A vector-based gyro-free inertial navigation system by integrating existing accelerometer network in a passenger vehicle

Yingxue Peng, M. Golnaraghi
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引用次数: 40

Abstract

Modern automotive electronic control and safety systems, including air-bags, anti-lock brakes, anti-skid systems, adaptive suspension, and yaw control, rely extensively on inertial sensors. Currently, each of these sub-systems uses its own set of sensors, the majority of which are low-cost accelerometers. Recent developments in MEMS accelerometers have increased the performance limits of mass-produced accelerometers far beyond traditional automotive requirements; this growth trend in performance will soon allow the implementation of a gyro-free inertial navigation system (GF-INS) in an automobile, utilizing its existing accelerometer network. We propose, in addition to short-term aid to GPS navigation, a GF-INS can also serve in lieu of more expensive and less reliable angular rate gyros in vehicle moment controls and inclinometers in anti-theft systems. This work presents a modified generalized GF-INS algorithm based on four or more vector (triaxial) accelerometers. Historically, GF-INS techniques require strategically-placed accelerometers for a stable solution, hence inhibiting practical implementations; the vector-based GF-INS allows much more flexible system configurations and is more computationally efficient. An advanced attitude estimation technique is presented, utilizing coupled angular velocity terms that emerged as a result of the intrinsic misalignment of real vector accelerometers; this technique is void of singularity problems encountered by many prior researchers and is particularly useful when error due to the integration of angular accelerations is prominent, such as in low-speed systems or long-duration navigations. Furthermore, an initial calibration method for the vector-based GF-INS is presented. In the experimental setup, four vector accelerometers, based on Analog Devices accelerometers, are assembled into a portable, one cubic-foot, rigid structure, and the data is compared with that of a precision optical position tracking system. Finally, the feasibility of a GF-INS implementation in an automobile is assessed based on experimental results.
集成现有加速度计网络的矢量无陀螺惯性导航系统
现代汽车电子控制和安全系统,包括安全气囊、防抱死刹车、防滑系统、自适应悬架和偏航控制,广泛依赖惯性传感器。目前,每个子系统都使用自己的一套传感器,其中大多数是低成本的加速度计。MEMS加速度计的最新发展使量产加速度计的性能极限远远超出了传统汽车的要求;这种性能的增长趋势将很快允许在汽车上实现无陀螺仪惯性导航系统(GF-INS),利用其现有的加速度计网络。我们建议,除了GPS导航的短期辅助外,GF-INS还可以代替车辆力矩控制中更昂贵且不太可靠的角速率陀螺仪和防盗系统中的倾斜仪。本文提出了一种基于四个或更多矢量(三轴)加速度计的改进广义GF-INS算法。从历史上看,GF-INS技术需要战略性地放置加速度计以获得稳定的解决方案,因此阻碍了实际实施;基于矢量的GF-INS允许更灵活的系统配置,并且计算效率更高。提出了一种先进的姿态估计技术,利用实际矢量加速度计的固有不对中产生的耦合角速度项;该技术避免了许多先前研究人员遇到的奇点问题,并且在低速系统或长时间导航中由于角加速度积分引起的误差突出时特别有用。在此基础上,提出了一种基于矢量的GF-INS初始定标方法。在实验装置中,将四个矢量加速度计组装成一个便携式的1立方英尺刚性结构,并与精密光学位置跟踪系统的数据进行了比较。最后,根据实验结果,对GF-INS在汽车上实现的可行性进行了评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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