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An Experimental Study on Microcomputer Control of Pump Controlled Motor Systems
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作者 彭秀东 刘志刚 +1 位作者 金志立 胡佑德 《Journal of Beijing Institute of Technology》 EI CAS 1992年第1期59-65,共7页
Pump controlled motor electrohydraulic servo systems are much used in circumstances where high power drive is needed. This kind of system has the advantage of energy-saving. But, it also has some defects that have to ... Pump controlled motor electrohydraulic servo systems are much used in circumstances where high power drive is needed. This kind of system has the advantage of energy-saving. But, it also has some defects that have to be improved. Microcomputer control of a pump controlled motor electrohydraulic servo system is studied. A PID controller is first adopted on the closed loop control system, and experimental results are obtained. Then, a model reference adaptive controller is designed and realised on the same system applying a single board microcomputer. Experimental results show that the dynamic properties of the adaptive control system is much better than those of the PID system under different inertia load conditions. 展开更多
关键词 electrohydraulic servo systems adaptive control/pump controlled motor microcomputer control model reference
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Fault Detection for Motor Drive Control System of Industrial Robots Using CNN-LSTM-based Observers 被引量:7
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作者 Tao Wang Le Zhang Xuefei Wang 《CES Transactions on Electrical Machines and Systems》 CSCD 2023年第2期144-152,共9页
The complex working conditions and nonlinear characteristics of the motor drive control system of industrial robots make it difficult to detect faults.In this paper,a deep learning-based observer,which combines the co... The complex working conditions and nonlinear characteristics of the motor drive control system of industrial robots make it difficult to detect faults.In this paper,a deep learning-based observer,which combines the convolutional neural network(CNN)and the long short-term memory network(LSTM),is employed to approximate the nonlinear driving control system.CNN layers are introduced to extract dynamic features of the data,whereas LSTM layers perform time-sequential prediction of the target system.In terms of application,normal samples are fed into the observer to build an offline prediction model for the target system.The trained CNN-LSTM-based observer is then deployed along with the target system to estimate the system outputs.Online fault detection can be realized by analyzing the residuals.Finally,an application of the proposed fault detection method to a brushless DC motor drive system is given to verify the effectiveness of the proposed scheme.Simulation results indicate the impressive fault detection capability of the presented method for driving control systems of industrial robots. 展开更多
关键词 Fault detection motor drive control system Deep learning CNN-LSTM Industrial robot
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Start-up current adaptive control for sensorless high-speed brushless DC motors based on inverse system method and internal mode controller 被引量:9
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作者 He Yanzhao Zheng Shiqiang Fang Jiancheng 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第1期358-367,共10页
The start-up current control of the high-speed brushless DC(HS-BLDC) motor is a challenging research topic. To effectively control the start-up current of the sensorless HS-BLDC motor, an adaptive control method is ... The start-up current control of the high-speed brushless DC(HS-BLDC) motor is a challenging research topic. To effectively control the start-up current of the sensorless HS-BLDC motor, an adaptive control method is proposed based on the adaptive neural network(ANN)inverse system and the two degrees of freedom(2-DOF) internal model controller(IMC). The HS-BLDC motor is identified by the online least squares support vector machine(OLS-SVM) algorithm to regulate the ANN inverse controller parameters in real time. A pseudo linear system is developed by introducing the constructed real-time inverse system into the original HS-BLDC motor system. Based on the characteristics of the pseudo linear system, an extra closed-loop feedback control strategy based on the 2-DOF IMC is proposed to improve the transient response performance and enhance the stability of the control system. The simulation and experimental results show that the proposed control method is effective and perfect start-up current tracking performance is achieved. 展开更多
关键词 Adaptive control Brushless DC motors Inverse systems Internal model controller Neural networks START-UP Support vector machines
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Pure-Output Feedback Controller for a Class of Unknown Nonaffine Discrete-Time Systems With Indeterminate Order and Non-Strict Dynamics
