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A DISTRIBUTED SENSING SYSTEM FOR VEHICLES STATE ESTIMATION

机译:车辆状态估计的分布式传感系统

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摘要

This paper presents the design of a distributed sensing system that uses an Extended Kalman Filter (EKF) to fuse measurements, so that automotive vehicle states can be estimated for use by a Semi-active Suspension control system. To improve ride comfort and handling quality, relative displacements and velocities of suspension systems are estimated. To control the stability of vehicles, roll, yaw, and pitch must also be determined. The designed (EKF) uses easily accessible measurements such as accelerations and body's angular velocities. These measurements are provided by 8 accelerometers and an Inertial Measurement Unit (IMU). The accelerometers are strategically mounted on the two ends of each individual shock absorber (damper). The IMU was mounted near the vehicle's center of gravity. Computer simulations and experiments were conducted for full vehicle state estimation of a 1993 Toyota Tercel equipped with the above mentioned sensor suite. Results show that except relative displacements, all states of the automobile's semi-active suspension systems can be estimated using this set of sensors. The designed EKF works well despite not knowing accurate information about road inputs, external disturbances and car characteristics such as moments of inertia, mass, and equivalent spring and damping coefficients. Both simulation results and experimental results show the effectiveness of the designed EKF in estimating the required states.
机译:本文介绍了一种分布式传感系统的设计,该系统使用扩展卡尔曼滤波器(EKF)来融合测量值,以便可以估计汽车状态以供半主动悬挂控制系统使用。为了提高乘坐舒适性和操纵质量,估计了悬架系统的相对位移和速度。为了控制车辆的稳定性,还必须确定侧倾,偏航和俯仰。设计的(EKF)使用容易获得的测量值,例如加速度和身体的角速度。这些测量由8个加速度计和一个惯性测量单元(IMU)提供。加速度计策略性地安装在每个单独的减震器(阻尼器)的两端。 IMU安装在车辆重心附近。进行了计算机仿真和实验,以估计配备上述传感器套件的1993 Toyota Tercel的完整车辆状态。结果表明,除了相对位移之外,使用该组传感器可以估算汽车半主动悬架系统的所有状态。尽管不了解有关道路输入,外部干扰和汽车特性(例如惯性矩,质量以及等效的弹簧和阻尼系数)的准确信息,但设计的EKF仍能很好地工作。仿真结果和实验结果均表明设计的EKF在估计所需状态方面的有效性。

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