A new multi-criteria optimization strategy for shared control in wheelchair assisted navigation

In todays aging society, many people require mobility assistance, that can be provided by robotized assistive wheelchairs with a certain degree of autonomy when manual control is unfeasible due to disability.Robot wheelchairs, though, are not supposed to be completely in control because lack of human intervention may lead to loss of residual capabilities and frustration. Most of these systems rely on shared control, which typically consists of swapping control from human to robot when needed. However, this means that persons never deal with situations they find difficult. We propose a new shared control approach to allow constant cooperation between humans and robots, so that assistance may be adapted to the user’s skills. Our proposal is based on the reactive navigation paradigm, where robot and human commands become different goals in a Potential Field. Our main novelty is that human and robot attractors are weighted by their respective local efficiencies at each time instant. This produces an emergent behavior that combines both inputs in an efficient, safe and smooth way and is dynamically adapted to the user’s needs. The proposed control scheme has been successfully tested at hospital Fondazione Santa Lucia (FSL) in Rome with several volunteers presenting different disabilities.

[1]  Mahoney Fi,et al.  FUNCTIONAL EVALUATION: THE BARTHEL INDEX. , 1965 .

[2]  Clark Gl,et al.  SEVERAL METHODS OF TREATING DISTAL PHALANGEAL FRACTURES. , 1965 .

[3]  V. Leirer,et al.  Development and validation of a geriatric depression screening scale: a preliminary report. , 1982, Journal of psychiatric research.

[4]  Hans P. Moravec,et al.  The Stanford Cart and the CMU Rover , 1983, Proceedings of the IEEE.

[5]  Donald A. Norman,et al.  Design rules based on analyses of human error , 1983, CACM.

[6]  Nils J. Nilsson,et al.  Shakey the Robot , 1984 .

[7]  O. Khatib,et al.  Real-Time Obstacle Avoidance for Manipulators and Mobile Robots , 1985, Proceedings. 1985 IEEE International Conference on Robotics and Automation.

[8]  Rodney A. Brooks,et al.  A Robust Layered Control Syste For A Mobile Robot , 2022 .

[9]  G Cottam,et al.  Wheelchair obstacle course performance in right cerebral vascular accident victims. , 1989, Journal of clinical and experimental neuropsychology.

[10]  Earl L. Wiener,et al.  Human factors of advanced technology (glass cockpit) transport aircraft , 1989 .

[11]  Paul A. Viola,et al.  Cooperative control of a semi-autonomous mobile robot , 1990, Proceedings., IEEE International Conference on Robotics and Automation.

[12]  R. Peter Bonasso,et al.  Integrating Reaction Plans and Layered Competences Through Synchronous Control , 1991, IJCAI.

[13]  James S. Albus,et al.  Outline for a theory of intelligence , 1991, IEEE Trans. Syst. Man Cybern..

[14]  J. Guralnik,et al.  Physical disability in older Americans. , 1993, Journal of gerontology.

[15]  M. Folstein,et al.  Population-based norms for the Mini-Mental State Examination by age and educational level. , 1993, JAMA.

[16]  John Craig,et al.  Smart wheelchairs for mobility training , 1996 .

[17]  Huosheng Hu,et al.  A parallel processing architecture for sensor-based control of intelligent mobile robots , 1996, Robotics Auton. Syst..

[18]  James F. Allen,et al.  TRAINS-95: Towards a Mixed-Initiative Planning Assistant , 1996, AIPS.

[19]  Liqiang Feng,et al.  Navigating Mobile Robots: Systems and Techniques , 1996 .

[20]  Michael E. Cleary,et al.  Progress on the Deictic Controlled Wheelchair , 1996 .

[21]  Dan Ryan,et al.  Traded Control with Autonomous Robots as Mixed Initiative Interaction , 1997 .

[22]  Spyros G. Tzafestas,et al.  The autonomous mobile robot SENARIO: a sensor aided intelligent navigation system for powered wheelchairs , 1997, IEEE Robotics Autom. Mag..

