ROBOESPAS

Active rehabilitation of patients with upper limb spasticity using collaborative robots

Main researcher: A. Jardon

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Description

The efficient and effective rehabilitation of people with neurological diseases, among them spasticity, represents one of the main social and economic problems for social security systems [1], [2]. Spasticity (from Greek spasmos, meaning ‘drawing or pulling’) is a muscle control disorder characterised by an increase in muscle tone with exaggerated stretch reflexes that also characterizes upper motor neuron syndrome. Furthermore, spasticity is present in other pathologies, such as cerebral palsy, spina bifida, brain stroke and amyotrophic lateral sclerosis. 
Robotics can play a significant role in the rehabilitation of patients with spasticity by improving their quality of life and reducing the costs associated with care. While the rehabilitation of lower limbs is a popular research area (particularly exoskeletons for locomotion), the rehabilitation of upper limbs remains to be further explored. In this light, the project aims to develop a platform for modelling, evaluation and rehabilitation of spasticity though robot-assisted therapy.
We propose to develop a method for non-invasive modelling of upper limbs based on the biomechanical modelling of joints using 7GDL Rosen Kinematics [3]. Traditionally, the muscle model is usually based on a non-linear state of Hill’s force-velocity relation [4]. However, the latest model is not suitable for people with spasticity. Therefore, improving the muscle model by introducing new parameters such as rigidity, viscoelasticity, extensibility and thixotropy is key. All of these elements will help develop a new model for spasticity to be validated through simulation.
Our second objective focuses on adapting the model to each patient through a new platform based on robot-assisted therapy and a 3D motion tracking system. The latter will enable a detailed analysis of passive movement response: force/pair and position/velocity of the limb and help determine the degree of spasticity of patients in a fast and objective manner, while simultaneously developing new clinical scales (a modified version of Ashworth [5]). The final adjustments of the model will be done by means of identification techniques like Hammerstein-wiener [6] and new concepts such as the patient’s acceptance.
Ultimately, this project pursues the clinical rehabilitation of patients that validates the system. Trials will be planned for each patient with user-friendly HMI and using a personalised model. The robot will guide the movements of each patient, generating 3D trajectories required automatically, and using continuous goal-directed actions algorithms [7], which will enable self-directed learning during execution [8]. This will allow to accurately assess the rehabilitation measuring new parameters: maximum level of hypertonia/rigidity, area under the curve, hypertonia relation, etc

Entries:
Visual Approach Skill for a Mobile Robot using Learning and Fusion of Simple Skills
Robotics and Autonomous Systems. num. 3 , vol. 38 , pages: 157 – 170 , 2002
R. Barber M.A. Salichs
Navigation of Mobile Robots: Open Questions
Robotica. num. 3 , vol. 18 , pages: 227 – 234 , 2000
L. Moreno M.A. Salichs
Visual Approach Skill for a Mobile Robot using Learning and Fusion of Simple Skills
Robotics and Autonomous Systems. num. 3 , vol. 38 , pages: 157 – 170 , 2002
R. Barber M.A. Salichs
Navigation of Mobile Robots: Open Questions
Robotica. num. 3 , vol. 18 , pages: 227 – 234 , 2000
L. Moreno M.A. Salichs
Visual Approach Skill for a Mobile Robot using Learning and Fusion of Simple Skills
Robotics and Autonomous Systems. num. 3 , vol. 38 , pages: 157 – 170 , 2002
R. Barber M.A. Salichs
Navigation of Mobile Robots: Open Questions