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作者 Chidentree Treesatayapun 《IEEE/CAA Journal of Automatica Sinica》 2025年第11期2253-2263,共11页
The paper presents an adaptive controller formulated for a class of nonaffine discrete-time systems with non-strict forms and unknown dynamics.The controller operates based solely on the measured output,thus obviating... The paper presents an adaptive controller formulated for a class of nonaffine discrete-time systems with non-strict forms and unknown dynamics.The controller operates based solely on the measured output,thus obviating the need for knowledge of the physical order of the controlled plant.Utilizing an ideal solution and equivalent dynamics,the approach integrates an adaptive network with feedback and robust controllers to establish a closed-loop system.A learning law is derived under practical conditions of the designed parameters,ensuring effective closed-loop performance based on pure-output feedback.The controller’s effectiveness is validated through both numerical and experimental systems,with results meeting the conditions specified in the main theorem.Comparative analysis highlights the controller’s highly satisfactory performance and its advantages.This research offers a promising approach to adaptive control for discrete-time systems with non-strict dynamics,providing practical solutions for systems with unknown dynamics and indeterminate system order. 展开更多
关键词 Direct current(DC)motor torque control non-strict discrete-time systems output feedback control unutified order
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Improved single-neuron PID controller for DC motor applied in robot system 被引量:5
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作者 苏晓东 罗庆生 郅威 《Journal of Beijing Institute of Technology》 EI CAS 2012年第4期472-478,共7页
An improved single-neuron proportional integral derivative ( PID ) controller and a new method to build the DC motor system were presented in the article. In the simulation, the robot arm is considered as an externa... An improved single-neuron proportional integral derivative ( PID ) controller and a new method to build the DC motor system were presented in the article. In the simulation, the robot arm is considered as an external load to DC motor. Both the motor module and the load module are crea- ted in Simulink to achieve simulation results closer to real robot system. In this way, it can well veri- fy the performance of the improved single-neuron PID controller, which is a combined controller of normal PID controller and single-neuron PID controller. Besides, an intelligent switcher can help to realize the function of choosing a better control algorithm according to motor' s velocity output. Sim- ulated results confirm the rapid and stable response of the improved PID controller. Moreover, the improved single-neuron PID controller has an excellent ability to overcome the load impact and su- press the jamming signals. At last, a GUI interface platform is built to make the controller easier to be applied in other robot systems. 展开更多
关键词 robot control system DC motor proportional integral derivative (PID) single-neuron
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DECOUPLING CONTROL OF TWO MOTORS SYSTEM BASED ON NEURAL NETWORK INVERSE SYSTEM 被引量:1
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作者 WangDeming JuPing LiuGuohai 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2004年第4期602-605,共4页
In accordance with the characteristics of two motors system, the unitedmathematic model of two-motors inverter system with v/f variable frequency speed-regulating isgiven. Two-motor inverter system can be decoupled by... In accordance with the characteristics of two motors system, the unitedmathematic model of two-motors inverter system with v/f variable frequency speed-regulating isgiven. Two-motor inverter system can be decoupled by the neural network invert system, and changedinto a sub-system of speed and a sub-system of tension. Multiple controllers are designed, and goodresults are obtained. Tie system has good static and dynamic performances and high anti-disturbanceof load. 展开更多
关键词 Decoupling control Two-motor system Inverter Neural network inverse system
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Application of Diagonal Recurrent Neural Network toDC Motor Speed Control Systems
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作者 Jing Wang Hui Chen Information Engineering School, University of Science and Technology Beijing, Beijing 100083, China 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2000年第1期68-71,共4页