[23]  E. Spier From Reactive Behaviour to Adaptive Behaviour: Motivational Models for Behaviour in Animals and Robo , 1997 .

[24]  David Kortenkamp,et al.  Adjustable Autonomy for Human-Centered Autonomous Systems on Mars , 1998 .

[25]  Takashi Gomi,et al.  Developing Intelligent Wheelchairs for the Handicapped , 1998, Assistive Technology and Artificial Intelligence.

[26]  David A. Bell,et al.  NavChair: An Assistive Wheelchair Navigation System with Automatic Adaptation , 1998, Assistive Technology and Artificial Intelligence.

[27]  David P. Miller Assistive Robotics: An Overview , 1998, Assistive Technology and Artificial Intelligence.

[28]  Michael E. Cleary,et al.  Progress on the Deictically Controlled Wheelchair , 1998, Assistive Technology and Artificial Intelligence.

[29]  Y. Agostini,et al.  The Vahm Robotized Wheelchair: System Architecture and Human-Machine Interaction , 1998, J. Intell. Robotic Syst..

[30]  Holly A. Yanco,et al.  Wheelesley: A Robotic Wheelchair System: Indoor Navigation and User Interface , 1998, Assistive Technology and Artificial Intelligence.

[31]  Wolfram Burgard,et al.  A hybrid collision avoidance method for mobile robots , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[32]  Paolo Fiorini,et al.  Navigating a Robotic Wheelchair in a Railway Station during Rush Hour , 1999, Int. J. Robotics Res..

[33]  Hobart R. Everett,et al.  From Laboratory to Warehouse: Security Robots Meet the Real World , 1999, Int. J. Robotics Res..

[34]  Worthy N. Martin,et al.  Effects of Uncertainty on Variable Autonomy in Maintenance Robots , 1999 .

[35]  R C Coile,et al.  Healthcare 2020: challenges of the millennium. , 1999, Health management technology.

[36]  Christopher S. Martin Agent Autonomy: Specification, Measurement, and Dynamic Adjustment , 1999 .

[37]  Brenan J. McCarragher,et al.  Modeling and constraining human interactions in shared control utilizing a discrete event framework , 2000, IEEE Trans. Syst. Man Cybern. Part A.

[38]  Milind Tambe,et al.  Adjustable autonomy in real-world multi-agent environments , 2001, AGENTS '01.

[39]  Manuel Mazo,et al.  An integral system for assisted mobility [automated wheelchair] , 2001, IEEE Robotics Autom. Mag..

[40]  Gert Jan Gelderblom,et al.  The Assessment of Assistive Technology Outcomes, Effects and Costs , 2002 .

[41]  Cristina Urdiales,et al.  Efficient integration of metric and topological maps for directed exploration of unknown environments , 2002, Robotics Auton. Syst..

[42]  Michael Parker,et al.  A Life-Space Approach to Functional Assessment of Mobility in the Elderly , 2002 .

[43]  Louise Demers,et al.  The Quebec User Evaluation of Satisfaction with Assistive Technology (QUEST 2.0): An overview and recent progress , 2002 .

[44]  Vijay Kumar,et al.  Human robot interaction: application to smart wheelchairs , 2002, Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292).

[45]  Henry Hexmoor,et al.  Agent Autonomy , 2003, Multiagent Systems, Artificial Societies, and Simulated Organizations.

[46]  Henry Hexmoor,et al.  A Prospectus on Agent Autonomy , 2003 .

[47]  L. V. D. van der Woude,et al.  Wheelchair skills tests: a systematic review , 2003, Clinical rehabilitation.

[48]  A. Bandera,et al.  Corner detection based on adaptively filtered curvature function , 2003 .

[49]  Terrence Fong,et al.  Multi-robot remote driving with collaborative control , 2003, IEEE Trans. Ind. Electron..

[50]  A. Bandera,et al.  Hierarchical planning in a mobile robot for map learning and navigation , 2003 .

