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A review of artificial intelligence in train driving and control
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作者 Yunxiang Xie Huachang Yang 《Railway Sciences》 2025年第6期762-782,共21页
Purpose–In recent years,the rapid advancement of artificial intelligence(AI)has exerted profound impacts on and provided strong impetus to numerous fields in the industrial sector.Within the railway industry,AI has d... Purpose–In recent years,the rapid advancement of artificial intelligence(AI)has exerted profound impacts on and provided strong impetus to numerous fields in the industrial sector.Within the railway industry,AI has driven continuous upgrading and optimization of intelligent train control technology,thanks to its enhanced computational capabilities derived from advanced algorithms and models,as well as its role in improving safety performance.Integrating AI technology more extensively into train autonomous driving and control has thus become an inevitable trend in the global development of railways.Design/methodology/approach–This paper,therefore,conducts a comprehensive analysis of the development progress and current status of AI technology applications in the field of train driving and control on a global scale.It systematically sorts out and analyzes the advantages of various AI technologies and the positive impacts they bring to the upgrading of train control technology,elucidates the feasibility and future prospects of applying a range of emerging AI technologies from the perspective of technical theory and provides guidance for the intelligent development of this field from a practical perspective.Findings–The application of AI technology in the train driving and control field is still in its infancy.While a large number of AI technologies have been widely adopted,there remains significant room for further optimization and improvement of these technologies.Additionally,a variety of AI technologies that have been applied in other industrial sectors but not yet widely implemented in training autonomous driving and control have demonstrated tremendous development potential.Originality/value–The research findings provide references and guidance for advancing train control technology,promoting the digital transformation of railways,accelerating the overall optimization and upgrading of railway industry technologies,and facilitating the accelerated development of global railways. 展开更多
关键词 Autonomous train driving Artificial intelligence train control train safety Quantum computing
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A Case of Head Posture Control Training Combined with Breathing Training in the Treatment of Dysarthria Brainstem Infarction Patient
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作者 Jingyi Li Kai Chen 《Journal of Clinical and Nursing Research》 2025年第2期40-45,共6页
This paper reports a case of cerebral stem infarction with quadriplegia and complete dependence on daily life.The course of the disease lasted more than 7 months.Frenchay's improved articulation Disorder Assessmen... This paper reports a case of cerebral stem infarction with quadriplegia and complete dependence on daily life.The course of the disease lasted more than 7 months.Frenchay's improved articulation Disorder Assessment Form has been assessed as severe articulation disorder.The patient has significantly improved his speech function and quality of life after systematic head control training,respiratory function training,articulation motor training,and articulation training.In the course of treatment,emphasis was placed on head postural control training and respiratory function training,and emphasis was placed on the strength and coordination training of articulatory organs,and the results were remarkable.After the patient was discharged from the hospital,the follow-up of basic daily life communication was not limited. 展开更多
关键词 Brainstem infarction Articulation disorder Breathing training Head posture control training
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A Hierarchical Security Situation Assessment Approach for Train Control System under Cyber Attacks
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作者 Qichang Li Bing Bu Junyi Zhao 《Computers, Materials & Continua》 2025年第6期4281-4313,共33页