Robotica. num. 3 , vol. 18 , pages: 227 – 234 , 2000
L. Moreno M.A. Salichs
Visual Approach Skill for a Mobile Robot using Learning and Fusion of Simple Skills
Robotics and Autonomous Systems. num. 3 , vol. 38 , pages: 157 – 170 , 2002
R. Barber M.A. Salichs
Navigation of Mobile Robots: Open Questions
Robotica. num. 3 , vol. 18 , pages: 227 – 234 , 2000
L. Moreno M.A. Salichs

Entries:
Voronoi Diagram and Fast Marching applied to Path Planning
2006 IEEE International conference on Robotics and Automation. ICRA 2006, 2006, Orlando,Florida, USA
S. Garrido D. Blanco L. Moreno
Autonomous Monitoring And Reaction To Failures In A Topological Navigation System
2nd International Conference on Informatics in Control, Automation and Robotics, 2005, Barcelona, Spain
V. Egido R. Barber M.A. Salichs
A Door Lintel Locator Sensor for Mobile Robot Topological Navigation
IEEE International Workshop on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications, 2005, Sofia, Bulgaria
V. Egido R. Barber M.A. Salichs
A Framework For Complex Skill Generation
The 5th IFAC Symposium on Intelligent Autonomous Vehicles. Lisboa, 2004, Lisboa, Portugal
M. Rivero R. Barber M.A. Salichs
A Planner For Topological Navigation Based On Previous Experiences
The 5th IFAC Symposium on Intelligent Autonomous Vehicles, 2004, Lisboa, Portugal
V. Egido R. Barber M.A. Salichs
An Agent Based Framework For Sequencing Autonomous Robots Skills
The 8th Conference on Intelligent Autonomous Systems, 2004, Amsterdam, The Netherlands
M. Rivero R. Barber M.A. Salichs
Using learned visual landmarks for intelligent topological navigation of mobile robots
IEEE International Conference on Robotics and Automation, Taipei, Taiwan
M.A. Salichs
A control System Based on Reactive Skills for Autonomous Mobile Robots
The 11th International Conference on Advanced Robotics, 2003, Coimbra, Portugal
R. Barber M.A. Salichs
A Perception System based on Laser Information for Mobile Robot Topologic Navigation
IEEE Int. Conference on Industrial Electronics, Control and Instrumentation, 2002, Sevilla, Spain
R. Barber M.A. Salichs
Continuous Reinforcement Learning Algorithm for Skills Learning in an Autonomous Mobile Robot
IEEE Int. Conference on Industrial Electronics, Control and Instrumentation, 2002, Sevilla, Spain
V. Egido R. Barber M.A. Salichs
Corridor exploration in the EDN Navigation System
15th IFAC World Congress on Automatic Control, 2002, Barcelona, Spain
V. Egido R. Barber M.A. Salichs
Learning Visual Landmarks for Mobile Robot Navigation
15th IFAC World Congress on Automatic Control. Barcelona, Barcelona, Spain
M.A. Salichs
Self-Generation by a Mobile Robot of Topological Maps of Corridors
IEEE International Conference on Robotics and Automation, 2002, Washington, USA
V. Egido R. Barber M.A. Salichs
Skills´ Learning in an Autonomous Mobile Robot Using Continous Reinforcement
IFAC Workshop on Advanced Fuzzy-Neural Control, 2002, Valencia, Spain
M.A. Salichs
A new human based architecture for intelligent autonomous robots
IFAC Symposium on Intelligent Autonomous Vehicles, 2002, Sapporo, Japan
R. Barber M.A. Salichs
Visual Tracking Skill Reinforcement Learning for a Mobile Robot
IFAC Symposium on Intelligent Autonomous Vehicles, 2002, Sapporo, Japan
M.A. Salichs
Mobile Robot Navigation Based on Event Maps
3rd International Conference on Field and Service Robotics, 2001, Helsinki, Filand
R. Barber M.A. Salichs
Algorithm of Topological Map Generation for the EDN Navigation System
IFAC Workshop on Mobile Robot Technology, 2001, Jejudo Island, Korea
V. Egido R. Barber M.A. Salichs
A Visual Landmark Recognition System for Topological Navigation of Mobile Robots
IEEE International Conference on Robotics and Automation, 2001, Seoul, Korea
M.A. Salichs
Navigation of Mobile Robots: Learning from Human Beings
Plenary Session. IFAC Workshop on Mobile Robot Tecnology, Jejudo Island, Korea
