and Simple Motion Tracking Unit with Motion Estimation
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作者 Hyeon-cheol YANG Yoon-sup KIM +3 位作者 Seong-soo LEE Sang-keun OH Sung-hwa KIM Doo-won CHOI 《Journal of Measurement Science and Instrumentation》 CAS 2010年第3期233-237,共5页
Smweillance system using active tracking camera has no distance limitation of surveillance range compared to supersonic or sound sensors. However, complex motion tracking algorithm requires huge amount of computation,... Smweillance system using active tracking camera has no distance limitation of surveillance range compared to supersonic or sound sensors. However, complex motion tracking algorithm requires huge amount of computation, and it often requires exfmasive DSPs or embedded processors. This paper proposes a novel motion tracking trait based on different image for fast and simple motion tracking. It uses configuration factor to avoid noise and inaccuracy. It reduces the required computation significantly, so as to be implemented on Field Programmable Gate Array(FFGAs ) instead of expensive Digital Signal Processing(DSPs). It also performs calculation for motion estimation in video compression, so it can be easily combined with surveil system with video recording functionality based on video compression. The proposed motion tracking system implemented on Xilinx Vertex-4 FPGA can process 48 frames per second, and operating frequency of motion tracking trait is 100 MHz. 展开更多
关键词 active tracking camera Surveillance system differential image moving picture encoding
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Fuzzy Modeling, Tracking Control and Synchronization of the Rossler's Chaotic System
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作者 方建安 范丹丹 《Journal of Donghua University(English Edition)》 EI CAS 2004年第3期175-179,共5页
In this paper, a novel method to model, track control and synchronize the Rossler’s chaotic system is proposed. The fuzzy logical system is used so that the fuzzy inference rule is transferred into a type of variable... In this paper, a novel method to model, track control and synchronize the Rossler’s chaotic system is proposed. The fuzzy logical system is used so that the fuzzy inference rule is transferred into a type of variable coefficient nonlinear ordinary differential equation. Consequently the model of the chaotic system is obtained. Then a fuzzy tracking control and a fuzzy synchronization for chaotic systems is proposed as well. First, a known tracking control for the Rossler’s system is used in this paper. We represent the Rossler’s chaotic and control systems into fuzzy inference rules. Then the variable coefficient nonlinear ordinary differential equation is also got. Simulation results show that such an approach is effective and has a high precision. 展开更多
关键词 fuzzy modeling tracking control SYNCHRONIZATION variable coefficient nonlinear ordinary differential equation
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Application of linear active disturbance rejection control for photoelectric tracking system
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作者 王婉婷 Guo Jin +1 位作者 Jiang Zhenhua Wang Tingfeng 《High Technology Letters》 EI CAS 2017年第3期315-321,共7页
Dynamic characteristics and tracking precision are studied in the photoelectric tracking system and a linear active disturbance rejection control( LADRC) scheme is proposed for position loop. A current and speed contr... Dynamic characteristics and tracking precision are studied in the photoelectric tracking system and a linear active disturbance rejection control( LADRC) scheme is proposed for position loop. A current and speed controller is designed by a transfer function model,which is obtained by adaptive differential evolution. Model error,friction and nonlinear factor existing in position loop are treated as ‘disturbance',which is estimated and compensated by generalized proportional integral( GPI)observer. Comparative results are provided to demonstrate the remarkable performance of the proposed method. It turns out that the proposed scheme is successful and has superior features,such as quick dynamic response,low overshoot and high tracking precision. Furthermore,with the proposed method,friction is suppressed effectively. 展开更多
关键词 photoelectric tracking system linear active disturbance rejection control(LADRC) generalized proportional integral observer adaptive differential evolution
