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Improvement of Torque and Loss Characteristics for an In-wheel Permanent Magnet Motor based on Dominant Airgap Harmonic
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作者 Jiawei Ren Xiaoyong Zhu +1 位作者 Li Quan Zixuan Xiang 《CES Transactions on Electrical Machines and Systems》 2025年第3期313-319,共7页
In this paper,a 12/14-pole permanent magnet in-wheel motor is studied for potential in-wheel application,and the torque and loss are improved simultaneously based on designing and optimizing the corresponding dominant... In this paper,a 12/14-pole permanent magnet in-wheel motor is studied for potential in-wheel application,and the torque and loss are improved simultaneously based on designing and optimizing the corresponding dominant harmonics.The key of this study is to evaluate the contributions of harmonics on torque and loss,and further determines the harmonics related to them.Based on this,the torque enhancement factor and loss suppression factor are defined based on the selected dominant harmonics.And,the two factors are set as the optimization objectives,aiming at improving the characteristics of torque and loss.At the same time,to achieve an efficient optimization,a layered optimization method is presented,which includes magnet source layer and permeance layer.Based on the optimization,the motor torque is improved effectively,while the rotor iron loss is also reduced significantly.Then,a prototype motor is manufactured for experimental test.Finally,the simulation analysis and test results verify the validation of the studied motor and the proposed optimization method based on dominant harmonics. 展开更多
关键词 in-wheel motor Flux modulation Harmonic analysis TORQUE Rotor loss
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Decentralized Dynamic Event-Triggered Communication and Active Suspension Control of In-Wheel Motor Driven Electric Vehicles with Dynamic Damping 被引量:15
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作者 Iftikhar Ahmad Xiaohua Ge Qing-Long Han 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2021年第5期971-986,共16页
This paper addresses the co-design problem of decentralized dynamic event-triggered communication and active suspension control for an in-wheel motor driven electric vehicle equipped with a dynamic damper. The main ob... This paper addresses the co-design problem of decentralized dynamic event-triggered communication and active suspension control for an in-wheel motor driven electric vehicle equipped with a dynamic damper. The main objective is to simultaneously improve the desired suspension performance caused by various road disturbances and alleviate the network resource utilization for the concerned in-vehicle networked suspension system. First, a T-S fuzzy active suspension model of an electric vehicle under dynamic damping is established. Second,a novel decentralized dynamic event-triggered communication mechanism is developed to regulate each sensor's data transmissions such that sampled data packets on each sensor are scheduled in an independent manner. In contrast to the traditional static triggering mechanisms, a key feature of the proposed mechanism is that the threshold parameter in the event trigger is adjusted adaptively over time to reduce the network resources occupancy. Third, co-design criteria for the desired event-triggered fuzzy controller and dynamic triggering mechanisms are derived. Finally, comprehensive comparative simulation studies of a 3-degrees-of-freedom quarter suspension model are provided under both bump road disturbance and ISO-2631 classified random road disturbance to validate the effectiveness of the proposed co-design approach. It is shown that ride comfort can be greatly improved in either road disturbance case and the suspension deflection, dynamic tyre load and actuator control input are all kept below the prescribed maximum allowable limits, while simultaneously maintaining desirable communication efficiency. 展开更多