M.A. Salichs
Voronoi Diagram and Fast Marching applied to Path Planning
2006 IEEE International conference on Robotics and Automation. ICRA 2006, 2006, Orlando,Florida, USA
S. Garrido D. Blanco L. Moreno
Autonomous Monitoring And Reaction To Failures In A Topological Navigation System
2nd International Conference on Informatics in Control, Automation and Robotics, 2005, Barcelona, Spain
V. Egido R. Barber M.A. Salichs
A Door Lintel Locator Sensor for Mobile Robot Topological Navigation
IEEE International Workshop on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications, 2005, Sofia, Bulgaria
V. Egido R. Barber M.A. Salichs
A Framework For Complex Skill Generation
The 5th IFAC Symposium on Intelligent Autonomous Vehicles. Lisboa, 2004, Lisboa, Portugal
M. Rivero R. Barber M.A. Salichs
A Planner For Topological Navigation Based On Previous Experiences
The 5th IFAC Symposium on Intelligent Autonomous Vehicles, 2004, Lisboa, Portugal
V. Egido R. Barber M.A. Salichs
An Agent Based Framework For Sequencing Autonomous Robots Skills
The 8th Conference on Intelligent Autonomous Systems, 2004, Amsterdam, The Netherlands
M. Rivero R. Barber M.A. Salichs
Using learned visual landmarks for intelligent topological navigation of mobile robots
IEEE International Conference on Robotics and Automation, Taipei, Taiwan
M.A. Salichs
A control System Based on Reactive Skills for Autonomous Mobile Robots
The 11th International Conference on Advanced Robotics, 2003, Coimbra, Portugal
R. Barber M.A. Salichs
A Perception System based on Laser Information for Mobile Robot Topologic Navigation
IEEE Int. Conference on Industrial Electronics, Control and Instrumentation, 2002, Sevilla, Spain
R. Barber M.A. Salichs
Continuous Reinforcement Learning Algorithm for Skills Learning in an Autonomous Mobile Robot
IEEE Int. Conference on Industrial Electronics, Control and Instrumentation, 2002, Sevilla, Spain
V. Egido R. Barber M.A. Salichs
Corridor exploration in the EDN Navigation System
15th IFAC World Congress on Automatic Control, 2002, Barcelona, Spain
V. Egido R. Barber M.A. Salichs
Learning Visual Landmarks for Mobile Robot Navigation
15th IFAC World Congress on Automatic Control. Barcelona, Barcelona, Spain
M.A. Salichs
Self-Generation by a Mobile Robot of Topological Maps of Corridors
IEEE International Conference on Robotics and Automation, 2002, Washington, USA
V. Egido R. Barber M.A. Salichs
Skills´ Learning in an Autonomous Mobile Robot Using Continous Reinforcement
IFAC Workshop on Advanced Fuzzy-Neural Control, 2002, Valencia, Spain
M.A. Salichs
A new human based architecture for intelligent autonomous robots
IFAC Symposium on Intelligent Autonomous Vehicles, 2002, Sapporo, Japan
R. Barber M.A. Salichs
Visual Tracking Skill Reinforcement Learning for a Mobile Robot
IFAC Symposium on Intelligent Autonomous Vehicles, 2002, Sapporo, Japan
M.A. Salichs
Mobile Robot Navigation Based on Event Maps
3rd International Conference on Field and Service Robotics, 2001, Helsinki, Filand
R. Barber M.A. Salichs
Algorithm of Topological Map Generation for the EDN Navigation System
IFAC Workshop on Mobile Robot Technology, 2001, Jejudo Island, Korea
V. Egido R. Barber M.A. Salichs
A Visual Landmark Recognition System for Topological Navigation of Mobile Robots
IEEE International Conference on Robotics and Automation, 2001, Seoul, Korea
M.A. Salichs
Navigation of Mobile Robots: Learning from Human Beings
Plenary Session. IFAC Workshop on Mobile Robot Tecnology, Jejudo Island, Korea
M.A. Salichs
Voronoi Diagram and Fast Marching applied to Path Planning
2006 IEEE International conference on Robotics and Automation. ICRA 2006, 2006, Orlando,Florida, USA
S. Garrido D. Blanco L. Moreno
Autonomous Monitoring And Reaction To Failures In A Topological Navigation System
