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相关论文: Estimation of Ground Reaction Forces from Kinemati…

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Analyzing sports performance or preventing injuries requires capturing ground reaction forces (GRFs) exerted by the human body during certain movements. Standard practice uses physical markers paired with force plates in a controlled…

计算机视觉与模式识别 · 计算机科学 2022-07-14 Nathan Louis , Tylan N. Templin , Travis D. Eliason , Daniel P. Nicolella , Jason J. Corso

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…

系统与控制 · 电气工程与系统科学 2026-01-13 Mundla Narasimhappa , Praveen Kumar

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…

机器人学 · 计算机科学 2025-03-18 Jiarong Kang , Xiaobin Xiong

Body dynamics are crucial information for the analysis of human motions in important research fields, ranging from biomechanics, sports science to computer vision and graphics. Modern approaches collect the body dynamics, external reactive…

计算机视觉与模式识别 · 计算机科学 2026-01-27 Cuong Le , Huy-Phuong Le , Duc Le , Minh-Thien Duong , Van-Binh Nguyen , My-Ha Le

This article proposes a comprehensive investigation of the automatic classification of functional gait disorders based solely on ground reaction force (GRF) measurements. The aim of the study is twofold: (1) to investigate the suitability…

The vertical ground reaction force (vGRF) and its characteristic weight acceptance and push-off peaks measured during walking are important for gait and biomechanical analysis. Current wearable vGRF estimation methods suffer from drifting…

人机交互 · 计算机科学 2025-01-15 Femi Olugbon , Nozhan Ghoreishi , Ming-Chun Huang , Wenyao Xu , Diliang Chen

Accurate estimation of the whole-body center of mass (CoM) is essential for assessing human stability and postural control. However, selecting the most accurate estimation method is challenging due to the complexity of human movement,…

定量方法 · 定量生物学 2024-12-02 Jingshu Peng , Mohsen Alizadeh Noghani , Edgar Bolívar-Nieto

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…

系统与控制 · 电气工程与系统科学 2026-02-13 Josée Mallah , Yu Zhu , Kailang Xu , Gurvinder S. Virk , Shaoping Bai , Luigi G. Occhipinti

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,…

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…

机器人学 · 计算机科学 2026-04-15 Xunjie Chen , Xinyan Huang , Peter Shan , Jingang Yi , Tao Liu

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…

机器学习 · 计算机科学 2025-12-05 Xuan Li , Samuel Bello

The physical plausibility of human motions is vital to various applications in fields including but not limited to graphics, animation, robotics, vision, biomechanics, and sports science. While fully simulating human motions with physics is…

图形学 · 计算机科学 2023-10-09 Xingjian Han , Benjamin Senderling , Stanley To , Deepak Kumar , Emily Whiting , Jun Saito

Inverse dynamic analysis using musculoskeletal modeling is a powerful tool, which is utilized in a range of applications to estimate forces in ligaments, muscles, and joints, non-invasively. To date, the conventional input used in this…

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)…

信号处理 · 电气工程与系统科学 2025-06-13 Eun Som Jeon , Sinjini Mitra , Jisoo Lee , Omik M. Save , Ankita Shukla , Hyunglae Lee , Pavan Turaga

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…

信号处理 · 电气工程与系统科学 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…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Eun Som Jeon , Jisoo Lee , Huisu Lim , Omik M. Save , Hyunglae Lee , Pavan Turaga

The whole-body center of mass (CoM) plays an important role in quantifying human movement. Prediction of future CoM trajectory, modeled as a point mass under influence of external forces, can be a surrogate for inferring intent. Given the…

机器人学 · 计算机科学 2024-11-27 Mohsen Alizadeh Noghani , Edgar Bolívar-Nieto

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…

机器人学 · 计算机科学 2026-03-10 Shipeng Liu , Feng Xue , Yifeng Zhang , Tarunika Ponnusamy , Feifei Qian

When we move on snow, sand, or mud, the ground deforms under our feet, immediately affecting our gait. We propose a physically based model for computing such interactions in real time, from only the kinematic motion of a virtual character.…

图形学 · 计算机科学 2022-09-22 Eduardo Alvarado , Chloé Paliard , Damien Rohmer , Marie-Paule Cani

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…

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