With the integration of informatization and intelligence into the Communication-Based Train Control(CBTC)systems,the system is facing an increasing number of information security threats.As an important method of char... With the integration of informatization and intelligence into the Communication-Based Train Control(CBTC)systems,the system is facing an increasing number of information security threats.As an important method of characterizing the system security status,the security situation assessment is used to analyze the system security situation.However,existing situation assessment methods fail to integrate the coupling relationship between the physical layer and the information layer of the CBTC systems,and cannot dynamically characterize the real-time security situation changes under cyber attacks.In this paper,a hierarchical security situation assessment approach is proposed to address the security challenges of CBTC systems,which can perceive cyber attacks,quantify the security situation,and characterize the security situation changes under cyber attacks.Specifically,for the physical layer ofCBTC systems,the impact of cyber attacks is evaluated with the train punctuality rate and train departure interval indicators.For the information layer of CBTC systems,the system vulnerabilities and system threats are selected as static level indicators,and the critical network characteristics are selected as dynamic level indicators to quantify the real-time security situation.Finally,the comprehensive security situation assessment value of the CBTC systems is obtained by integrating the physical and information layer indicators.Simulation results illustrate that the proposed approach can dynamically characterize the real-time security situation of CBTC systems,enhancing the ability to perceive and assess information security risks. 展开更多
关键词 TRANSPORTATION train control system cyber security hierarchical security situation assessment
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Feasibility and effects of remotely supervised aerobic training and resistance training in older adults with mild cognitive impairment:a pilot three-arm randomised controlled trial
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作者 Xiuxiu Huang Shifang Zhang +9 位作者 Xiaoyan Zhao Xinrui Li Fulian Bao Yue Lan Yuyao Zhang Ran An Bei Li Fang Yu Yongan Sun Qiaoqin Wan 《General Psychiatry》 2025年第2期123-133,共11页
Background Evidence on the effects of different exercise interventions on cognitive function is insufficient.Aims To evaluate the feasibility and effects of remotely supervised aerobic exercise(AE)and resistance exerc... Background Evidence on the effects of different exercise interventions on cognitive function is insufficient.Aims To evaluate the feasibility and effects of remotely supervised aerobic exercise(AE)and resistance exercise(RE)interventions in older adults with mild cognitive impairment(MCI).Methods This study is a 6-month pilot three-arm randomised controlled trial.Eligible participants(n=108)were recruited and randomised to the AE group,RE group or control(CON)group with a 1:1:1 ratio.Interventions were delivered at home with remote supervision.We evaluated participants’global cognition,memory,executive function,attention,physical activity levels,physical performance and muscle strength of limbs at baseline,3 months(T1)and 6 months(T2)after randomisation.A linear mixed-effects model was adopted for data analyses after controlling for covariates.Tukey’s method was used for adjusting for multiple comparisons.Sensitivity analyses were performed after excluding individuals with low compliance rates.Results 15(13.89%)participants dropped out.The median compliance rates in the AE group and RE group were 67.31%and 93.27%,respectively.After adjusting for covariates,the scores of the Alzheimer’s Disease Assessment Scale-Cognitive subscale in the AE group decreased by 2.04(95%confidence interval(CI)−3.41 to−0.67,t=−2.94,p=0.004)and 1.53(95%CI−2.88 to−0.17,t=−2.22,p=0.028)points more than those in the CON group at T1 and T2,respectively.The effects of AE were still significant at T1(estimate=−1.70,95%CI−3.20 to−0.21,t=−2.69,p=0.021),but lost statistical significance at T2 after adjusting for multiple comparisons.As for executive function,the Stroop time interference in the RE group decreased by 11.76 s(95%CI−21.62 to−1.90,t=−2.81,p=0.015)more than that in the AE group at T2 after Tukey’s adjustment.No other significant effects on cognitive functions were found.Conclusions Both remotely supervised AE and RE programmes are feasible in older adults with MCI.AE has positive effects on global cognition,and RE improves executive function. 展开更多
关键词 cognitive function resistance exercise re interventions exercise interventions remotely supervised aerobic exercise ae aerobic training remote supervision randomised controlled mild cognitive
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Acupuncture combined with speech rehabilitation training for post-stroke spasmodic dysphonia:a multicenter randomized controlled trial 被引量:7
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作者 武志佳 胡卡明 +3 位作者 郭耀光 涂永梅 张怀艺 王寅 《World Journal of Acupuncture-Moxibustion》 2014年第4期12-16,共5页
