A Survey on Behavior Control Architectures for Social Robots in Healthcare Interventions

The use of Robot-Assisted Therapy (RAT) in healthcare interventions has increasingly received research attention. However, a lot of RAT studies are conducted under Wizard of Oz (WoZ) techniques in which the robots are teleoperated or pre-programmed. The trend of RAT is moving towards (partially) autonomous control in which the robot behavior control architecture plays a significant role in creating effective human–robot interaction by engaging and motivating human users into the therapeutic processes. This paper describes the state-of-the-art of the autonomous behavior control architectures currently developed for social robots in healthcare interventions, considering both clinical and exploratory studies. We also present certain requirements that an architecture used in RAT study should acquire, which provide roboticists and therapists an inspiration to orient their designs and implementations on the basis of their targeted RAT applications.

[1]  Bram Vanderborght,et al.  A Survey of Expectations About the Role of Robots in Robot-Assisted Therapy for Children with ASD: Ethical Acceptability, Trust, Sociability, Appearance, and Attachment , 2015, Science and Engineering Ethics.

[2]  Bram Vanderborght,et al.  Development of a generic method to generate upper-body emotional expressions for different social robots , 2015, Adv. Robotics.

[3]  Lauren M. Schmitt,et al.  The Clinical Use of Robots for Individuals with Autism Spectrum Disorders: A Critical Review. , 2012, Research in autism spectrum disorders.

[4]  Tom Ziemke,et al.  An Architecture-oriented Approach to System Integration in Collaborative Robotics Research Projects — An Experience Report , 2015 .

[5]  Bram Vanderborght,et al.  Mechanical Design of the huggable Robot Probo , 2011, Int. J. Humanoid Robotics.

[6]  D. De Rossi,et al.  Towards a Believable Social Robot , 2013 .

[7]  Brian Scassellati,et al.  Bridging the research gap , 2012, HRI 2012.

[8]  Marcello Ferro,et al.  Human-Robot Interaction in Autism: FACE, an Android-based Social Therapy , 2007, RO-MAN 2007 - The 16th IEEE International Symposium on Robot and Human Interactive Communication.

[9]  Masahiro Fujita,et al.  An ethological and emotional basis for human-robot interaction , 2003, Robotics Auton. Syst..

[10]  J. Russell Evidence of Convergent Validity on the Dimensions of Affect , 1978 .

[11]  B. Scassellati,et al.  Robots for use in autism research. , 2012, Annual review of biomedical engineering.

[12]  Cristina A. Costescu,et al.  The Effects of Robot-Enhanced Psychotherapy: A Meta-Analysis , 2014 .

[13]  D. Feil-Seifer,et al.  Defining socially assistive robotics , 2005, 9th International Conference on Rehabilitation Robotics, 2005. ICORR 2005..

[14]  Stefan Kopp,et al.  Generating multi-modal robot behavior based on a virtual agent framework , 2010 .

[15]  J. Broekens,et al.  Assistive social robots in elderly care: a review , 2009 .

[16]  Tom Ziemke,et al.  Robot-assisted therapy for autism spectrum disorders with (partially) autonomous control: Challenges and outlook , 2012, Paladyn J. Behav. Robotics.

[17]  Brian Scassellati,et al.  Integrating socially assistive robotics into mental healthcare interventions: applications and recommendations for expanded use. , 2015, Clinical Psychology Review.

[18]  Goldie Nejat,et al.  Brian 2.1: A socially assistive robot for the elderly and cognitively impaired , 2013, IEEE Robotics & Automation Magazine.

[19]  Elena Torta,et al.  Socially Assistive Robots: A Comprehensive Approach to Extending Independent Living , 2013, International Journal of Social Robotics.

[20]  Norman Hendrich,et al.  Architecture and Software Design for a Service Robot in an Elderly-Care Scenario , 2015 .

[21]  Cynthia Breazeal,et al.  Social robots for health applications , 2011, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[22]  Kerstin Dautenhahn,et al.  “Teach Me–Show Me”—End-User Personalization of a Smart Home and Companion Robot , 2016, IEEE Transactions on Human-Machine Systems.

[23]  Tom Ziemke,et al.  How to Build a Supervised Autonomous System for Robot-Enhanced Therapy for Children with Autism Spectrum Disorder , 2017, Paladyn J. Behav. Robotics.

[24]  Bram Vanderborght,et al.  A Collaborative Homeostatic-Based Behavior Controller for Social Robots in Human–Robot Interaction Experiments , 2017, Int. J. Soc. Robotics.

[25]  Atsuo Takanishi,et al.  An Anthropomorphic Robot Head having Autonomous Facial Expression Function for Natural Communication with Humans , 2000 .