关键词 Active suspension control decentralized eventtriggered control dynamic damper dynamic eventtriggered communication in-wheel motor driven electric vehicle
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Driving force coordinated control of an 8x8 in-wheel motor drive vehicle with tire-road friction coefficient identification 被引量:5
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作者 Zheng Zhang Chun-guang Liu +2 位作者 Xiao-jun Ma Yun-yin Zhang Lu-ming Chen 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第1期119-132,共14页
Because of the complexities of tire-road interaction,the wheels of a multi-wheel distributed electricdrive vehicle can easily slip under certain working conditions.As wheel slip affects the dynamic per-formance and st... Because of the complexities of tire-road interaction,the wheels of a multi-wheel distributed electricdrive vehicle can easily slip under certain working conditions.As wheel slip affects the dynamic per-formance and stability of the vehicle,it is crucial to control it and coordinate the driving force.With this aim,this paper presents a driving force coordination control strategy with road identification for eight-wheeled electric vehicles equipped with an in-wheel motor for each wheel.In the proposed control strategy,the road identification module estimates tire-road forces using an unscented Kalman filter al-gorithm and recognizes the road adhesion coefficient by employing the recursive least-square method According to road identification,the optimal sip ratio under the current driving condition is obtainedand a controller based on sliding mode control with a conditional integrator uses this value for accel-eration slip regulation.The anti-slip controller obtains the adjusting torque,which is integrated with the driver-command-based feedforward control torque to implement driving force coordination control.The results of hardware-in-loop simulation show that this control strategy can accurately estimate tire-roadrces as well as the friction coefficient,and thus,can effectively fulfill the purpose of driving force coordinated control under different driving conditions. 展开更多
关键词 in-wheel motor Tire-road friction coefficient Slip ratio Sliding mode control Conditional integrator Accelera tion slip regulation
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Torque Distribution of Electric Vehicle with Four In-Wheel Motors Based on Road Adhesion Margin 被引量:3
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作者 WANG Chunyan LI Wenkui +1 位作者 ZHAO Wanzhong DUAN Tingting 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2019年第1期181-188,共8页
With the worsening of energy crisis and environmental pollution,electric vehicles with four in?wheel motors have been paid more and more attention. The main research subject is how to reasonably distribute the driving... With the worsening of energy crisis and environmental pollution,electric vehicles with four in?wheel motors have been paid more and more attention. The main research subject is how to reasonably distribute the driving torque of each wheel. Considering the longitudinal motion,lateral motion,yaw movement and rotation of the four wheels,the tire model and the seven DOF dynamic model of the vehicle are established in this paper. Then,the torque distribution method is proposed based on road