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Related papers: Reliable Vertical Ground Reaction Force Estimation…

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This Data Descriptor presents a fully open, multi-modal dataset for estimating vertical ground reaction force (vGRF) from consumer-grade Apple Watch sensors with laboratory force plate ground truth. Ten healthy adults aged 26--41 years…

Signal Processing · Electrical Eng. & Systems 2026-04-01 Parvin Ghaffarzadeh , Debarati Chakraborty , Koorosh Aslansefat , Ali Dostan , Yiannis Papadopoulos

Wearable sensor-based human gait analysis holds great promise in healthcare, rehabilitation, clinical diagnosis and monitoring, and sports activities. Specifically, ground reaction force (GRF) provides essential insights into the body's…

Computer Vision and Pattern Recognition · Computer Science 2026-05-05 Eun Som Jeon , Jisoo Lee , Huisu Lim , Omik M. Save , Hyunglae Lee , Pavan Turaga

Human gait analysis with wearable sensors has been widely used in various applications, such as daily life healthcare, rehabilitation, physical therapy, and clinical diagnostics and monitoring. In particular, ground reaction force (GRF)…

Signal Processing · Electrical Eng. & Systems 2025-06-13 Eun Som Jeon , Sinjini Mitra , Jisoo Lee , Omik M. Save , Ankita Shukla , Hyunglae Lee , Pavan Turaga

Sensorized insoles provide a tool for gait studies and health monitoring during daily life. For users to accept such insoles they need to be comfortable and lightweight. Previous work has already demonstrated that estimation of ground…

Robotics · Computer Science 2025-03-13 Nick Willemstein , Saivimal Sridar , Herman van der Kooij , Ali Sadeghi

Objective: Our aim is to determine if data collected with inertial measurement units (IMUs) during steady-state running could be used to estimate ground reaction forces (GRFs) and to derive biomechanical variables (e.g., contact time,…

Machine Learning · Computer Science 2024-09-20 Bowen Song , Marco Paolieri , Harper E. Stewart , Leana Golubchik , Jill L. McNitt-Gray , Vishal Misra , Devavrat Shah

Accurate ground reaction force (GRF) estimation can significantly improve the adaptability of legged robots in various real-world applications. For instance, with estimated GRF and contact kinematics, the locomotion control and planning…

Robotics · Computer Science 2025-03-18 Jiarong Kang , Xiaobin Xiong

Accurate prediction of joint kinematics and kinetics is essential for advancing gait analysis and developing intelligent assistive systems such as prosthetics and exoskeletons. This study presents a hybrid LSTM-UKF framework for estimating…

Systems and Control · Electrical Eng. & Systems 2026-01-13 Mundla Narasimhappa , Praveen Kumar

Walking is a key movement of interest in biomechanics, yet gold-standard data collection methods are time- and cost-expensive. This paper presents a real-time, multimodal, high sample rate lower-limb motion capture framework, based on…

Systems and Control · Electrical Eng. & Systems 2026-02-13 Josée Mallah , Yu Zhu , Kailang Xu , Gurvinder S. Virk , Shaoping Bai , Luigi G. Occhipinti

Monitoring athlete internal workload exposure, including prevention of catastrophic non-contact knee injuries, relies on the existence of a custom early-warning detection system. This system must be able to estimate accurate, reliable, and…

Computer Vision and Pattern Recognition · Computer Science 2020-07-07 William R. Johnson , Ajmal Mian , Mark A. Robinson , Jasper Verheul , David G. Lloyd , Jacqueline A. Alderson

Accurate estimation of three-dimensional ground reaction forces and moments (GRFs/GRMs) is crucial for both biomechanics research and clinical rehabilitation evaluation. In this study, we focus on insole-based GRF/GRM estimation and further…

Machine Learning · Computer Science 2025-12-05 Xuan Li , Samuel Bello

Ground reaction forces (GRFs) provide fundamental insight into human gait mechanics and are widely used to assess joint loading, limb symmetry, balance control, and motor function. Despite their clinical relevance, the use of GRF remains…

There has been a controversy as to whether or not the non-pathological flat foot and high-arched foot have an effect on human walking activities. The 3D foot scanning system was employed to obtain static footprints from subjects adopting a…

Medical Physics · Physics 2011-02-17 Yifang Fan , Yubo Fan , Zhiyu Li , Changsheng Lv , Donglin Luo

Background. Knee Osteoarthritis (OA) is a common chronic joint condition, and its prevalence increases with age. This study aims to examine whether flattened vertical ground reaction force (vGRF) waveforms and reduced knee range of motion…

Bipeds have demonstrated high agility and mobility in unstructured environments such as sand. The yielding of such granular media brings significant sinkage and slip of the bipedal feet, leading to uncertainty and instability of walking…

Robotics · Computer Science 2026-04-15 Xunjie Chen , Xinyan Huang , Peter Shan , Jingang Yi , Tao Liu

Robotics system for rehabilitation of movement disorders and motion assistance are gaining increased intention. In this scenario estimation of ground contact is an active area of research in robotics and healthcare. This article addresses…

Computer Vision and Pattern Recognition · Computer Science 2020-07-10 Muhammad Junaid Umer , Qaiser Riaz

Compared to other biometrics, gait is difficult to conceal and has the advantage of being unobtrusive. Inertial sensors, such as accelerometers and gyroscopes, are often used to capture gait dynamics. These inertial sensors are commonly…

Machine Learning · Computer Science 2020-04-30 Qin Zou , Yanling Wang , Qian Wang , Yi Zhao , Qingquan Li

For robots to navigate safely and efficiently on soft, granular terrains, it is crucial to gather information about the terrain's mechanical properties, which directly affect locomotion performance. Recent research has developed robotic…

Robotics · Computer Science 2026-03-10 Shipeng Liu , Feng Xue , Yifeng Zhang , Tarunika Ponnusamy , Feifei Qian

Gait rehabilitation interventions targeting paretic propulsion can improve walking speed and function in individuals post-stroke. Previous work has demonstrated that real-time biofeedback targeting anterior ground reaction forces (AGRFs)…

Human-Computer Interaction · Computer Science 2026-01-21 Cameron A. Nurse , Kelly Breen , Matthew McGuire , Sara Prokup , Arun Jayaraman , Quentin Sanders

High precision interferometers such as gravitational-wave detectors require complex seismic isolation systems in order to decouple the experiment from unwanted ground motion. Improved inertial sensors for active isolation potentially…

Wearable sensors are gaining in popularity because they enable outdoor experimental monitoring. This paper presents a cost-effective sensorised insole based on a mesh of tactile capacitive sensors. Each sensor's spatial resolution is about…

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