[26]  B. Vanderborght,et al.  Enhancing play skills, engagement and social skills in a play task in ASD children by using robot-based interventions. A pilot study , 2014 .

[27]  James Wilson,et al.  Rapid Prototyping for User Interface Design , 1988 .

[28]  Bram Vanderborght,et al.  Reaching and pointing gestures calculated by a generic gesture system for social robots , 2016, Robotics Auton. Syst..

[29]  E. Csala,et al.  Application of the NAO humanoid robot in the treatment of marrow-transplanted children , 2012, 2012 IEEE 3rd International Conference on Cognitive Infocommunications (CogInfoCom).

[30]  M.J. Mataric,et al.  Hands-off assistive robotics for post-stroke arm rehabilitation , 2005, 9th International Conference on Rehabilitation Robotics, 2005. ICORR 2005..

[31]  K. Dautenhahn,et al.  Robots as assistive technology - does appearance matter? , 2004, RO-MAN 2004. 13th IEEE International Workshop on Robot and Human Interactive Communication (IEEE Catalog No.04TH8759).

[32]  A. Tapus,et al.  Children with Autism Social Engagement in Interaction with Nao, an Imitative Robot - A Series of Single Case Experiments , 2012 .

[33]  Daniel Polani,et al.  Using real-time recognition of human-robot interaction styles for creating adaptive robot behaviour in robot-assisted play , 2009, 2009 IEEE Symposium on Artificial Life.

[34]  P. Ekman,et al.  The nature of emotion: Fundamental questions. , 1994 .

[35]  Maja J. Mataric,et al.  An architecture for rehabilitation task practice in socially assistive human-robot interaction , 2010, 19th International Symposium in Robot and Human Interactive Communication.

[36]  Pierre-Yves Oudeyer,et al.  Robotic clicker training , 2002, Robotics Auton. Syst..

[37]  Alessandro Saffiotti,et al.  A Planner for Ambient Assisted Living: From High-Level Reasoning to Low-Level Robot Execution and Back , 2014, AAAI Spring Symposia.

[38]  Brian Scassellati,et al.  Socially assistive robotics [Grand Challenges of Robotics] , 2007, IEEE Robotics & Automation Magazine.

[39]  Danilo De Rossi,et al.  Towards a Believable Social Robot , 2013, Living Machines.

[40]  Giulio Sandini,et al.  A Survey of Artificial Cognitive Systems: Implications for the Autonomous Development of Mental Capabilities in Computational Agents , 2007, IEEE Transactions on Evolutionary Computation.

[41]  Aaron Sloman,et al.  Varieties of Metacognition in Natural and Artificial Systems , 2011, Metareasoning.

[42]  Bram Vanderborght,et al.  Probolino: A Portable Low-Cost Social Device for Home-Based Autism Therapy , 2015, ICSR.

[43]  Catherine Pelachaud,et al.  Design and implementation of an expressive gesture model for a humanoid robot , 2011, 2011 11th IEEE-RAS International Conference on Humanoid Robots.

[44]  Kerstin Dautenhahn,et al.  Socially intelligent robots: dimensions of human–robot interaction , 2007, Philosophical Transactions of the Royal Society B: Biological Sciences.

[45]  Daniel J. Ricks,et al.  Trends and considerations in robot-assisted autism therapy , 2010, 2010 IEEE International Conference on Robotics and Automation.

[46]  Bram Vanderborght,et al.  Probogotchi: A Novel Edutainment Device as a Bridge for Interaction between a Child with Asd and the Typically Developed Sibling , 2016 .

[47]  Daniel David,et al.  Robot-Based Psychotherapy: Concepts Development, State of the Art, and New Directions , 2014 .

[48]  Maja J. Matarić,et al.  B3IA: A control architecture for autonomous robot-assisted behavior intervention for children with Autism Spectrum Disorders , 2008, RO-MAN 2008 - The 17th IEEE International Symposium on Robot and Human Interactive Communication.

[49]  Maja J. Mataric,et al.  Robot-assisted therapy for children with autism spectrum disorders , 2008, IDC.

[50]  Maja J. Mataric,et al.  Socially assistive robotics for guiding motor task practice , 2011, Paladyn J. Behav. Robotics.

[51]  Peter H. Kahn,et al.  Robotic animals might aid in the social development of children with autism , 2008, 2008 3rd ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[52]  W. Moyle,et al.  Exploring the effect of companion robots on emotional expression in older adults with dementia: a pilot randomized controlled trial. , 2013, Journal of gerontological nursing.

[53]  D. Lefeber,et al.  Using the social robot probo as a social story telling agent for children with ASD , 2012 .