adhesion margin,which can be divided into anti ? slip control layer and torque distribution layer. The anti?slip control layer is built based on sliding mode variable structure control,whose main function is to avoid the excessive slip of wheels caused by road conditions. The torque distribution layer is responsible for selecting the torque distribution method based on road adhesion margin. The simulation results show that the proposed torque distribution method can ensure the vehicle quickly adapt to current road adhesion conditions,and improve the handling stability and dynamic performance of the vehicle in the driving process. 展开更多
关键词 electric vehicle with four in-wheel motors torque distribution road adhesion margin anti-slip control
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Electromagnetic analysis and design of in-wheel motor of micro-electric vehicle based on Maxwell 被引量:1
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作者 陈齐平 舒红宇 +2 位作者 任凯 庄深 谢安源 《Journal of Central South University》 SCIE EI CAS 2012年第8期2152-2157,共6页
To obtain a good drivability and high efficiency of the micro-electric vehicle, a new driving in-wheel motor design was analyzed and optimized. Maxwell software was used to build finite element simulation model of the... To obtain a good drivability and high efficiency of the micro-electric vehicle, a new driving in-wheel motor design was analyzed and optimized. Maxwell software was used to build finite element simulation model of the driving in-wheel motor. The basic features and starting process were analyzed by field-circuit coupled finite element method. The internal complicated magnetic field distribution and dynamic performance simulation were obtained in different positions. No-load and load characteristics of the driving in-wheel motor was simulated, and the power consumption of materials was computed. The conformity of the final simulation results with the experimental data indicates that this method can be used to provide a theoretical basis to make further optimal design of this new driving in-wheel motor and its control system, so as to improve the starting torque and reduce torque ripple of the motor. This method can shorten the development cycle of in-wheel motors and save development costs, which has a wide range of engineering application value. 展开更多
关键词 micro-electric vehicle in-wheel motor MAXWELL SIMULATION OPTIMIZATION
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Stochastic sampled-data multi-objective control of active suspension systems for in-wheel motor driven electric vehicles 被引量:1
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作者 Iftikhar Ahmad Xiaohua Ge Qing-Long Han 《Journal of Automation and Intelligence》 2024年第1期2-18,共17页
This paper addresses the sampled-data multi-objective active suspension control problem for an in-wheel motor driven electric vehicle subject to stochastic sampling periods and asynchronous premise variables.The focus... This paper addresses the sampled-data multi-objective active suspension control problem for an in-wheel motor driven electric vehicle subject to stochastic sampling periods and asynchronous premise variables.The focus is placed on the scenario that the dynamical state of the half-vehicle active suspension system is transmitted over an in-vehicle controller area network that only permits the transmission of sampled data packets.For this purpose,a stochastic sampling mechanism is developed such that the sampling periods can randomly switch among different values with certain mathematical probabilities.Then,an asynchronous fuzzy sampled-data controller,featuring distinct premise variables from the active