[51]  Terrence Fong,et al.  Robot, asker of questions , 2003, Robotics Auton. Syst..

[52]  Sebastian Thrun,et al.  A robotic walker that provides guidance , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[53]  Vince Darley Emergent Phenomena and Complexity , 2004 .

[54]  Vijay Kumar,et al.  Incorporating user inputs in motion planning for a smart wheelchair , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[55]  Robin R. Murphy,et al.  Human-robot interaction in rescue robotics , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[56]  Jean Scholtz,et al.  Beyond usability evaluation: analysis of human-robot interaction at a major robotics competition , 2004 .

[57]  Miquel Sànchez-Marrè,et al.  Intelligenza artificiale in medicina: progetto di una piattaforma mobile inserita in un ambiente intelligente per l’assistenza ai disabili e agli anziani , 2004 .

[58]  J.V. Miro,et al.  A multi-stage shared control method for an intelligent mobility assistant , 2005, 9th International Conference on Rehabilitation Robotics, 2005. ICORR 2005..

[59]  Tom Duckett,et al.  A multilevel relaxation algorithm for simultaneous localization and mapping , 2005, IEEE Transactions on Robotics.

[60]  Hyoukryeol Choi,et al.  Differential-drive in-pipe robot for moving inside urban gas pipelines , 2005, IEEE Transactions on Robotics.

[61]  Ronald L. Boring,et al.  Shared understanding for collaborative control , 2005, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[62]  Ivan Volosyak,et al.  Improvement of visual perceptual capabilities by feedback structures for robotic system FRIEND , 2005, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[63]  Vijay Kumar,et al.  Usability Study of a Control Framework for an Intelligent Wheelchair , 2005, Proceedings of the 2005 IEEE International Conference on Robotics and Automation.

[64]  Jonathan Kofman,et al.  Teleoperation of a robot manipulator using a vision-based human-robot interface , 2005, IEEE Transactions on Industrial Electronics.

[65]  Tetsuo Sawaragi,et al.  Effects of probing behaviors to adapt machine autonomy in shared control systems , 2005, 2005 IEEE International Conference on Systems, Man and Cybernetics.

[66]  Christian Mandel,et al.  Towards an Autonomous Wheelchair: Cognitive Aspects in Service Robotics , 2005 .

[67]  Synneve Dahlin Ivanoff,et al.  Changes in the use of assistive devices among 90-year-old persons , 2005, Aging clinical and experimental research.

[68]  Cristina Urdiales,et al.  Hybrid navigation guidance for intelligent mobiles , 2006, 2006 IEEE 63rd Vehicular Technology Conference.

[69]  Joelle Pineau,et al.  SmartWheeler: A Robotic Wheelchair Test-Bed for Investigating New Models of Human-Robot Interaction , 2007, AAAI Spring Symposium: Multidisciplinary Collaboration for Socially Assistive Robotics.

[70]  Ulises Cortés,et al.  Assistive Wheelchair Navigation: A Cognitive View , 2007, Advanced Computational Intelligence Paradigms in Healthcare.

[71]  Cuntai Guan,et al.  Controlling a wheelchair using a BCI with low information transfer rate , 2007, 2007 IEEE 10th International Conference on Rehabilitation Robotics.

[72]  Maurice Fadel,et al.  A Predictive Control With Flying Capacitor Balancing of a Multicell Active Power Filter , 2008, IEEE Transactions on Industrial Electronics.

[73]  M. Nuttin,et al.  A brain-actuated wheelchair: Asynchronous and non-invasive Brain–computer interfaces for continuous control of robots , 2008, Clinical Neurophysiology.

[74]  A. Poncela,et al.  Place characterization for navigation via behaviour merging for an autonomous mobile robot , 2008, MELECON 2008 - The 14th IEEE Mediterranean Electrotechnical Conference.

[75]  Iñaki Iturrate,et al.  A Noninvasive Brain-Actuated Wheelchair Based on a P300 Neurophysiological Protocol and Automated Navigation , 2009, IEEE Transactions on Robotics.