A new kind of dynamic neural network--diagonal recurrent neural network (DRNN) and its learning method and architecture are presented. A direct adaptive control scheme is also developed that is applied to a DC (Direct... A new kind of dynamic neural network--diagonal recurrent neural network (DRNN) and its learning method and architecture are presented. A direct adaptive control scheme is also developed that is applied to a DC (Direct Current) speed control system with the ability to auto-tune PI (Proportion Integral) parameters based on combining DRNN with PI controller. The simulation results of DRNN show better control performances and potential practical use in comparison with PI controller. 展开更多
关键词 diagonal recurrent neural network PI controller DC motor speed control system
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Linearizing Control of Induction Motor Based on Networked Control Systems 被引量:2
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作者 Jun Ren Chun-Wen Li De-Zong Zhao 《International Journal of Automation and computing》 EI 2009年第2期192-197,共6页
A new approach to speed control of induction motors is developed by introducing networked control systems (NCSs) into the induction motor driving system. The control strategy is to stabilize and track the rotor spee... A new approach to speed control of induction motors is developed by introducing networked control systems (NCSs) into the induction motor driving system. The control strategy is to stabilize and track the rotor speed of the induction motor when the network time delay occurs in the transport medium of network data. First, a feedback linearization method is used to achieve input-output linearization and decoupling control of the induction motor driving system based on rotor flux model, and then the characteristic of network data is analyzed in terms of the inherent network time delay. A networked control model of an induction motor is established. The sufficient condition of asymptotic stability for the networked induction motor driving system is given, and the state feedback controller is obtained by solving the linear matrix inequalities (LMIs). Simulation results verify the efficiency of the proposed scheme. 展开更多
关键词 Induction motor feedback linearization networked control system (NCS) network time delay linear matrix inequality(LMI).
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LQ Speed Control of Pump Controlled Motor System
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作者 郭初生 王向周 王渝 《Journal of Beijing Institute of Technology》 EI CAS 2004年第S1期26-30,共5页
A linear quadric (LQ) optimal speed control algorithm is proposed for the speed control of a pump controlled motor hydraulic system. The control theme consists of optimal state feedback and disturbing compensation bas... A linear quadric (LQ) optimal speed control algorithm is proposed for the speed control of a pump controlled motor hydraulic system. The control theme consists of optimal state feedback and disturbing compensation based on observation. The optimal state feedback bases on LQ cost function. The disturbing compensation is realized through reconstructing the state of load torque. A series of simulation are performed, and the results show that the control performance is satisfactory and can be maintained under changes of load torque. 展开更多
关键词 pump controlled motor: LQ optimal control state reconstruct disturbing compensation
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Design of Communication and Control System for Motor based on DSP
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作者 Zhihai Zhou Xiaodan Liu 《International Journal of Technology Management》 2013年第11期126-128,共3页
The article is designed hardware platform of TMS320F2812 primary control chip based on the motor drive controller outputs and input signal, the use of DSP technology, together with the corresponding peripheral driver ... The article is designed hardware platform of TMS320F2812 primary control chip based on the motor drive controller outputs and input signal, the use of DSP technology, together with the corresponding peripheral driver circuit, a signal processing circuit and other processing module, the design and realize a piece of printed circuit board to achieve the required functionality. Systems software modules is implement hardware configuration and achieve control strategies in the DSP CCS compiler environment and using C and assembly language. Through CAN controller that comes with the DSP programming, achieved its CAN signal transmission and reception. 展开更多
关键词 CAN DSP motor controller COMMUNICATION
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Decoupling Control of 5 Degrees of Freedom Bearingless Induction Motors Using α-th Order Inverse System Method 被引量:25
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作者 ZHU Huang-Qiu ZHOU Yang LI Tian-Bo LIU Xian-Xing 《自动化学报》 EI CSCD 北大核心 2007年第3期273-278,共6页