suspension system,is constructed to eliminate the stringent requirement that the sampled-data controller has to share the same grades of membership.Furthermore,novel criteria for both stability analysis and controller design are derived in order to guarantee that the resultant closed-loop active suspension system is stochastically stable with simultaneous𝐻2 and𝐻∞performance requirements.Finally,the effectiveness of the proposed stochastic sampled-data multi-objective control method is verified via several numerical cases studies in both time domain and frequency domain under various road disturbance profiles. 展开更多
关键词 Active suspension system Electric vehicles in-wheel motor Stochastic sampling Dynamic dampers Sampled-data control Multi-objective control
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Rollover prevention control for a four in-wheel motors drive electric vehicle on an uneven road 被引量:5
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作者 ZHANG LiPeng LI Liang QI BingNan 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2018年第6期934-948,共15页
When a four in-wheel motors drive electric vehicle with a specific wheels mass is running on an uneven road and transient steering occurs in the meantime, the joint action of the large unsprung dynamic load and the ce... When a four in-wheel motors drive electric vehicle with a specific wheels mass is running on an uneven road and transient steering occurs in the meantime, the joint action of the large unsprung dynamic load and the centrifugal force may cause the vehicle to rollover. To avoid the above accident, a rollover prevention control method based on active distribution of the in-wheel motors driving torques is investigated. First, tile rollover evolution process of the four in-wheel motors drive electric vehicle under the described operating condition is analyzed. Next, a multiple degrees of freedom vehicle dynamics model including an uneven road tyre model is established, and the rollover warning threshold is determined according to the load transfer ratio. Then, the hypothesis of the effects of unsprung mass on the vehicle roll stability on a plat road and on an uneven road is verified respectively. Finally, a rollover prevention controller is designed based on the distribution of the four wheels driving torques with sliding mode control, and the control effect is verified by simulations. The conclusion shows that, once the wheels mass does not match road conditions, the large unsprung mass may play a detrimental role on the vehicle roll stability on an uneven road, which is different from the beneficial role of large unsprung mass on the vehicle roll stability on a plat road. With the aforementioned rollover prevention controller, the vehicle rollover, which is caused by the coupling effect between large unsprung dynamic load and suspension potential energy on an uneven road, can be avoided effectively. 展开更多
关键词 electric vehicle in-wheel motor drive roll stability uneven road
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Study of Longitudinal-Vertical Dynamics for In-Wheel Motor-Driven Electric Vehicles 被引量:7
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作者 Yechen Qin Ze Zhao +1 位作者 Zhenfeng Wang Guofa Li 《Automotive Innovation》 CSCD 2021年第2期227-237,共11页