Objective To observe the clinical efficacy of acupuncture combined with speech rehabilitation training for post-stroke spasmodic dysphonia and compare the differences in efficacy among the therapy of acupuncture combi... Objective To observe the clinical efficacy of acupuncture combined with speech rehabilitation training for post-stroke spasmodic dysphonia and compare the differences in efficacy among the therapy of acupuncture combined with speech rehabilitation training and the monotherapy.Methods Two hundred and seventy cases of patients with post-stroke spasmodic dysarthria were randomly divided into three groups with the ratio of 1:1:1.Group A:acupuncture combined with speech rehabilitation training group(90 cases),group B:acupuncture group(90 cases),group C:speech rehabilitation training group(90 cases).In the group B,acupuncture treatment was given at Baihui(百会 GV 20),JTnjin(金津 EX-HN 12) and Yuye(玉液 EX-HN13) as well as tongue-three needles.In the group C,the treatment of speech rehabilitation training was provided.The two treatments mentioned above were combined in the group A.Patients were treated once a day for a month with improved Frenchay dysarthria rating scale as the indices of therapeutic effect evaluation.Results ① Group A:the cured and markedly effective rate was 88.7%,and total effective rate was 94.3%;group B:the cured and markedly effective rate was 44.2%and total effective rate was 81.4%;group C:the cured and markedly effective rate was 23.5%and total effective rate was 61.2%.Both the cured and markedly effective rate and the total effective rate in the group A were significantly higher than those in the group B or group C(all P0.05);both the cured and markedly effective rate and the total effective rate in the group B were higher than those of group C(both P0.05);② In comparison of functional recovery of tongue in accordance with the Frenchay dysarthria rating scale,the recovery rate of the tongue-stationary state was 71.74%in the group A,18.87%in the group B and 4.44%in the group C;the recovery rate of tongue lolling out was 66.23%in the group A,27.63%in the group B and 1.59%in the group C;the recovery rate of tongue up and down motion was 44.19%in the group A,4.94%in the group B and 1.35%in the group C;the recovery rate of lateral motion was 40.24%in the group A,7.59%in the group B and 0.00%in the group C;the recovery rate of alternating motion was 29.07%in the group A,7.14%in the group B and 1.23%in the group C;the recovery rate of speech was 29.07%in the group A,5.88%in the group B and 1.22%in the group C.In the three groups,the recovery rates of stationary state and tongue lolling out were superior to those of up and down movement,lateral movement,alternating movement and speech(all P0.05).Conclusion The clinical efficacy of acupuncture combined with speech rehabilitation training for patients with post-stroke spasmodic dysarthria is significant,and the efficacy of acupuncture is superior to that of speech rehabilitation training;as for functional recovery of tongue like stationary state and tongue out,the therapy of acupuncture combined with speech rehabilitation training is effective. 展开更多
关键词 ACUPUNCTURE speech rehabilitation training dysarthria spasmodic STROKE randomized controlled trial (RCT)
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How to Deal with Revolutions in Train Control Systems
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作者 Hideo Nakamura 《Engineering》 SCIE EI 2016年第3期380-386,共7页
Train control systems ensure the safety of railways. This paper begins with a summary of the typical train control systems in Japan and Europe. Based on this summary, the author then raises the following question rega... Train control systems ensure the safety of railways. This paper begins with a summary of the typical train control systems in Japan and Europe. Based on this summary, the author then raises the following question regarding current train control systems: What approach should be adopted in order to enhance the functionality, safety, and reliability of train control systems and assist in commercial operations on railways? Next, the author provides a desirable architecture that is likely to assist with the development of new train control systems based on current information and communication technologies. A new unified train control system (UTCS) is proposed that is effective in enhancing the robustness and com- petitiveness of a train control system. The ultimate architecture of the UTCS will be only composed of essential elements such as point machines and level crossing control devices in the field. Finally, a pro- cessing method of the UTCS is discussed. 展开更多
关键词 train control system Railway signaling communication-based train control system Automatic train protection and block system
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Cooperative adaptive bidirectional control of a train platoon for efficient utility and string stability 被引量:8
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作者 高士根 董海荣 +3 位作者 宁滨 Roberts Clive 陈磊 孙绪彬 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第9期161-170,共10页
