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Multi-sensor information fusion based on machine learning for real applications in human activity recognition: State-of-the-art and research challenges
This paper firstly introduces common wearable sensors, smart wearable devices and the key
application areas. Since multi-sensor is defined by the presence of more than one model or …
application areas. Since multi-sensor is defined by the presence of more than one model or …
Gait and balance assessments using smartphone applications in Parkinson's disease: a systematic review
L Abou, J Peters, E Wong, R Akers, MS Dossou… - Journal of medical …, 2021 - Springer
Gait dysfunctions and balance impairments are key fall risk factors and associated with
reduced quality of life in individuals with Parkinson's Disease (PD). Smartphone-based …
reduced quality of life in individuals with Parkinson's Disease (PD). Smartphone-based …
Using text mining to establish knowledge graph from accident/incident reports in risk assessment
C Liu, S Yang - Expert Systems with Applications, 2022 - Elsevier
To clarify the risk factors and propagation characteristics affecting railway safety, we learn
from historical reports to build a connected network of hazards and accidents, forming a …
from historical reports to build a connected network of hazards and accidents, forming a …
A multi-sensor wearable system for the assessment of diseased gait in real-world conditions
Introduction: Accurately assessing people's gait, especially in real-world conditions and in
case of impaired mobility, is still a challenge due to intrinsic and extrinsic factors resulting in …
case of impaired mobility, is still a challenge due to intrinsic and extrinsic factors resulting in …
[HTML][HTML] A deep learning approach for gait event detection from a single Shank-Worn IMU: validation in healthy and neurological cohorts
Many algorithms use 3D accelerometer and/or gyroscope data from inertial measurement
unit (IMU) sensors to detect gait events (ie, initial and final foot contact). However, these …
unit (IMU) sensors to detect gait events (ie, initial and final foot contact). However, these …
A text mining-based approach for understanding Chinese railway incidents caused by electromagnetic interference
C Liu, S Yang - Engineering Applications of Artificial Intelligence, 2023 - Elsevier
The high-speed railway is a deeply coupled system with strong and weak electrical
equipment, while complex electromagnetic interference (EMI) consequently brings potential …
equipment, while complex electromagnetic interference (EMI) consequently brings potential …
Duo-gait: A gait dataset for walking under dual-task and fatigue conditions with inertial measurement units
In recent years, there has been a growing interest in develo** and evaluating gait analysis
algorithms based on inertial measurement unit (IMU) data, which has important implications …
algorithms based on inertial measurement unit (IMU) data, which has important implications …
Wearable IMU-based human activity recognition algorithm for clinical balance assessment using 1D-CNN and GRU ensemble model
YW Kim, KL Joa, HY Jeong, S Lee - Sensors, 2021 - mdpi.com
In this study, a wearable inertial measurement unit system was introduced to assess patients
via the Berg balance scale (BBS), a clinical test for balance assessment. For this purpose …
via the Berg balance scale (BBS), a clinical test for balance assessment. For this purpose …
Evaluating gait impairment in Parkinson's disease from instrumented insole and IMU sensor data
Parkinson's disease (PD) is characterized by a variety of motor and non-motor symptoms,
some of them pertaining to gait and balance. The use of sensors for the monitoring of …
some of them pertaining to gait and balance. The use of sensors for the monitoring of …
[HTML][HTML] Wearable sensor clothing for body movement measurement during physical activities in healthcare
This paper presents a wearable wireless system for measuring human body activities,
consisting of small inertial sensor nodes and the main hub for data transmission via …
consisting of small inertial sensor nodes and the main hub for data transmission via …