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Mechanical behavior of train-slab track coupled system under subgrade settlement and earthquake excitation
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作者 LOU Ping SHI Tao YANG T.Y. 《Journal of Central South University》 2025年第11期4417-4438,共22页
Subgrade settlement is a common issue in soil ground within earthquake-prone regions,posing a threat to the safe operation of train-slab track coupled system(TSCS)in high-speed railways(HSRs).This study aims to analyz... Subgrade settlement is a common issue in soil ground within earthquake-prone regions,posing a threat to the safe operation of train-slab track coupled system(TSCS)in high-speed railways(HSRs).This study aims to analyze the mechanical behavior evolution of TSCS under subgrade settlement and earthquake excitation.The refined numerical model of slab track under subgrade differential settlement is established.The short settlement wavelength of 10 m causes the separation between the base and subgrade.The dynamic model of TSCS under subgrade settlement and earthquake excitation is developed.The dynamic response of TSCS exhibits more pronounced fluctuations under the combined effects of subgrade settlement and earthquake excitation than under the effects of settlement or earthquake alone.The evaluation indexes for the running safety of train on slab track under different settlement wavelengths exhibit varying degrees of increase with settlement amplitude and are particularly sensitive to the short settlement wavelength of 10 m.The wheel unloading rate and derailment coefficient of TSCS increase with earthquake intensity.Under the settlement wavelength of 10 m and amplitude of 20 mm,the wheel unloading rate of TSCS exceeds the allowable limit when the earthquake intensity exceeds 0.17g,and the derailment coefficient exceeds the allowable limit when the earthquake intensity surpasses 0.29g. 展开更多
关键词 train-slab track coupled system mechanical behavior subgrade differential settlement earthquake excitation running safety of train
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基于时滞补偿的DK-2机车制动滑模自抗扰控制
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作者 肖友刚 胡紫欣 +1 位作者 李蔚 袁玄成 《铁道科学与工程学报》 北大核心 2026年第1期275-288,共14页
为解决机车空气制动系统时滞与扰动导致制动控制性能下降的问题,以DK-2型机车制动机为研究对象,在分析制动机压力控制原理的基础上,设计一种带时滞与扰动补偿的滑模自抗扰复合控制器(sliding mode active disturbance rejection control... 为解决机车空气制动系统时滞与扰动导致制动控制性能下降的问题,以DK-2型机车制动机为研究对象,在分析制动机压力控制原理的基础上,设计一种带时滞与扰动补偿的滑模自抗扰复合控制器(sliding mode active disturbance rejection controller with time-delay and disturbance compensation,SMADRCWC)。首先,采用AMESim软件建立其气动系统数值仿真模型,探明时滞对DK-2型制动机的影响程度。在此基础上,设计时滞因子能自适应调整的输出预估跟踪微分器(adaptive output predictive tracking differentiator,AOPTD),在系统动态变化阶段增大以充分补偿时滞,在稳态时减小以避免超调;为了补偿气路泄漏、模型不确定性及外部干扰等总扰动,设计扩张状态观测器(extended state observer,ESO)对其进行实时估计并补偿,将AOPTD、ESO与滑模控制(sliding mode control,SMC)相结合,综合形成具有时滞补偿和扰动抑制功能的闭环控制器SMADRCWC。仿真结果表明:SMADRCWC能够有效提升列车管和制动缸的压力跟踪精度,同时减少电磁阀的频繁动作,提高系统运行的稳定性;在1000 ms时滞工况下,相比PID和滑模控制,该策略能够显著缩短压力调节时间,并有效补偿因时滞导致的动态误差,避免了超调现象的发生;在100~1000 ms时滞范围及复合扰动作用下,SMADRCWC控制下的DK-2型制动机运行平稳无超调,且压力控制误差在±5 kPa范围内,体现出了很强的鲁棒性。所设计的SMADRCWC控制器为不确定时滞和复杂扰动环境的机车空气制动系统控制提供了一种新的解决方法。 展开更多
关键词 DK-2制动机 时滞补偿 输出预估跟踪微分器 扩张状态观测器 滑模自抗扰控制
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基于信息熵的复杂系统动态特征辨识及应用研究
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作者 张楼悦 王曦 +3 位作者 石多奇 王信 白克强 钱秋朦 《燃气涡轮试验与研究》 2026年第1期41-53,共13页
大型复杂系统在运行中会采集并存储大量过程数据。复杂数据的特征提取、利用以及辨识水平对系统建模、仿真系统构建、控制算法设计等至关重要。以飞行环境模拟系统的试验数据为研究对象,首先,提出一种基于概率云空间的信息熵计算方法,... 大型复杂系统在运行中会采集并存储大量过程数据。复杂数据的特征提取、利用以及辨识水平对系统建模、仿真系统构建、控制算法设计等至关重要。以飞行环境模拟系统的试验数据为研究对象,首先,提出一种基于概率云空间的信息熵计算方法,该方法能够有效辨识出试验数据信号幅值变化率的动态特征。随后,以信息熵作为关键技术支撑,分别开展了积分步长参数自适应调整的跟踪微分器算法以及结合Apriori算法的信号关联性挖掘算法研究。结果表明,所开发的自适应跟踪微分器算法能够在运算周期受限的情况下实现稳态与动态兼优的信号提取品质,所提出的信号关联性挖掘算法能够有效反映不同试验参数间的内部规律。 展开更多
关键词 飞行环境模拟系统 复杂系统 信息熵 特征辨识 APRIORI算法 跟踪微分器
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基于多帧差分特征融合的目标跟踪方法
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作者 温代图 顾远航 赵志强 《宁夏师范大学学报》 2026年第1期85-90,共6页
针对现有视频目标跟踪方法多侧重于静态表观特征提取,对时序运动信息利用不足,且缺乏对多时间尺度运动特征的显式建模与融合的问题,提出一种多帧差分特征融合方法以提升快速运动场景下视频目标跟踪的健壮性与准确性.该方法通过计算多尺... 针对现有视频目标跟踪方法多侧重于静态表观特征提取,对时序运动信息利用不足,且缺乏对多时间尺度运动特征的显式建模与融合的问题,提出一种多帧差分特征融合方法以提升快速运动场景下视频目标跟踪的健壮性与准确性.该方法通过计算多尺度帧间差分特征以捕捉目标短时与长时运动模式,并采用加权机制融合差分特征与原始表观特征,递推传播特征表示并强化特征建模.在GOT-10K、TrackingNet和TNL2K等数据集上的实验表明,基于多帧差分特征融合的目标跟踪方法在多项指标上优于现有先进方法,尤其在快速运动场景下表现优异. 展开更多
关键词 目标跟踪 差分特征 特征融合
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