This paper proposes cooperative adaptive control schemes for a train platoon to improve efficient utility and guarantee string stability. The control schemes are developed based on a bidirectional strategy, i.e., the ... This paper proposes cooperative adaptive control schemes for a train platoon to improve efficient utility and guarantee string stability. The control schemes are developed based on a bidirectional strategy, i.e., the information of proximal(preceding and following) trains is used in the controller design. Based on available proximal information(prox-info) of location, speed, and acceleration, a direct adaptive control is designed to maintain the tracking interval at the minimum safe distance. Based on available prox-info of location, an observer-based adaptive control is designed to achieve the same target, which alleviates the requirements of equipped sensors to measure prox-info of speed and acceleration. The developed schemes are capable of on-line estimating of the unknown system parameters and stabilizing the closed-loop system, the string stability of train platoon is guaranteed on the basis of Lyapunov stability theorem. Numerical simulation results are presented to verify the effectiveness of the proposed control laws. 展开更多
关键词 train platoon string stability cooperative adaptive control efficient utility
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Antiskid Control of Railway Train Braking Based on Adhesion Creep Behavior 被引量:7
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作者 ZUO Jianyong CHEN Zhongkai 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第3期543-549,共7页
In modern trains wheelset skidding leads to the deterioration of braking behavior,the degradation of comfort,as well as a boost in system hazards.Because of the nonlinearity and unknown characteristics of wheelset adh... In modern trains wheelset skidding leads to the deterioration of braking behavior,the degradation of comfort,as well as a boost in system hazards.Because of the nonlinearity and unknown characteristics of wheelset adhesion,simplifications are widely adopted in the modeling process of conventional antiskid controllers.Therefore,conventional antiskid controllers usually cannot perform satisfactorily.In this paper,systematic computer simulation and field tests for railway antiskid control system are introduced.The operating principal of antiskid control system is explained,which is fundamental to the simulation of antiskid brakes,and the simulation model is introduced,which incorporates both the adhesion creep curve and a pneumatic submodel of antiskid control system.In addition,the characteristics of adhesion curves and the simulation target are also provided.Using DHSplus,the pneumatic submodel is created to analyze the performance of the different control strategies of antiskid valves.Then the system simulation is realized by combining the kinematical characteristics of railway trains and the pneumatic submodel.The simulation is performed iteratively to obtain the optimized design of the antiskid control system.The design result is incorporated in the hardware design of the antiskid control system and is evaluated in the field tests in Shanghai Subway Line 1.Judging by the antiskid efficiency,the antiskid braking performance observed in the field tests shows the superiority of the optimized design.Therefore,the proposed simulation method,especially in view of its ease of application,appears to be a useful one for designing railway antiskid control systems. 展开更多
关键词 antiskid control adhesion creep railway train braking system simulation.
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Automatic Train Operation Based on Adaptive Terminal Sliding Mode Control 被引量:5
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作者 Peng Wu Qing-Yuan Wang Xiao-Yun Feng 《International Journal of Automation and computing》 EI CSCD 2015年第2期142-148,共7页
This paper presents an adaptive terminal sliding mode control(ATSMC) method for automatic train operation. The criterion for the design is keeping high-precision tracking with relatively less adjustment of the control... This paper presents an adaptive terminal sliding mode control(ATSMC) method for automatic train operation. The criterion for the design is keeping high-precision tracking with relatively less adjustment of the control input. The ATSMC structure is designed by considering the nonlinear characteristics of the dynamic model and the parametric uncertainties of the train operation in real time. A nonsingular terminal sliding mode control is employed to make the system quickly reach a stable state within a finite time, which makes the control input less adjust to guarantee the riding comfort. An adaptive mechanism is used to estimate controller parameters to get rid of the need of the prior knowledge about the bounds of system uncertainty. Simulations are presented to demonstrate the effectiveness of the proposed controller, which has robust performance to deal with the external disturbance and system parametric uncertainties. Thereby, the system guarantees the train operation to be accurate and comfortable. 展开更多
关键词 Automatic train operation track control terminal sliding mode control(TSMC) adaptive control comfortableness.