The in-wheel motor(IWM)-driven electric vehicles(EVs)attract increasing attention due to their advantages in dimensions and controllability.The majority of the current studies on IWM are carried out with the assumptio... The in-wheel motor(IWM)-driven electric vehicles(EVs)attract increasing attention due to their advantages in dimensions and controllability.The majority of the current studies on IWM are carried out with the assumption of an ideal actuator,in which the coupling effects between the non-ideal IWM and vehicle are ignored.This paper uses the braking process as an example to investigate the longitudinal-vertical dynamics of IWM-driven EVs while considering the mechanical-electrical coupling effect.First,a nonlinear switched reluctance motor model is developed,and the unbalanced electric magnetic force(UEMF)induced by static and dynamic mixed eccentricity is analyzed.Then,the UEMF is decomposed into longitudinal and vertical directions and included in the longitudinal-vertical vehicle dynamics.The coupling dynamics are demonstrated under different vehicle braking scenarios;numerical simulations are carried out for various road grades,road friction,and vehicle velocities.A novel dynamics vibration absorbing system is adopted to improve the vehicle dynamics.Finally,the simulation results show that vehicle vertical dynamic performance is enhanced. 展开更多
关键词 Mechanical-electrical coupling Longitudinal-vertical dynamics in-wheel motor Suspension system
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Torque Distribution Strategy of Electric Vehicle with In-wheel Motors Based on the Identification of Driving Intention 被引量:2
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作者 Bo Peng Huanhuan Zhang +1 位作者 Feihu Xuan Wenwen Xiao 《Automotive Innovation》 EI 2018年第2期140-146,共7页
A driver’s intention is recognized accurately by employing fuzzy identification and a logic threshold including acceleration intention and steering intention.Different torque distribution control strategies are devel... A driver’s intention is recognized accurately by employing fuzzy identification and a logic threshold including acceleration intention and steering intention.Different torque distribution control strategies are developed for different intentions and the driver’s torque demand is amended by fuzzy identification so that the response of the vehicle is more consistent with the driver’s intention of operation.Finally,a simulation model is built using MATLAB/Simulink to validate the control strategy.Simulation results show that the system accurately identifies the driver’s intention and improves the acceleration performance and steering stability of the vehicle. 展开更多
关键词 Fuzzy recognition Torque distribution Driving intention in-wheel motors Steering stability
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Variable-Flux Outer-Rotor Permanent Magnet Synchronous Motor for In-Wheel Direct-Drive Applications 被引量:3
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作者 Yaojing Feng Fang Li +1 位作者 Shoudao Huang Ning Yang 《Chinese Journal of Electrical Engineering》 CSCD 2018年第1期28-35,共8页
In-wheel direct-drive is the most efficient driving mode for electric vehicles,and it is the trend for applications in the future.In this paper,a novel variable-flux outer-rotor permanent magnet synchronous motor with... In-wheel direct-drive is the most efficient driving mode for electric vehicles,and it is the trend for applications in the future.In this paper,a novel variable-flux outer-rotor permanent magnet synchronous motor with a hybrid magnetic structure design is developed.Due to the hybrid magnetic pole with Nd-Fe-B and Al-Ni-Co permanent magnet(PM),the air-gap flux can be adjusted by changing the magnetization states of Al-Ni-Co PM,which is beneficial to realize a wide range of speeds and loads from the electromagnetic structure design.Firstly,basic structure features of the motor and the flux-adjusting principle are introduced.The design and calculation method of the PM dimensions is derived based on magnetic circuit analysis.Then the Preisach hysteresis model of Al-Ni-Co PM is described and is adopted to analyze the motor performance with the coupling of the time step finite element method(FEM),and the magnetization are investigated.Finally,the operational performance of the proposed motor is obtained by simulation,which verifies the design. 展开更多
