Empirical study on human movement classification using insole footwear sensor system and machine learning

W Anderson, Z Choffin, N Jeong, M Callihan, S Jeong… - Sensors, 2022 - mdpi.com
This paper presents a plantar pressure sensor system (P2S2) integrated in the insoles of
shoes to detect thirteen commonly used human movements including walking, stooping left …

Classification of three types of walking activities regarding stairs using plantar pressure sensors

GM Jeong, PH Truong, SI Choi - IEEE Sensors Journal, 2017 - ieeexplore.ieee.org
In this letter, we propose a novel method for classifying ambulatory activities using eight
plantar pressure sensors within smart shoes. Using these sensors, pressure data of …

Smart footwear insole for recognition of foot pronation and supination using neural networks

MJ Domínguez-Morales, F Luna-Perejón… - Applied Sciences, 2019 - mdpi.com
Featured Application This work has direct applications to the fields of physiotherapy and
chiropody in terms of preventing and correcting deficiencies in the gait. Abstract Abnormal …

Footwear-integrated force sensing resistor sensors: A machine learning approach for categorizing lower limb disorders

HUR Siddiqui, S Nawaz, MN Saeed, AA Saleem… - … Applications of Artificial …, 2024 - Elsevier
Lower limb disorders are a substantial contributor to both disability and lower standards of
life. The prevalent disorders affecting the lower limbs include osteoarthritis of the knee, hip …

Classification of five ambulatory activities regarding stair and incline walking using smart shoes

ND Nguyen, DT Bui, PH Truong… - IEEE Sensors …, 2018 - ieeexplore.ieee.org
In this paper, we propose a novel method to classify five ambulatory activities, ie, level
ground, incline descent, incline ascent, stair descent, and stair ascent walking using smart …

Estimation of various walking intensities based on wearable plantar pressure sensors using artificial neural networks

HC Chen, Sunardi, BY Liau, CY Lin, VBH Akbari… - Sensors, 2021 - mdpi.com
Walking has been demonstrated to improve health in people with diabetes and peripheral
arterial disease. However, continuous walking can produce repeated stress on the plantar …

A systematic approach to the design and characterization of a smart insole for detecting vertical ground reaction force (vGRF) in gait analysis

AM Tahir, MEH Chowdhury, A Khandakar… - Sensors, 2020 - mdpi.com
Gait analysis is a systematic study of human locomotion, which can be utilized in various
applications, such as rehabilitation, clinical diagnostics and sports activities. The various …

Deep learning approach to estimate foot pressure distribution in walking with application for a cost-effective insole system

F Mun, A Choi - Journal of NeuroEngineering and Rehabilitation, 2022 - Springer
Background Foot pressure distribution can be used as a quantitative parameter for
evaluating anatomical deformity of the foot and for diagnosing and treating pathological gait …

Foot strike angle prediction and pattern classification using LoadsolTM wearable sensors: A comparison of machine learning techniques

SR Moore, C Kranzinger, J Fritz, T Stӧggl, J Krӧll… - Sensors, 2020 - mdpi.com
The foot strike pattern performed during running is an important variable for runners,
performance practitioners, and industry specialists. Versatile, wearable sensors may provide …

Human moving pattern recognition toward channel number reduction based on multipressure sensor network

Z Peng, C Cao, J Huang, W Pan - International Journal of …, 2013 - journals.sagepub.com
A pair of sensing shoes for measuring foot pressure was developed. This system aims at
recognizing human movement in unlimited environments. The multipressure sensor network …