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Adaptive Robust Control for a Lower Limbs Rehabilitation Robot Running Under Passive Training Mode 被引量:3
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作者 Xiaolong Chen Han Zhao +1 位作者 Shengchao Zhen Hao Sun 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2019年第2期493-502,共10页
This paper focuses on the problem of the adaptive robust control of a lower limbs rehabilitation robot(LLRR) that is a nonlinear system running under passive training mode. In reality, uncertainties including modeling... This paper focuses on the problem of the adaptive robust control of a lower limbs rehabilitation robot(LLRR) that is a nonlinear system running under passive training mode. In reality, uncertainties including modeling error, initial condition deviation, friction force and other unknown external disturbances always exist in a LLRR system. So, it is necessary to consider the uncertainties in the unilateral man-machine dynamical model of the LLRR we described. In the dynamical model, uncertainties are(possibly fast) time-varying and bounded. However, the bounds are unknown. Based on the dynamical model, we design an adaptive robust control with an adaptive law that is leakagetype based and on the framework of Udwadia-Kalaba theory to compensate for the uncertainties and to realize tracking control of the LLRR. Furthermore, the effectiveness of designed control is shown with numerical simulations. 展开更多
关键词 Adaptive robust control LOWER LIMBS REHABILITATION robot mechanical system PASSIVE trainING UNCERTAINTIES
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Coupling vibration analysis of high-speed maglev train-viaduct systems with control loop failure 被引量:5
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作者 GUO Wei CHEN Xue-yuan +7 位作者 YE Yi-tao HU Yao LUO Yi-kai SHAO Ping HUANG Ren-qiang WANG Xu-yixin GUO Zhen TAN Sui 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第8期2771-2790,共20页
The risk of failure of the control loop can occur when a high-speed maglev train runs on viaduct.Meanwhile,the failure of the levitation magnets which balances the gravity of the maglev train could cause the train col... The risk of failure of the control loop can occur when a high-speed maglev train runs on viaduct.Meanwhile,the failure of the levitation magnets which balances the gravity of the maglev train could cause the train collision with track.To study the dynamic response of the train and the viaduct when the levitation magnet control loop failure occurs,a high-speed maglev train-viaduct coupling model,which includes a maglev controller fitted by measured force-gap data and considers the actual structure of train and viaduct,is established.Then the accuracy and effectiveness of the established approach are validated by comparing the computed dynamic responses and frequencies with the measurement results.After that,the dynamic responses of maglev train and viaduct are discussed under normal operation and control loop failures,and the most disadvantageous combination of control loop failures is obtained.The results show that when a single control loop fails,it only has a great influence on the failed electromagnet,and the maglev response of adjacent electromagnets has no obvious change and no collision occurs.But there is a risk of rail collisions when the dual control loop fails. 展开更多
关键词 high-speed maglev train control loop failure coupling vibration maglev control
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Optimal control strategy for energy saving in trains under the four-aspect fixed autoblock system 被引量:3
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作者 Qiheng LU Xiaoyun FENG 《Journal of Modern Transportation》 2011年第2期82-87,共6页
This paper deals with both the leading train and the following train in a train tracking under a four-aspect fixed autoblock system in order to study the optimum operating strategy for energy saving. After analyzing t... This paper deals with both the leading train and the following train in a train tracking under a four-aspect fixed autoblock system in order to study the optimum operating strategy for energy saving. After analyzing the working principle of the four-aspect fixed autoblock system, an energy-saving control model is created based on the dynamics equation of the Wains. In addition to safety, energy consumption and time error are the main concerns of the model. Based on this model, dynamic speed constraints of the following train are proposed, defined by the leading gain dynamically. At the same time, the static speed constraints defined by the line conditions are also taken into account. The parallel genetic algorithm is used to search the optimum operating strategy. In order to simplify the solving process, the external punishment function is adopted to transform this problem with constraints to the one without constraints. By using the real number coding and the strategy of dividing ramps into three parts, the convergence of GA is accelerated and the length of chromosomes is shortened. The simulation result from a four-aspect fixed autoblock system simulation platform shows that the method can reduce the energy consumption effectively in the premise of ensuring safety and punctuality. 展开更多