关键词 Outer-rotor permanent magnet synchronous motor variable flux in-wheel direct-drive MAGNETIZATION finite element method
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Simulation and verification analysis of the ride comfort of an in-wheel motor-driven electric vehicle based on a combination of ADAMS and MATLAB 被引量:1
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作者 Peicheng Shi Qi Zhao +2 位作者 Kefei Wang Rongyun Zhang Ping Xiao 《International Journal of Modeling, Simulation, and Scientific Computing》 EI 2022年第1期99-116,共18页
To study the ride comfort of wheel-hub-driven electric vehicles,a simulation and verifi-cation method based on a combination of ADAMS and MATLAB modeling is proposed.First,a multibody dynamic simulation model of an in... To study the ride comfort of wheel-hub-driven electric vehicles,a simulation and verifi-cation method based on a combination of ADAMS and MATLAB modeling is proposed.First,a multibody dynamic simulation model of an in-wheel motor-driven electric vehi-cle is established using ADAMS/Car.Then,the pavement excitation and electromag-netic force analytical equations are provided based on the specific operating conditions of the vehicle and the in-wheel motor to analyze the impact of the electromagnetic force fluctuation from an unsprung mass increase and motor air gap unevenness on vehicle ride comfort after the introduction of an in-wheel motor.Next,the vibration model and the motion differential equation of the body–wheel dual-mass system of an in-wheel motor-driven electric vehicle are established.The influence of the in-wheel motor on the vibration response index of the dual-mass system is analyzed by using MATLAB/Simulink software.The variation in the vehicle vibration performance index with/without the motor electromagnetic force excitation factor is analyzed and com-pared with the ADAMS multibody dynamics analysis results.The results show that the method based on a combination of ADAMS and MATLAB modeling can forecast the ride comfort of an in-wheel motor-driven electric vehicle,reducing the cost of physical prototype experiments. 展开更多
关键词 in-wheel motor electric vehicle ride comfort ADAMS/CAR MAT-LAB/Simulink
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四轮轮毂电机电动汽车电子差速控制研究(英文) 被引量:3
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作者 段敏 孙明江 +2 位作者 李刚 于继开 刘鹏程 《机床与液压》 北大核心 2015年第24期60-66,共7页
针对四轮轮毂电机电动汽车转向时四轮差速问题,进行了电子差速控制研究。设计了电子差速控制策略,建立差速运动参考模型,根据四轮轮毂电机电动汽车四轮驱动力矩独立可控的优势,通过驱动力矩分配器对四轮驱动力矩进行合理分配,实现了实... 针对四轮轮毂电机电动汽车转向时四轮差速问题,进行了电子差速控制研究。设计了电子差速控制策略,建立差速运动参考模型,根据四轮轮毂电机电动汽车四轮驱动力矩独立可控的优势,通过驱动力矩分配器对四轮驱动力矩进行合理分配,实现了实际轮速跟踪参考轮速,并在Matlab/Simulink里搭建了四轮轮毂电机电动汽车电子差速系统模型,通过CarSim与Matlab/Simulink联合仿真进行了验证。结果表明:电子差速差速控制策略能够有效实现转向时四轮差速控制,提高电动汽车的操纵稳定性。 展开更多
关键词 Four WHEEL in-wheel MOTOR electric vehicle Electronic differential Drive TORQUE distributor CARSIM
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因子图框架下里程计辅助GNSS/INS组合导航算法 被引量:6
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作者 唐卫明 戚克培 +3 位作者 邓辰龙 邹璇 李洋洋 胡泽奇 《测绘通报》 CSCD 北大核心 2024年第3期63-68,共6页
在复杂观测环境下,GNSS/INS组合导航系统的GNSS信号易受干扰从而导致INS独立导航精度迅速下降。针对上述问题,本文基于因子图的里程计辅助GNSS/INS组合导航算法,利用里程计观测信息结合非完整性约束构建航向速度约束方程,同时采用能多... 在复杂观测环境下,GNSS/INS组合导航系统的GNSS信号易受干扰从而导致INS独立导航精度迅速下降。针对上述问题,本文基于因子图的里程计辅助GNSS/INS组合导航算法,利用里程计观测信息结合非完整性约束构建航向速度约束方程,同时采用能多次线性化计算和多次迭代的因子图优化方法进行参数估计。实际车载试验解算结果表明,在GNSS信号良好时,基于因子图方法比滤波方法具有更快的收敛时间,收敛速度提高了近10倍;在GNSS信号发生中断时,添加里程计辅助后组合导航系统在东向和北向分别提升了83%和89%。与传统的滤波融合手段相比,本文采用因子图优化后在东向和北向的定位精度分别有63%、70%的改善。 展开更多
