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Positioning Method of Pedestrian Dead Reckoning Based on Human Activity Recognition Assistance

International Conference on Indoor Positioning and Indoor Navigation, 2022
Aiming at the problem that the traditional Pedestrian Dead Reckoning (PDR) cannot adapt to the reliable positioning of the target in different motion states, this paper designs and proposes a positioning method based on deep learning for Human Activity ...
Lin Zhang   +5 more
semanticscholar   +1 more source

A Pedestrian Dead Reckoning Method with Heuristic Motion Direction Estimation for Multiple Gaits

International Conference on Indoor Positioning and Indoor Navigation
Pedestrian dead reckoning (PDR) based on inertial measurement units (IMU) is widely applied due to its robustness and low requirements for wear. However, traditional PDR methods only estimate forward motion, and cannot accurately position in backward and
Ouzhao Zheng   +5 more
semanticscholar   +1 more source

Learning-Based Stance Phase Detection and Multisensor Data Fusion for ZUPT-Aided Pedestrian Dead Reckoning System

IEEE Internet of Things Journal
In a closed environment lacking global positioning system (GPS) signals, how to achieve accurate navigation and positioning is a very challenging task. Zero velocity update (ZUPT) is a highly effective foot-mounted inertial pedestrian navigation systems ...
Jie Li   +6 more
semanticscholar   +1 more source

Multi-Source Adaptive Selection and Fusion for Pedestrian Dead Reckoning

IEEE/CAA Journal of Automatica Sinica, 2022
Accurate multi-source fusion is based on the reliability, quantity, and fusion mode of the sources. The problem of selecting the optimal set for participating in the fusion process is nondeterministic-polynomial-time-hard and is neither sub-modular nor ...
Yuanxun Zheng   +4 more
semanticscholar   +1 more source

Quaternion Vector Based Pedestrian Dead-Reckoning with Smartphones

2019 27th Signal Processing and Communications Applications Conference (SIU), 2019
Global Positioning System (GPS) is frequently used for location determination in military and civil aviation sector, vehicles, smartphones etc. However, when satellite signal is weak or there is not any signal to connect and also for indoor navigation problems, an alternative solution is needed for location estimation.
Gorkem Essiz, Gokhan Soysal
openaire   +1 more source

Pedestrian Dead Reckoning Based on Complex Motion Mode Recognition Using Hierarchical Classification

IEEE Sensors Journal
The pedestrian positioning algorithm based on inertial measurement unit (IMU) has been widely applied in scenarios such as firefighting and counterterrorism where global navigation satellite system (GNSS) performance is limited.
Ze Niu, L. Cong, H. Qin, Shuo Cao
semanticscholar   +1 more source

Deep LSTM-Based Multimode Pedestrian Dead Reckoning System for Indoor Localization

International Conference on Electronics, Information and Communications, 2022
We propose a multimode pedestrian dead reckoning (PDR) system using a recurrent neural network. We adopt a long short-term memory (LSTM) layer to extract latent features from the sensor data.
Chaehun Im   +4 more
semanticscholar   +1 more source

Pedestrian dead reckoning towards indoor location based applications

2011 8th International Conference on Electrical Engineering, Computing Science and Automatic Control, 2011
In this work a pedestrian dead reckoning (PDR) algorithm is proposed in which 3-axis inertial sensors (accelerometer and gyroscope) are used. This work consists of the first stage of a project, in which inertial sensors will be integrated with a global position system (GPS) sensor and a camera in a hand-held platform which performs monocular ...
Mariana Natalia Ibarra Bonilla   +2 more
openaire   +1 more source

Doppler Shift Mitigation in Acoustic Positioning Based on Pedestrian Dead Reckoning for Smartphone

IEEE Transactions on Instrumentation and Measurement, 2021
Acoustic localization is a viable solution for high-precision indoor positioning with current built-in smartphone sensors. However, the Doppler shift produces an additional error in the time difference of arrival (TDOA) estimation when the smartphone is ...
L. Tao   +5 more
semanticscholar   +1 more source

Pedestrian dead reckoning with waist-worn inertial sensors

2012 IEEE International Instrumentation and Measurement Technology Conference Proceedings, 2012
We present a waist-worn personal navigation system based on inertial measurement units. The device makes use of the human bipedal pattern to reduce position error. We describe improved algorithms, based on detailed description of the heel strike biomechanics and its translation to accelerations of the body waits, to estimate the periods of zero ...
Juan C. Alvarez   +3 more
openaire   +1 more source

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