Foot-Mounted Pedestrian Navigation Method by Comparing ADR and Modified ZUPT Based on MEMS IMU Array

Author:

Xing LiORCID,Tu Xiaowei,Chen Zhi

Abstract

Using an MEMS Inertial Measurement Unit (MEMS IMU) array mounted on foot is a feasible approach to improve the pedestrian tracking accuracy for the pedestrian navigation system (PNS). Based on the in-house developed IMU array, the paper proposes a new integrated framework that combines adaptive deck reckoning (ADR) with the modified zero velocity update (ZUPT). In the proposed ADR algorithm, the IMUs with large drift errors on the array are selected and removed according to the step length and the track angle computed by each IMU on the array. Then, by using the step length and the track angle of each step computed by remaining IMUs, the foot position extracted from the traditional ZUPT model is estimated on the basis of least squares (LS) so as to improve the traveled distance calculation accuracy. Compared with the traditional IMU array fusion method based on a maximum likelihood estimator (MLE) when it is used in the PNS, which is approximately taking the mean value of array readings, the proposed method is equivalent to adaptively fusing the array readings and thus improves the pedestrian tracking accuracy. To compare the proposed method with MLE, two different types of walking tracks are designed. The 161 m straight line experiments show that the end position by ADR/modified ZUPT method is much closer to the one of the reference trajectory compared with the MLE in repeated walks, and the closed-loop tracks about 300 m show that the positioning error with respect to the total traveled distance is less than 0.6% (1σ), which is higher than 1% (1σ) of MLE.

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Angular Velocity Estimation in Asymmetric IMU Array;2023 2nd International Conference on Automation, Robotics and Computer Engineering (ICARCE);2023-12-14

2. Indoor Positioning Methods Based on Dual Feet-Mounted IMUs With Distance Constraints;2023 13th International Conference on Indoor Positioning and Indoor Navigation (IPIN);2023-09-25

3. A Pedestrian Gait Recognition Method Driven by Inertial Data;Lecture Notes in Electrical Engineering;2023

4. Pitch angle sliding variance test method based on Mahony filter for zero-velocity detection;Measurement;2022-12

5. IMU Error Correction Technology Based on Multi-source Information Assistance;The 2nd International Conference on Computing and Data Science;2021-01-28

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