关键词 GNSS INS 轮式里程计 因子图优化 组合导航
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MEMS INS/GNSS组合导航系统在车辆和机器人载体上的性能对比分析 被引量:7
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作者 樊静 陈起金 +1 位作者 唐海亮 牛小骥 《传感技术学报》 CAS CSCD 北大核心 2020年第8期1216-1222,共7页
同一款MEMS INS/GNSS组合导航系统在不同运动载体上的定位定姿性能差异会显著影响应用效果,有必要做深入的定量研究。本文首先采用奇异值分解方法,分析了组合导航状态量在载体不同运动场景下的可观测度。然后,对比了车辆和轮式机器人载... 同一款MEMS INS/GNSS组合导航系统在不同运动载体上的定位定姿性能差异会显著影响应用效果,有必要做深入的定量研究。本文首先采用奇异值分解方法,分析了组合导航状态量在载体不同运动场景下的可观测度。然后,对比了车辆和轮式机器人载体在开阔场景和GNSS卫星失锁场景下的组合导航性能,并详细分析了两种载体在不同运动模式下的导航误差和卡尔曼滤波均方误差。实测结果表明,车载和轮式机器人组合导航性能的差异主要表现在航向角方面;载体的加减速和转弯有助于航向角和陀螺z轴零偏误差的收敛;轮式机器人采用自动指令控制,造成运动模式单一,加减速时段少,同时转弯过程中加速度变化幅度小,转弯对其航向角和陀螺z轴零偏误差的收敛作用不如车载明显,因此,轮式机器人航向角误差比车载大,差异显著。 展开更多
关键词 INS/GNSS组合导航 MEMS惯导 轮式机器人 姿态误差 可观测度分析
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基于GNSS/INS的拖拉机导向轮偏转角度测量系统设计与试验 被引量:1
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作者 冯爽 张兆国 +2 位作者 孙连烛 王法安 解开婷 《智能化农业装备学报(中英文)》 2024年第2期33-41,共9页
传统的角度传感器在拖拉机导向轮偏转角度的测量中存在准确度不足、安装调试复杂等问题,这些问题制约了拖拉机在自动导航作业时的高精度、高稳定性的需求。鉴此,本文旨在构建并验证一种新型系统,该系统基于全球导航卫星系统(global navi... 传统的角度传感器在拖拉机导向轮偏转角度的测量中存在准确度不足、安装调试复杂等问题,这些问题制约了拖拉机在自动导航作业时的高精度、高稳定性的需求。鉴此,本文旨在构建并验证一种新型系统,该系统基于全球导航卫星系统(global navigation satellite system,GNSS)和惯性导航系统(inertial navigation system,INS)的技术原理,能够实现对拖拉机导向轮动态角度的实时解算。首先,对GNSS/INS融合原理进行了深入的分析,并设计了相应的GNSS/INS数据测量台架试验,以获取角度传感器的测量值。随后,采用卡尔曼滤波(Kalman filter,KF)、扩展卡尔曼滤波(extended Kalman filter,EKF)和无迹卡尔曼滤波(untraced Kalman filter,UKF)三种滤波算法对角度测量值的滤波处理,以超调量、响应时间和稳定性等指标进行评价,结果表明UKF在本系统中表现最优。其次,针对不同工况(沥青路面和农田),进行了拖拉机在自动导航下转向和直线性能测试。在转向性能测试中,进行了1°、5°和15°的不同角度的固定测量,结果显示在1°时两种环境的响应时间最小,但均产生了最大超调量,同时随着角度的增加,系统对稳态误差的降低有明显作用。直线自动导航性能测试中,沥青路面和农田的最大横向偏差分别为17.51 mm和18.52 mm,系统误差分别为10.45 mm(2σ)和21.07 mm(2σ)。通过对比两种工况,沥青路面的各项性能指标上均优于农田环境,但两种工况在精度、响应时间和平稳性上均满足自动导航系统需求,可应用于拖拉机的自动导航作业中。 展开更多
关键词 GNSS/INS 拖拉机 导向轮偏转角度 卡尔曼滤波 自动导航
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基于信号采集的电动4WD汽车滑转率计算的研究 被引量:1
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作者 桂临秋 罗杰 秦凯 《武汉理工大学学报(交通科学与工程版)》 2017年第2期344-348,共5页
利用GPS/INS组合系统和基于BP神经网络的车轮状态识别与车速估计系统获取汽车纵向速度.根据GPS的运行情况,当GPS信号在锁时,利用GPS/INS组合系统获取汽车纵向速度并训练BP神经网络;当GPS信号失锁时,利用BP神经网络识别车轮状态为打滑状... 利用GPS/INS组合系统和基于BP神经网络的车轮状态识别与车速估计系统获取汽车纵向速度.根据GPS的运行情况,当GPS信号在锁时,利用GPS/INS组合系统获取汽车纵向速度并训练BP神经网络;当GPS信号失锁时,利用BP神经网络识别车轮状态为打滑状态或者滚转状态,根据车轮状态结合汽车纵向加速度和车轮线速度计算汽车的纵向速度.通过实际的道路实验,验证了整个系统对汽车纵向速度获取的精确度,证实了该方法的可行性与可靠性. 展开更多
关键词 电动4WD汽车 驱动防滑 GPS/INS系统 BP神经网络
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面向复杂环境无人车的抗差因子图轮式里程计辅助GNSS+INS组合导航算法
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作者 李波 王贻朋 +3 位作者 邹璇 尚洪猛 徐玉玲 鲍国晴 《测绘通报》 2025年第12期46-51,共6页
复杂环境(如城市峡谷或森林路径)中的无人车导航面临GNSS信号遮挡、多路径效应及离群值干扰等挑战,传统EKF方法在应对这些问题时存在局限性。近年来,因子图优化(FGO)逐渐成为多源传感器融合领域的研究热点,表现出优越的全局优化能力和... 复杂环境(如城市峡谷或森林路径)中的无人车导航面临GNSS信号遮挡、多路径效应及离群值干扰等挑战,传统EKF方法在应对这些问题时存在局限性。近年来,因子图优化(FGO)逐渐成为多源传感器融合领域的研究热点,表现出优越的全局优化能力和较高的精度。然而,由于FGO基于最小二乘法,对异常观测值的抗差性不足,导致其在复杂环境中的导航性能受限。本文面向复杂环境下的无人车应用场景,提出了一种联合Huber核函数与卡方检验的抗差因子图优化算法。通过引入轮式里程计(ODO)辅助GNSS+INS组合导航,并在因子图框架中,将ODO节点作为运动约束,然后将GNSS节点和INS节点的观测信息融合,引入稳健核函数以增强算法对离群值的抵御能力。试验表明,本文算法在强多路径效应和GNSS信号失效场景中具有较高的精度和稳健性,可显著提升无人车在复杂环境下的导航性能,为高精度无人车导航提供了新的解决方案。 展开更多
关键词 复杂环境 抗差 因子图优化 轮式里程计 GNSS+INS 组合导航
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惯导系统在轮式自行火炮中的应用 被引量:1
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作者 刘俊邦 吴付栓 +1 位作者 张晔 陈远江 《导航与控制》 2015年第3期53-59,共7页
分析了轮式自行火炮发展过程中所应用的惯导系统的结构原理,总结了不同结构方案的惯导系统的优缺点,展望了应用于轮式自行火炮的导航系统的发展方向,为新型地面火炮的操作使用、技术勤务以及升级改造提供理论依据和参考。
关键词 惯导系统 轮式自行火炮 结构原理 半捷联式 捷联式 组合导航
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