关键词 leading train following train four-aspect fixed autoblock system optimal control strategy of energysaving train tracking dynamic speed constraints genetic algorithm
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DIRECT FUZZY NEURAL CONTROL FOR TRAIN TRAVELING PROCESS 被引量:2
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作者 Wang, Jing Cai, Zixing Jia, Limin 《中国有色金属学会会刊:英文版》 EI CSCD 1997年第1期147-151,共5页
DIRECTFUZZYNEURALCONTROLFORTRAINTRAVELINGPROCESS①WangJing,CaiZixing,JiaLiminResearchCenterforIntelligentCont... DIRECTFUZZYNEURALCONTROLFORTRAINTRAVELINGPROCESS①WangJing,CaiZixing,JiaLiminResearchCenterforIntelligentControl,CentralS... 展开更多
关键词 ATO(automatic train operation) FUZZY controller train TRAVELING PROCESS PROCESS PARTITION
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Position Control Optimization of Aerodynamic Brake Device for High-speed Trains 被引量:2
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作者 ZUO Jianyong LUO Zhuojun CHEN Zhongkai 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第2期287-295,共9页
The aerodynamic braking is a clean and non-adhesion braking, and can be used to provide extra braking force during high-speed emergency braking. The research of aerodynamic braking has attracted more and more attentio... The aerodynamic braking is a clean and non-adhesion braking, and can be used to provide extra braking force during high-speed emergency braking. The research of aerodynamic braking has attracted more and more attentions in recent years. However, most researchers in this field focus on aerodynamic effects and seldom on issues of position control of the aerodynamic braking board. The purpose of this paper is to explore position control optimization of the braking board in an aerodynamic braking prototype. The mathematical models of the hydraulic drive unit in the aerodynamic braking system are analyzed in detail, and the simulation models are established. Three control functions--constant, linear, and quadratic--are explored. Two kinds of criteria, including the position steady-state error and the acceleration of the piston rod, are used to evaluate system performance. Simulation results show that the position steady state-error is reduced from around 12-2 mm by applying a linear instead of a constant function, while the acceleration is reduced from 25,71-3.70 m/s2 with a quadratic control function. Use of the quadratic control function is shown to improve system performance. Experimental results obtained by measuring the position response of the piston rod on a test-bench also suggest a reduced position error and smooth movement of the piston rod. This implies that the acceleration is smaller when using the quadratic function, thus verifying the effectiveness of control schemes to improve to system performance. This paper proposes an effective and easily implemented control scheme that improves the position response of hydraulic cylinders during position control. 展开更多
关键词 high-speed train aerodynamic brake HYDRAULIC position control optimization.
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High-Speed Trains Automatic Operation with Protection Constraints:A Resilient Nonlinear Gain-based Feedback Control Approach 被引量:3
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作者 Shigen Gao Yuhan Hou +2 位作者 Hairong Dong Sebastian Stichel Bin Ning 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2019年第4期992-999,共8页
This paper addresses the control design for automatic train operation of high-speed trains with protection constraints.A new resilient nonlinear gain-based feedback control approach is proposed,which is capable of gua... This paper addresses the control design for automatic train operation of high-speed trains with protection constraints.A new resilient nonlinear gain-based feedback control approach is proposed,which is capable of guaranteeing,under some proper non-restrictive initial conditions,the protection constraints control raised by the distance-to-go(moving authority)curve and automatic train protection in practice.A new hyperbolic tangent function-based model is presented to mimic the whole operation process of high-speed trains.The proposed feedback control methods are easily implementable and computationally inexpensive because the presence of only two feedback gains guarantee satisfactory tracking performance and closed-loop stability,no adaptations of unknown parameters,function approximation of unknown nonlinearities,and attenuation of external disturbances in the proposed control strategies.Finally,rigorous proofs and comparative simulation results are given to demonstrate the effectiveness of the proposed approaches. 展开更多
关键词 AUTOMATIC train operation high-speed train nonlinear GAIN feedback PROTECTION CONStrainT resilient control
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A Distributionally Robust Optimization Method for Passenger Flow Control Strategy and Train Scheduling on an Urban Rail Transit Line 被引量:9
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作者 Yahan Lu Lixing Yang +4 位作者 Kai Yang Ziyou Gao Housheng Zhou Fanting Meng Jianguo Qi 《Engineering》 SCIE EI CAS 2022年第5期202-220,共19页
