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Xanthi S. Papageorgiou

10 accepted papers

2021

Towards a User Adaptive Assistive Robot: Learning from Demonstration Using Navigation Functions

IROS 2021poster

Elderly and mobility impaired people need special attention during bathing activities, since these tasks are demanding in body flexibility. Our aim is to build an assistive robotic bathing system, in order to increase the independence and safety of this procedure. Towards this end, the expertise of…

Cited by 0SourceScholar
2019

LSTM-based Network for Human Gait Stability Prediction in an Intelligent Robotic Rollator

ICRA 2019poster

In this work, we present a novel framework for on-line human gait stability prediction of the elderly users of an intelligent robotic rollator using Long Short Term Memory (LSTM) networks, fusing multimodal RGB-D and Laser Range Finder (LRF) data from non-wearable sensors. A Deep Learning (DL) based…

Cited by 37SourceScholar
2019

Learn to Adapt to Human Walking: A Model-Based Reinforcement Learning Approach for a Robotic Assistant Rollator

RA-L 2019

In this letter, we tackle the problem of adapting the motion of a robotic assistant rollator to patients with different mobility status. The goal is to achieve a coupled human–robot motion in a front-following setting as if the patient was pushing the rollator himself/herself. To this end, we propos

Cited by 22SourceScholar
2018

Augmented Human State Estimation Using Interacting Multiple Model Particle Filters With Probabilistic Data Association

RA-L 2018

The accurate human gait tracking is an important factor for various robotic applications, such as robotic walkers aiming to provide assistance to patients with different mobility impairment, social robot companions, etc. A context-aware robot control architecture needs constant knowledge of the user

Cited by 32SourceScholar
2018

User-Adaptive Human-Robot Formation Control for an Intelligent Robotic Walker Using Augmented Human State Estimation and Pathological Gait Characterization

IROS 2018poster

In this paper we describe a control strategy for a user-adaptive human-robot system for an intelligent robotic Mobility Assistive Device (MAD)using raw data from a single laser-range-finder (LRF)mounted on the MAD and scanning the walking area. The proposed control architecture consists of three mod…

Cited by 25SourceScholar
2018

Vision-Based Online Adaptation of Motion Primitives to Dynamic Surfaces: Application to an Interactive Robotic Wiping Task

RA-L 2018

Elderly or disabled people usually need augmented nursing attention both in home and clinical environments, especially to perform bathing activities. The development of an assistive robotic bath system, which constitutes a central motivation of this letter, would increase the independence and safety

Cited by 34SourceScholar
2017

Comparative experimental validation of human gait tracking algorithms for an intelligent robotic rollator

ICRA 2017poster

Tracking human gait accurately and robustly constitutes a key factor for a smart robotic walker, aiming to provide assistance to patients with different mobility impairment. A context-aware assistive robot needs constant knowledge of the user's kinematic state to assess the gait status and adjust it…

Cited by 14SourceScholar
2017

Real-time end-effector motion behavior planning approach using on-line point-cloud data towards a user adaptive assistive bath robot

IROS 2017poster

Elderly people have particular needs in performing bathing activities, since these tasks require body flexibility. Our aim is to build an assistive robotic bath system, in order to increase the independence and safety of this procedure. Towards this end, the expertise of professional carers for bath…

Cited by 15SourceScholar
2017

Towards a user-adaptive context-aware robotic walker with a pathological gait assessment system: First experimental study

IROS 2017poster

When designing a user-friendly Mobility Assistive Device (MAD) for mobility constrained people, it is important to take into account the diverse spectrum of disabilities, which results to completely different needs to be covered by the MAD for each specific user. An intelligent adaptive behavior is…

Cited by 17SourceScholar
2015

Hidden markov modeling of human pathological gait using laser range finder for an assisted living intelligent robotic walker

IROS 2015poster

The precise analysis of a patient's or an elderly person's walking pattern is very important for an effective intelligent active mobility assistance robot. This walking pattern can be described by a cyclic motion, which can be modeled using the consecutive gait phases. In this paper, we present a co…

Cited by 26SourceScholar