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It remains challenging to achieve human-like locomotion in legged robots due to fundamental discrepancies between biological and mechanical structures. Although imitation learning has emerged as a promising approach for generating natural…

机器人学 · 计算机科学 2026-02-26 Luying Feng , Yaochu Jin , Hanze Hu , Wei Chen

Measurement of stride-related, biomechanical parameters is the common rationale for objective gait impairment scoring. State-of-the-art double integration approaches to extract these parameters from inertial sensor data are, however,…

Lower extremity exoskeleton has been developed as a motion assistive technology in recent years. Walking pattern generation is a fundamental topic in the design of these robots. The usual approach with most exoskeletons is to use a…

机器人学 · 计算机科学 2019-03-12 Jafar Kazemi , Sadjaad Ozgoli

This paper extends a previously proposed fall prediction algorithm to a real-time (online) setting, with implementations in both hardware and simulation. The system is validated on the full-sized bipedal robot Digit, where the real-time…

机器人学 · 计算机科学 2026-01-06 Gokul Prabhakaran , Jessy W. Grizzle , M. Eva Mungai

Motion disorders pose a significant global health concern and are often managed with pharmacological treatments that may lead to undesirable long-term effects. Current therapeutic strategies lack differentiation between healthy and…

人机交互 · 计算机科学 2024-09-24 Sina Saadati , Mohammadreza Razzazi

The complex dynamics of agile robotic legged locomotion requires motion planning to intelligently adjust footstep locations. Often, bipedal footstep and motion planning use mathematically simple models such as the linear inverted pendulum,…

机器人学 · 计算机科学 2022-03-30 Kevin Green , John Warila , Ross L. Hatton , Jonathan Hurst

Traditional force-controlled bipedal walking utilizes highly bent knees, resulting in high torques as well as inefficient, and unnatural motions. Even with advanced planning of center of mass height trajectories, significant amounts of…

机器人学 · 计算机科学 2019-08-01 Robert J. Griffin , Sylvain Bertrand , Georg Wiedebach , Alexander Leonessa , Jerry Pratt

Canine gait analysis using wearable inertial sensors is gaining attention in veterinary clinical settings, as it provides valuable insights into a range of mobility impairments. Neurological and orthopedic conditions cannot always be easily…

机器学习 · 计算机科学 2026-03-24 Netta Palez , Léonie Straß , Sebastian Meller , Holger Volk , Anna Zamansky , Itzik Klein

This paper presents an algorithm that makes novel use of a Lie group representation of position and orientation alongside a constrained extended Kalman filter (CEKF) to accurately estimate pelvis, thigh, and shank kinematics during walking…

机器人学 · 计算机科学 2020-06-02 Luke Sy , Nigel H. Lovell , Stephen J. Redmond

This study focuses on the velocity patterns of various body parts during walking and proposes a method for evaluating gait symmetry. Traditional motion analysis studies have assessed gait symmetry based on differences in electromyographic…

计算机视觉与模式识别 · 计算机科学 2025-05-19 Go Fukino , Kanta Tachibana

Falls during walking are a major health issue in the elderly population. Older individuals are usually more cautious, work more slowly, take shorter steps, and exhibit increased step-to-step variability. They often have impaired dynamic…

神经元与认知 · 定量生物学 2014-10-13 Philippe Terrier , Fabienne Reynard

In trying to build humanoid robots that perform useful tasks in a world built for humans, we address the problem of autonomous locomotion. Humanoid robot planning and control algorithms for walking over rough terrain are becoming…

机器人学 · 计算机科学 2022-07-19 Duncan Calvert , Bhavyansh Mishra , Stephen McCrory , Sylvain Bertrand , Robert Griffin , Jerry Pratt

With an aging population, numerous assistive and monitoring technologies are under development to enable older adults to age in place. To facilitate aging in place predicting risk factors such as falls, and hospitalization and providing…

计算机视觉与模式识别 · 计算机科学 2024-08-31 Parthipan Siva , Alexander Wong , Patricia Hewston , George Ioannidis , Jonathan Adachi , Alexander Rabinovich , Andrea Lee , Alexandra Papaioannou

Gait analysis using computer vision is an emerging field in AI, offering clinicians an objective, multi-feature approach to analyse complex movements. Despite its promise, current applications using RGB video data alone are limited in…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Rahm Ranjan , David Ahmedt-Aristizabal , Mohammad Ali Armin , Juno Kim

Passive monitoring in daily life may provide invaluable insights about a person's health throughout the day. Wearable sensor devices are likely to play a key role in enabling such monitoring in a non-obtrusive fashion. However, sensor data…

Assistive robotic devices, like soft lower-limb exoskeletons or exosuits, are widely spreading with the promise of helping people in everyday life. To make such systems adaptive to the variety of users wearing them, it is desirable to endow…

Legged robots can traverse a wide variety of terrains, some of which may be challenging for wheeled robots, such as stairs or highly uneven surfaces. However, quadruped robots face stability challenges on slippery surfaces. This can be…

The planning of whole-body motion and step time for bipedal locomotion is constructed as a model predictive control (MPC) problem, in which a sequence of optimization problems needs to be solved online. While directly solving these problems…

机器人学 · 计算机科学 2021-05-24 Yijie Guo , Mingwei Zhang , Hao Dong , Mingguo Zhao

In this study, a gait phase classification method based on SVM multiclass classification is introduced, with a focus on the precise identification of the stance and swing phases, which are further subdivided into seven phases. Data from…

机器学习 · 计算机科学 2023-10-17 Aswadh Khumar G S , Barath Kumar JK

Partial-assistance exoskeletons hold significant potential for gait rehabilitation by promoting active participation during (re)learning of normative walking patterns. Typically, the control of interaction torques in partial-assistance…