Regular coronavirus disease 2019(COVID-19)epidemic prevention and control have raised new require-ments that necessitate operation-strategy innovation in urban rail transit.To alleviate increasingly seri-ous congestio... Regular coronavirus disease 2019(COVID-19)epidemic prevention and control have raised new require-ments that necessitate operation-strategy innovation in urban rail transit.To alleviate increasingly seri-ous congestion and further reduce the risk of cross-infection,a novel two-stage distributionally robust optimization(DRO)model is explicitly constructed,in which the probability distribution of stochastic scenarios is only partially known in advance.In the proposed model,the mean-conditional value-at-risk(CVaR)criterion is employed to obtain a tradeoff between the expected number of waiting passen-gers and the risk of congestion on an urban rail transit line.The relationship between the proposed DRO model and the traditional two-stage stochastic programming(SP)model is also depicted.Furthermore,to overcome the obstacle of model solvability resulting from imprecise probability distributions,a discrepancy-based ambiguity set is used to transform the robust counterpart into its computationally tractable form.A hybrid algorithm that combines a local search algorithm with a mixed-integer linear programming(MILP)solver is developed to improve the computational efficiency of large-scale instances.Finally,a series of numerical examples with real-world operation data are executed to validate the pro-posed approaches. 展开更多
关键词 Passenger flow control train scheduling Distributionally robust optimization Stochastic and dynamic passenger demand Ambiguity set
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Effect of Combined Low-frequency Repetitive Transcranial Magnetic Stimulation and Virtual Reality Training on Upper Limb Function in Subacute Stroke:a Double-blind Randomized Controlled Trail 被引量:17
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作者 郑婵娟 廖维靖 夏文广 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2015年第2期248-254,共7页
The effect of combined low-frequency repetitive transcranial magnetic stimulation(LF r TMS) and virtual reality(VR) training in patients after stroke was assessed. In a double-blind randomized controlled trial, 11... The effect of combined low-frequency repetitive transcranial magnetic stimulation(LF r TMS) and virtual reality(VR) training in patients after stroke was assessed. In a double-blind randomized controlled trial, 112 patients with hemiplegia after stroke were randomly divided into two groups: experimental and control. In experimental group, the patients received LF r TMS and VR training treatment, and those in control group received sham r TMS and VR training treatment. Participants in both groups received therapy of 6 days per week for 4 weeks. The primary endpoint including the upper limb motor function test of Fugl-meyer assessment(U-FMA) and wolf motor function test(WMFT), and the secondary endpoint including modified Barthel index(MBI) and 36-item Short Form Health Survey Questionnaire(SF-36) were assessed before and 4 weeks after treatment. Totally, 108 subjects completed the study(55 in experimental group and 53 in control group respectively). After 4-week treatment, the U-FMA scores [mean difference of 13.2, 95% confidence interval(CI) 3.6 to 22.7, P〈0.01], WMFT scores(mean difference of 2.9, 95% CI 2.7 to 12.3, P〈0.01), and MBI scores(mean difference 16.1, 95% CI 3.8 to 9.4, P〈0.05) were significantly increased in the experimental group as compared with the control group. The results suggested the combined use of LF r TMS with VR training could effectively improve the upper limb function, the living activity, and the quality of life in patients with hemiplegia following subacute stroke, which may provide a better rehabilitation treatment for subacute stroke. 展开更多
关键词 training transcranial rehabilitation controlled assessed stimulation endpoint confidence repetitive subacute
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Coordinated control strategy for robotic-assisted gait training with partial body weight support 被引量:6
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作者 秦涛 张立勋 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第8期2954-2962,共9页
Walking is the most basic and essential part of the activities of daily living. To enable the elderly and non-ambulatory gait-impaired patients, the repetitive practice of this task, a novel gait training robot(GTR) w... Walking is the most basic and essential part of the activities of daily living. To enable the elderly and non-ambulatory gait-impaired patients, the repetitive practice of this task, a novel gait training robot(GTR) was designed followed the end-effector principle, and an active partial body weight support(PBWS) system was introduced to facilitate successful gait training. For successful establishment of a walking gait on the GTR with PBWS, the motion laws of the GTR were planned to enable the phase distribution relationships of the cycle step, and the center of gravity(COG) trajectory of the human body during gait training on the GTR was measured. A coordinated control strategy was proposed based on the impedance control principle. A robotic prototype was developed as a platform for evaluating the design concepts and control strategies. Preliminary gait training with a healthy subject was implemented by the robotic-assisted gait training system and the experimental results are encouraging. 展开更多