A 5-degrees-of-freedom bearingless induction motor is a multi-variable,nonlinear and strong-coupled system.In order to achieve rotor suspension and operation steadily,it is necessary to realize dynamic decoupling con... A 5-degrees-of-freedom bearingless induction motor is a multi-variable,nonlinear and strong-coupled system.In order to achieve rotor suspension and operation steadily,it is necessary to realize dynamic decoupling control among torque and suspension forces.In the paper,a method based on α-th order inverse system theory is used to study dynamic decoupling control.Firstly,the working principles of a 3-degrees-of-freedom magnetic bearing and a 2-degrees-of-freedom bearinglees induction motor are analyzed, the radial-axial force equations of 3-degrees-of-freedom magnetic bearing,the electromagnetic torque equation and radial force equations of the 2-degrees-of-freedom bearingless induction motor are given,and then the state equations of the 5-degrees-of-freedom bearingless induction motor are set up.Secondly,the feasibility of decoupling control based on dynamic inverse theory is discussed in detail,and the state feedback linearization method is used to decouple and linearize the system.Finally,linear control system techniques are applied to these linearization subsystems to synthesize and simulate.The simulation results have shown that this kind of control strategy can realize dynamic decoupling control among torque and suspension forces of the 5-degrees-of-freedom bearingless induction motor,and that the control system has good dynamic and static performance. 展开更多
关键词 自动化控制 反映线性化 轴承 反馈机制
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Application of Ultrasonic Motor to Control of Moment Gyroscope Gimbal Servo System 被引量:2
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作者 Wu Jintao Pan Song +2 位作者 Zhao Lei Wu Dengyun Zhang Jiyang 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2017年第1期15-21,共7页
Attitude control system is one of the most important subsystems in a spacecraft.As a key actuator,the control moment gyroscope(CMG)mainly determines the performance of attitude control system.Whereas,the control accur... Attitude control system is one of the most important subsystems in a spacecraft.As a key actuator,the control moment gyroscope(CMG)mainly determines the performance of attitude control system.Whereas,the control accuracy and output torque smoothness of the CMG depends more on its gimbal servo system.Considering the constraints of size,mass and power consumption for a small satellite,here,a mini-CMG is designed,in which the gimbal servo system is driven by an ultrasonic motor.The good performances of the CMG are obtained by both the ultrasonic motor and the rotary inductosyn.The direct drive of gimbal improves its dynamic performance,with the output bandwidth above 20 Hz.The angular and speed closed-loop control obtains the 0.02°/s gimbal rate,and the output torque resolution better than 2×10^(-3) N·m.The ultrasonic motor provides 1.0N·m self-lock torque during power-off,with 12arc-second position accuracy. 展开更多
关键词 control MOMENT GYROSCOPE gimbal SERVO system ULTRASONIC motor
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Current Search: Performance Evaluation and Application to DC Motor Speed Control System Design
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作者 Deacha Puangdownreong 《Intelligent Control and Automation》 2013年第1期42-54,共13页
This paper proposes the current search (CS) metaheuristics conceptualized from the electric current flowing through electric networks for optimization problems with continuous design variables. The CS algorithm posses... This paper proposes the current search (CS) metaheuristics conceptualized from the electric current flowing through electric networks for optimization problems with continuous design variables. The CS algorithm possesses two powerful strategies, exploration and exploitation, for searching the global optimum. Based on the stochastic process, the derivatives of the objective function is unnecessary for the proposed CS. To evaluate its performance, the CS is tested against several unconstrained optimization problems. The results obtained are compared to those obtained by the popular search techniques, i.e., the genetic algorithm (GA), the particle swarm optimization (PSO), and the adaptive tabu search (ATS). As results, the CS outperforms other algorithms and provides superior results. The CS is also applied to a constrained design of the optimum PID controller for the dc motor speed control system. From experimental results, the CS has been successfully applied to the speed control of the dc motor. 展开更多
关键词 CURRENT SEARCH Metaheuristics PID controlLER DC motor SPEED control system
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Adaptive robust control for four-motor driving servo system with uncertain nonlinearities 被引量:1
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作者 Wei ZHAO Xuemei REN 《Control Theory and Technology》 EI CSCD 2017年第1期45-57,共13页