[54]  Maja J. Matarić,et al.  Dry Your Eyes: Examining the Roles of Robots for Childcare Applications , 2010 .

[55]  Ben J. A. Kröse,et al.  Assistive technology design and development for acceptable robotics companions for ageing years , 2013, Paladyn J. Behav. Robotics.

[56]  Elena Torta,et al.  Evaluation of a Small Socially-Assistive Humanoid Robot in Intelligent Homes for the Care of the Elderly , 2014, J. Intell. Robotic Syst..

[57]  K. Wada,et al.  Robot assisted activity for elderly people and nurses at a day service center , 2002, Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292).

[58]  Adriana Tapus,et al.  User—robot personality matching and assistive robot behavior adaptation for post-stroke rehabilitation therapy , 2008, Intell. Serv. Robotics.

[59]  Michael A. Goodrich,et al.  Detailed requirements for robots in autism therapy , 2010, 2010 IEEE International Conference on Systems, Man and Cybernetics.

[60]  Kerstin Dautenhahn,et al.  ROBOTS AS SOCIAL ACTORS: AURORA AND THE CASE OF AUTISM , 1999 .

[61]  Thomas K. Landauer,et al.  Psychology as a mother of invention , 1986, CHI '87.

[62]  A. Billard,et al.  Building Robota, a Mini-Humanoid Robot for the Rehabilitation of Children With Autism , 2007, Assistive technology : the official journal of RESNA.

[63]  Andrea Lockerd Thomaz,et al.  Teachable robots: Understanding human teaching behavior to build more effective robot learners , 2008, Artif. Intell..

[64]  Juan Fasola,et al.  A socially assistive robot exercise coach for the elderly , 2013, J. Hum. Robot Interact..

[65]  B. Robins,et al.  Scenarios of robot-assisted play for children with cognitive and physical disabilities. , 2012 .

[66]  Fabio Tesser,et al.  Multimodal child-robot interaction: building social bonds , 2013, HRI 2013.

[67]  W. Banks,et al.  Animal-assisted therapy and loneliness in nursing homes: use of robotic versus living dogs. , 2008, Journal of the American Medical Directors Association.

[68]  T. Shibata,et al.  Robot therapy for elders affected by dementia , 2008, IEEE Engineering in Medicine and Biology Magazine.

[69]  Aude Billard,et al.  PDA Interface for Humanoid Robots , 2003 .

[70]  Maja J. Mataric,et al.  Toward Socially Assistive Robotics for Augmenting Interventions for Children with Autism Spectrum Disorders , 2008, ISER.

[71]  Laurel D. Riek,et al.  Robotics Technology in Mental Health Care , 2015, ArXiv.

[72]  Kerstin Dautenhahn,et al.  On the Integration of Adaptive and Interactive Robotic Smart Spaces , 2015, Paladyn J. Behav. Robotics.

[73]  Candace L. Sidner,et al.  Robots and Avatars as Hosts, Advisors, Companions, and Jesters , 2009, AI Mag..

[74]  Robert Wuthnow,et al.  The Foundations of Trust , 1998 .

[75]  Bram Vanderborght,et al.  Can the Social robot Probo Help children with autism to Identify Situation-Based Emotions? A Series of Single Case Experiments , 2013, Int. J. Humanoid Robotics.

[76]  Bram Vanderborght,et al.  A Motion System for Social and Animated Robots , 2014 .

[77]  Dominic Létourneau,et al.  Autonomous spherical mobile robot for child-development studies , 2005, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[78]  Igor Zubrycki,et al.  Understanding Therapists’ Needs and Attitudes Towards Robotic Support. The Roboterapia Project , 2016, Int. J. Soc. Robotics.

[79]  Karin Ackermann,et al.  The Nature Of Emotion Fundamental Questions , 2016 .

[80]  Kerstin Dautenhahn,et al.  A user friendly robot architecture for re-ablement and co-learning in a sensorised home , 2013 .

[81]  Ronald C. Arkin,et al.  An Behavior-based Robotics , 1998 .

[82]  Tony Belpaeme,et al.  SPARC: Supervised Progressively Autonomous Robot Competencies , 2015, ICSR.

[83]  Albert Ali Salah,et al.  An autonomous robotic exercise tutor for elderly people , 2017, Auton. Robots.

[84]  P. Loh,et al.  A pilot randomized controlled trial of deprescribing , 2011, Therapeutic advances in drug safety.

[85]  N. Tinbergen Social Behaviour in Animals , 1965, Springer Netherlands.

[86]  Kerstin Dautenhahn,et al.  A Pilot Study with a Novel Setup for Collaborative Play of the Humanoid Robot KASPAR with Children with Autism , 2014, Int. J. Soc. Robotics.