关键词 robotic-assisted gait training gait training robot (GTR) partial body weight support (PBWS) center of gravity (COG) coordinated control strategy ground reaction force (GRF)
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External quality control and training of semen analysis in the Netherlands:starting point for further reduction of outcome variability 被引量:3
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作者 Louise Lemmens Leonie van den Hoven +4 位作者 Netty J van Vrouwerff Didi DM Braat Willianne LDM Nelen Marian A Spath Alex MM Wetzels 《Asian Journal of Andrology》 SCIE CAS CSCD 2022年第1期15-20,共6页
Semen analysis is characterized by high levels of intra-and inter-laboratory variability,due to a low level of standardization,high subjectivity of the assessments,and problems with automated procedures.To improve con... Semen analysis is characterized by high levels of intra-and inter-laboratory variability,due to a low level of standardization,high subjectivity of the assessments,and problems with automated procedures.To improve consistency of laboratory results,quality control and training of technicians are important requisites.The goals of this study are to evaluate the results of an external quality control(EQC)program and standardized training by ESHRE Basic Semen Analysis Courses(BSAC)on the variability in manual assessments of semen parameters.We performed retrospective analyses of(1)the interlaboratory variability in the Dutch EQC program and(2)the interobserver variability in BSACs for concentration,motility,and morphology assessments.EQC data showed that the interlaboratory coefficient of variation(CV)for concentration assessment decreased(range from 24.0%–97.5%to 12.7%–20.9%)but not for morphology and motility assessments.Concentration variability was lower if improved Neubauer hemocytometers were used.Morphology assessment showed highest CVs(up to 375.0%),with many outliers in the period of 2007–2014.During BSAC,a significant reduction of interobserver variability could be established for all parameters(P<0.05).The absence of an effect in the EQC program for motility and morphology might be explained by respectively the facts that motility assessment was introduced relatively late in the EQC program(since 2013)and that criteria for morphology assessment changed in time.BSAC results might have been influenced by the pretraining level of participants and the influence of external factors.Both EQC and training show positive effects on reducing variability.Increased willingness by laboratories to change their methods toward standards may lead to further improvements. 展开更多
关键词 external quality control semen analysis standardized training
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Effect of suspension training on neuromuscular function, postural control, and knee kinematics in anterior cruciate ligament reconstruction patients 被引量:4
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作者 Dong-Dong Huang Liang-Hua Chen +4 位作者 Zhe Yu Quan-Jun Chen Jie-Nuan Lai Hai-Hong Li Gang Liu 《World Journal of Clinical Cases》 SCIE 2021年第10期2247-2258,共12页
BACKGROUND Suspension training(SET)is a method of neuromuscular training that enables the body to carry out active training under unstable support through a suspension therapy system.However,there have been few report... BACKGROUND Suspension training(SET)is a method of neuromuscular training that enables the body to carry out active training under unstable support through a suspension therapy system.However,there have been few reports in the literature on the application of SET to anterior cruciate ligament reconstruction(ACLR)patients.It is not clear what aspects of the patient's function are improved after SET.AIM To investigate the effect of SET on the neuromuscular function,postural control,and knee kinematics of patients after ACLR surgery.METHODS Forty participants were randomized to an SET group or a control group.The SET group subjects participated in a SET protocol over 6 wk.The control group subjects participated in a traditional training protocol over 6 wk.Isokinetic muscle strength of the quadriceps and hamstrings,static and dynamic posture stability test,and relative translation of the injured knee were assessed before and after training.RESULTS The relative peak torque of the quadriceps and hamstrings in both groups increased significantly(P<0.001),and the SET group increased by a higher percentage than those in the control group(quadriceps:P=0.004;hamstrings:P=0.011).After training,both groups showed significant improvements in static and dynamic posture stability(P<0.01),and the SET group had a greater change than the control group(P<0.05).No significant improvement on the relative translation of the injured knee was observed after training in either group(P>0.05).CONCLUSION Our findings show that SET promotes great responses in quadriceps and hamstring muscle strength and balance function in ACLR patients. 展开更多
关键词 Anterior cruciate ligament reconstruction Suspension training Neuromuscular function Postural control Knee kinematics REHABILITATION
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