A novel adaptive robust control (ARC) is presented for the four-motor driving servo systems with the uncertain nonlinearities and actuation failures, such that the load tracking control is achieved with the proximat... A novel adaptive robust control (ARC) is presented for the four-motor driving servo systems with the uncertain nonlinearities and actuation failures, such that the load tracking control is achieved with the proximate optimal-time. By applying the proposed scheme, several control objectives are achieved. First, the nonlinear synchronization algorithm is presented to maintain the velocity synchronization of each motor, which provides fast convergence without chatting. Moreover, the time-varying bias torque is applied to eliminate the effect of backlash and reduce the waste of energy. Then, the ARC is designed to achieve the proximate optimal-time output tracking with the transient performance in L2 norm, where the friction and actuation failures are addressed by the adaptive scheme based on the norm estimation of unknown parameter vector. Finally, the extensive simulated and experimental results validate the effectiveness of the proposed method. 展开更多
关键词 Four-motor driving servo systems adaptive robust control velocity synchronization control friction backlash actuation failures
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LMI Approach to Robust H_∞/H_2 Controller Design with Regional Poles Constraint of a Pump-Motor System 被引量:1
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作者 郭初生 王向周 王渝 《Journal of Beijing Institute of Technology》 EI CAS 2006年第1期57-61,共5页
The time domain guideposts requirements of a pump-motor system is transfered into a series of constraints which express the robust performance upper bound and regional poles limits of the closed loop system. Then the ... The time domain guideposts requirements of a pump-motor system is transfered into a series of constraints which express the robust performance upper bound and regional poles limits of the closed loop system. Then the servo system control problem is transferred into the problem of robust performance optimizing under regional poles constrains described by linear matrix inequality (LMI). These LMIs are easy to solve through the Matlab LMI-toolbox. Simulations indicate that the controller has excellent dynamic, static and disturbance rejection performance, and the control system is robust and has perfect H2 performance to the bounded external torque disturbance. 展开更多
关键词 linear matrix inequality (LMI) H∞/H2 robust control regional poles placement pump-motor system servo system
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Intelligent Control Algorithm of PTZ System Driven by Two-DOF Ultrasonic Motor
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作者 吴松森 冷雪飞 +2 位作者 金家楣 王碧辉 毛星云 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2015年第2期210-217,共8页
It is difficult for the traditional pan-tilt-zoom(PTZ)system driven by electromagnetic motor to meet the growing demand for video surveillance system.The key challenge is high positioning accuracy,high dynamic perform... It is difficult for the traditional pan-tilt-zoom(PTZ)system driven by electromagnetic motor to meet the growing demand for video surveillance system.The key challenge is high positioning accuracy,high dynamic performance and miniaturization of the PTZ system.Here a PTZ system driven by two degree-of-freedom obeliskshaped ultrasonic motor with single stator is presented,and its intelligent control algorithm is studied.The structure and driving mechanism of the presented PTZ system are analyzed by both simulation and experiment.To solve the complex nonlinear factors,e.g.time-variation,dead zone,the fuzzy PID control algorithm and the variable gain cross-coupled control strategy are combined to improve the control performance.The results show that the proposed algorithm has faster response,higher precision than traditional control algorithm,and it also has a good robustness to prevent the effect of interference. 展开更多
关键词 ultrasonic motor PTZ system fuzzy PID cross-coupled control
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Research on Bus Capacitor Current Control Scheme for Buck/Boost Bi-directional Converters in Motor Drive Systems
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作者 ZHANG Xuhui WEN Xuhui ZHAO Feng 《中国电机工程学报》 EI CSCD 北大核心 2012年第30期I0004-I0004,共1页
关键词 电机驱动系统 升压转换器 控制计划 电容电流 降压 总线 母线电压 控制方案
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Restoring After Central Nervous System Injuries:Neural Mechanisms and Translational Applications of Motor Recovery 被引量:13
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作者 Zhengrun Gao Zhen Pang +5 位作者 Yiming Chen Gaowei Lei Shuai Zhu Guotao Li Yundong Shen Wendong Xu 《Neuroscience Bulletin》 SCIE CAS CSCD 2022年第12期1569-1587,共19页