2nd International Conference on Informatics in Control, Automation and Robotics, 2005, Barcelona, Spain
V. Egido R. Barber M.A. Salichs
A Door Lintel Locator Sensor for Mobile Robot Topological Navigation
IEEE International Workshop on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications, 2005, Sofia, Bulgaria
V. Egido R. Barber M.A. Salichs
A Framework For Complex Skill Generation
The 5th IFAC Symposium on Intelligent Autonomous Vehicles. Lisboa, 2004, Lisboa, Portugal
M. Rivero R. Barber M.A. Salichs
A Planner For Topological Navigation Based On Previous Experiences
The 5th IFAC Symposium on Intelligent Autonomous Vehicles, 2004, Lisboa, Portugal
V. Egido R. Barber M.A. Salichs
An Agent Based Framework For Sequencing Autonomous Robots Skills
The 8th Conference on Intelligent Autonomous Systems, 2004, Amsterdam, The Netherlands
M. Rivero R. Barber M.A. Salichs
Using learned visual landmarks for intelligent topological navigation of mobile robots
IEEE International Conference on Robotics and Automation, Taipei, Taiwan
M.A. Salichs
A control System Based on Reactive Skills for Autonomous Mobile Robots
The 11th International Conference on Advanced Robotics, 2003, Coimbra, Portugal
R. Barber M.A. Salichs
A Perception System based on Laser Information for Mobile Robot Topologic Navigation
IEEE Int. Conference on Industrial Electronics, Control and Instrumentation, 2002, Sevilla, Spain
R. Barber M.A. Salichs
Continuous Reinforcement Learning Algorithm for Skills Learning in an Autonomous Mobile Robot
IEEE Int. Conference on Industrial Electronics, Control and Instrumentation, 2002, Sevilla, Spain
V. Egido R. Barber M.A. Salichs
Corridor exploration in the EDN Navigation System
15th IFAC World Congress on Automatic Control, 2002, Barcelona, Spain
V. Egido R. Barber M.A. Salichs
Learning Visual Landmarks for Mobile Robot Navigation
15th IFAC World Congress on Automatic Control. Barcelona, Barcelona, Spain
M.A. Salichs
Self-Generation by a Mobile Robot of Topological Maps of Corridors
IEEE International Conference on Robotics and Automation, 2002, Washington, USA
V. Egido R. Barber M.A. Salichs
Skills´ Learning in an Autonomous Mobile Robot Using Continous Reinforcement
IFAC Workshop on Advanced Fuzzy-Neural Control, 2002, Valencia, Spain
M.A. Salichs
A new human based architecture for intelligent autonomous robots
IFAC Symposium on Intelligent Autonomous Vehicles, 2002, Sapporo, Japan
R. Barber M.A. Salichs
Visual Tracking Skill Reinforcement Learning for a Mobile Robot
IFAC Symposium on Intelligent Autonomous Vehicles, 2002, Sapporo, Japan
M.A. Salichs
Mobile Robot Navigation Based on Event Maps
3rd International Conference on Field and Service Robotics, 2001, Helsinki, Filand
R. Barber M.A. Salichs
Algorithm of Topological Map Generation for the EDN Navigation System
IFAC Workshop on Mobile Robot Technology, 2001, Jejudo Island, Korea
V. Egido R. Barber M.A. Salichs
A Visual Landmark Recognition System for Topological Navigation of Mobile Robots
IEEE International Conference on Robotics and Automation, 2001, Seoul, Korea
M.A. Salichs
Navigation of Mobile Robots: Learning from Human Beings
Plenary Session. IFAC Workshop on Mobile Robot Tecnology, Jejudo Island, Korea
M.A. Salichs
Voronoi Diagram and Fast Marching applied to Path Planning
2006 IEEE International conference on Robotics and Automation. ICRA 2006, 2006, Orlando,Florida, USA
S. Garrido D. Blanco L. Moreno
Autonomous Monitoring And Reaction To Failures In A Topological Navigation System
2nd International Conference on Informatics in Control, Automation and Robotics, 2005, Barcelona, Spain
V. Egido R. Barber M.A. Salichs
A Door Lintel Locator Sensor for Mobile Robot Topological Navigation
IEEE International Workshop on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications, 2005, Sofia, Bulgaria
V. Egido R. Barber M.A. Salichs
