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A reliable pose estimator robust to environmental disturbances is desirable for mobile robots. To this end, inertial measurement units (IMUs) play an important role because they can perceive the full motion state of the vehicle…

机器人学 · 计算机科学 2022-11-30 Yibin Wu , Jian Kuang , Xiaoji Niu , Jens Behley , Lasse Klingbeil , Heiner Kuhlmann

A great surge in the development of global navigation satellite systems (GNSS) excavates the potential for prosperity in many state-of-the-art technologies, e.g., autonomous ground vehicle navigation. Nevertheless, the GNSS is vulnerable to…

系统与控制 · 电气工程与系统科学 2022-09-13 Yiran Luo , You Li , Jin Wang , Naser El-Sheimy

This paper presents a novel end-to-end deep learning framework for real-time inertial attitude estimation using 6DoF IMU measurements. Inertial Measurement Units are widely used in various applications, including engineering and medical…

机器人学 · 计算机科学 2023-05-23 Arman Asgharpoor Golroudbari , Mohammad Hossein Sabour

We implement a wireless indoor navigation system based on the variational Gaussian process state-space model (GPSSM) with smartphone-collected WiFi received signal strength (RSS) and inertial measurement unit (IMU) readings. We adapt the…

信号处理 · 电气工程与系统科学 2020-03-19 Ang Xie , Feng Yin , Bo Ai , Shuguang Cui

Motivated by the goal of achieving long-term drift-free camera pose estimation in complex scenarios, we propose a global positioning framework fusing visual, inertial and Global Navigation Satellite System (GNSS) measurements in multiple…

机器人学 · 计算机科学 2022-01-06 Bing Han , Zhongyang Xiao , Shuai Huang , Tao Zhang

By learning human motion priors, motion capture can be achieved by 6 inertial measurement units (IMUs) in recent years with the development of deep learning techniques, even though the sensor inputs are sparse and noisy. However, human…

图形学 · 计算机科学 2025-05-09 Xinyu Yi , Shaohua Pan , Feng Xu

We propose an attitude and gyro-bias estimation scheme for accelerated rigid body systems using an inertial measurement unit (IMU) and a global positioning system (GPS). The proposed scheme allows to obtain attitude estimates directly on…

最优化与控制 · 数学 2017-03-17 Soulaimane Berkane , Abdelhamid Tayebi

Stride length estimation using inertial measurement unit (IMU) sensors is getting popular recently as one representative gait parameter for health care and sports training. The traditional estimation method requires some explicit…

机器学习 · 计算机科学 2022-05-09 Jien-De Sui , Tian-Sheuan Chang

By utilizing global navigation satellite system (GNSS) position and velocity measurements, the fusion between the GNSS and the inertial navigation system provides accurate and robust navigation information. When considering land…

机器人学 · 计算机科学 2023-09-19 Nitzan Dahan , Itzik Klein

Jamming devices disrupt signals from the global navigation satellite system (GNSS) and pose a significant threat by compromising the reliability of accurate positioning. Consequently, the detection and localization of these interference…

信号处理 · 电气工程与系统科学 2026-01-08 Lucas Heublein , Thorsten Nowak , Tobias Feigl , Jaspar Pahl , Felix Ott

An Inertial Navigation System (INS) is a system that integrates acceleration and angular velocity readings from an Inertial Measurement Unit (IMU), along with other sensors such as Global Navigation Satellite Systems (GNSS) position, GNSS…

系统与控制 · 电气工程与系统科学 2025-05-21 Pieter van Goor , Tarek Hamel , Robert Mahony

Inertial measurement unit (IMU) and odometer have been commonly-used sensors for autonomous land navigation in the global positioning system (GPS)-denied scenarios. This paper systematically proposes a versatile strategy for self-contained…

机器人学 · 计算机科学 2014-09-04 Yuanxin Wu

Accurate and reliable estimation of biases of low-cost Inertial Measurement Units (IMU) is a key factor to maintain the resilience of Visual-Inertial Odometry (VIO), particularly when visual tracking fails in challenging areas. In such…

计算机视觉与模式识别 · 计算机科学 2025-10-20 Yang Yi , Kunqing Wang , Jinpu Zhang , Zhen Tan , Xiangke Wang , Hui Shen , Dewen Hu

Inertial localization is particularly valuable in GPS-denied environments such as indoors. However, localization using only Inertial Measurement Units (IMUs) suffers from drift caused by motion-process noise and sensor biases. This paper…

机器人学 · 计算机科学 2026-01-13 Mohammed S. Alharbi , Shinkyu Park

This paper presents a vehicle-independent, non-intrusive, and light monitoring system for accurately measuring fuel consumption in road vehicles from longitudinal speed and acceleration derived continuously in time from GNSS and IMU sensors…

机器人学 · 计算机科学 2023-10-03 Marcello Cellina , Silvia Strada , Sergio Matteo Savaresi

Over the last few decades, Smartphone technology has seen significant improvements. Enhancements specific to built-in Inertial Measurement Units (IMUs) and other dedicated sensors of the smartphones(which are often available as default)…

信号处理 · 电气工程与系统科学 2023-08-24 Yuvaraj Govindarajulu , Raja Rajeshwari Raj Kumar

Inertial information processing plays a pivotal role in ego-motion awareness for mobile agents, as inertial measurements are entirely egocentric and not environment dependent. However, they are affected greatly by changes in sensor…

机器学习 · 计算机科学 2018-10-05 Changhao Chen , Yishu Miao , Chris Xiaoxuan Lu , Phil Blunsom , Andrew Markham , Niki Trigoni

Accurate and reliable navigation is essential for autonomous ground vehicle operations. Standard INS/GNSS fusion relies on GNSS position updates, which provide limited observability of orientation and inertial sensor error states,…

机器人学 · 计算机科学 2026-05-26 Gal Versano , Itzik Klein

Previous gait phase detection as convolutional neural network (CNN) based classification task requires cumbersome manual setting of time delay or heavy overlapped sliding windows to accurately classify each phase under different test cases,…

机器学习 · 计算机科学 2022-05-11 Jien-De Sui , Wei-Han Chen , Tzyy-Yuang Shiang , Tian-Sheuan Chang

A new obstacle detection algorithm for unmanned surface vehicles (USVs) is presented. A state-of-the-art graphical model for semantic segmentation is extended to incorporate boat pitch and roll measurements from the on-board inertial…

机器人学 · 计算机科学 2020-01-07 Borja Bovcon , Rok Mandeljc , Janez Perš , Matej Kristan