Central nervous system(CNS)injuries,including stroke,traumatic brain injury,and spinal cord injury,are leading causes of long-term disability.It is estimated that more than half of the survivors of severe unilateral i... Central nervous system(CNS)injuries,including stroke,traumatic brain injury,and spinal cord injury,are leading causes of long-term disability.It is estimated that more than half of the survivors of severe unilateral injury are unable to use the denervated limb.Previous studies have focused on neuroprotective interventions in the affected hemisphere to limit brain lesions and neurorepair measures to promote recovery.However,the ability to increase plasticity in the injured brain is restricted and difficult to improve.Therefore,over several decades,researchers have been prompted to enhance the compensation by the unaffected hemisphere.Animal experiments have revealed that regrowth of ipsilateral descending fibers from the unaffected hemisphere to denervated motor neurons plays a significant role in the restoration of motor function.In addition,several clinical treatments have been designed to restore ipsilateral motor control,including brain stimulation,nerve transfer surgery,and brain–computer interface systems.Here,we comprehensively review the neural mechanisms as well as translational applications of ipsilateral motor control upon rehabilitation after CNS injuries. 展开更多
关键词 Stroke Traumatic brain injury Spinal cord injury Brain-computer interface system NEUROPLASTICITY Ipsilateral motor control Axon regrowth
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Nonlinear Decoupling Control of the Bearingless Induction Motors Based on the Airgap Motor Flux Orientation 被引量:8
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作者 邓智泉 张宏全 +1 位作者 王晓琳 严仰光 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2002年第1期38-43,共6页
The bearingless induction motor, which combines the inductionmotor and magnetic bearing is a strongly coupled complicatednonlinear system; the decoupling control of the electromag- net toqueand readial levitation forc... The bearingless induction motor, which combines the inductionmotor and magnetic bearing is a strongly coupled complicatednonlinear system; the decoupling control of the electromag- net toqueand readial levitation force is the base of the stable operation ofthe benaringless motor. In this paper, the air-gap motor fluxoriented vector control is proposed to realize the decoupling controlof this nonlinear system even in the transient case based on thelevitation principle. Simulations show the stable suspension and goodperformance of the proposed algorithm. 展开更多
关键词 bearingless induction motor airgap motor flux oriented vector control decoupling control
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Impaired motor control after sport-related concussion could increase risk for musculoskeletal injury:Implications for clinical management and rehabilitation 被引量:2
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作者 Terese L.Chmielewski Justin Tatman +5 位作者 Shuhei Suzuki MaryBeth Horodyski Darcy S.Reisman Russell M.Bauer James R.Clugston Daniel C.Herman 《Journal of Sport and Health Science》 SCIE 2021年第2期154-161,共8页
This review presents a conceptual framework and supporting evidence that links impaired motor control after sport-related concussion(SRC)to increased risk for musculoskeletal injury.Multiple studies have found that at... This review presents a conceptual framework and supporting evidence that links impaired motor control after sport-related concussion(SRC)to increased risk for musculoskeletal injury.Multiple studies have found that athletes who are post-SRC have higher risk for musculoskeletal injury compared to their counterparts.A small body of research suggests that impairments in motor control are associated with musculoskeletal injury risk.Motor control involves the perception and processing of sensory information and subsequent coordination of motor output within the central nervous system to perform a motor task.Motor control is inclusive of motor planning and motor learning.If sensory information is not accurately perceived or there is interference with sensory information processing and cognition,motor function will be altered,and an athlete may become vulnerable to injury during sport participation.Athletes with SRC show neuroanatomic and neurophysiological changes relevant to motor control even after meeting return to sport criteria,including a normal neurological examination,resolution of symptoms,and return to baseline function on traditional concussion testing.In conjunction,altered motor function is demonstrated after SRC in muscle activation and force production,movement patterns,balance/postural stability,and motor task performance,especially performance of a motor task paired with a cognitive task(i.e.,dual-task condition).The clinical implications of this conceptual framework include a need to intentionally address motor control impairments after SRC to mitigate musculoskeletal injury risk and to monitor motor control as the athlete progresses through the return to sport continuum. 展开更多
关键词 Clinical management CONCUSSION INJURY motor control REHABILITATION
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