A Framework For Complex Skill Generation
The 5th IFAC Symposium on Intelligent Autonomous Vehicles. Lisboa, 2004, Lisboa, Portugal
M. Rivero R. Barber M.A. Salichs
A Planner For Topological Navigation Based On Previous Experiences
The 5th IFAC Symposium on Intelligent Autonomous Vehicles, 2004, Lisboa, Portugal
V. Egido R. Barber M.A. Salichs
An Agent Based Framework For Sequencing Autonomous Robots Skills
The 8th Conference on Intelligent Autonomous Systems, 2004, Amsterdam, The Netherlands
M. Rivero R. Barber M.A. Salichs
Using learned visual landmarks for intelligent topological navigation of mobile robots
IEEE International Conference on Robotics and Automation, Taipei, Taiwan
M.A. Salichs
A control System Based on Reactive Skills for Autonomous Mobile Robots
The 11th International Conference on Advanced Robotics, 2003, Coimbra, Portugal
R. Barber M.A. Salichs
A Perception System based on Laser Information for Mobile Robot Topologic Navigation
IEEE Int. Conference on Industrial Electronics, Control and Instrumentation, 2002, Sevilla, Spain
R. Barber M.A. Salichs
Continuous Reinforcement Learning Algorithm for Skills Learning in an Autonomous Mobile Robot
IEEE Int. Conference on Industrial Electronics, Control and Instrumentation, 2002, Sevilla, Spain
V. Egido R. Barber M.A. Salichs
Corridor exploration in the EDN Navigation System
15th IFAC World Congress on Automatic Control, 2002, Barcelona, Spain
V. Egido R. Barber M.A. Salichs
Learning Visual Landmarks for Mobile Robot Navigation
15th IFAC World Congress on Automatic Control. Barcelona, Barcelona, Spain
M.A. Salichs
Self-Generation by a Mobile Robot of Topological Maps of Corridors
IEEE International Conference on Robotics and Automation, 2002, Washington, USA
V. Egido R. Barber M.A. Salichs
Skills´ Learning in an Autonomous Mobile Robot Using Continous Reinforcement
IFAC Workshop on Advanced Fuzzy-Neural Control, 2002, Valencia, Spain
M.A. Salichs
A new human based architecture for intelligent autonomous robots
IFAC Symposium on Intelligent Autonomous Vehicles, 2002, Sapporo, Japan
R. Barber M.A. Salichs
Visual Tracking Skill Reinforcement Learning for a Mobile Robot
IFAC Symposium on Intelligent Autonomous Vehicles, 2002, Sapporo, Japan
M.A. Salichs
Mobile Robot Navigation Based on Event Maps
3rd International Conference on Field and Service Robotics, 2001, Helsinki, Filand
R. Barber M.A. Salichs
Algorithm of Topological Map Generation for the EDN Navigation System
IFAC Workshop on Mobile Robot Technology, 2001, Jejudo Island, Korea
V. Egido R. Barber M.A. Salichs
A Visual Landmark Recognition System for Topological Navigation of Mobile Robots
IEEE International Conference on Robotics and Automation, 2001, Seoul, Korea
M.A. Salichs
Navigation of Mobile Robots: Learning from Human Beings
Plenary Session. IFAC Workshop on Mobile Robot Tecnology, Jejudo Island, Korea
M.A. Salichs

Entries:
Machine Learning and Robot Perception
chapter: Continuous Reinforcement Learning Algorithm for Skills Learning in an Autonomous Mobile Robot pages: 137 – 165. Springer , ISBN: 978-3-540-26549, 2005
V. Egido R. Barber M.A. Salichs
Machine Learning and Robot Perception
chapter: Continuous Reinforcement Learning Algorithm for Skills Learning in an Autonomous Mobile Robot pages: 137 – 165. Springer , ISBN: 978-3-540-26549, 2005
V. Egido R. Barber M.A. Salichs
Machine Learning and Robot Perception
chapter: Continuous Reinforcement Learning Algorithm for Skills Learning in an Autonomous Mobile Robot pages: 137 – 165. Springer , ISBN: 978-3-540-26549, 2005
V. Egido R. Barber M.A. Salichs
Machine Learning and Robot Perception
chapter: Continuous Reinforcement Learning Algorithm for Skills Learning in an Autonomous Mobile Robot pages: 137 – 165. Springer , ISBN: 978-3-540-26549, 2005
V. Egido R. Barber M.A. Salichs

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