'Autistic Robots' for Embodied Emulation of Behaviors Typically Seen in Children with Different Autism Severities

The goal of this work is to enable interactions of humans with a humanoid robot that can be customized to exhibit behaviors typically observed in children with Autism Spectrum Disorders (ASD) along different severities. In a first step, we design robot behaviors as responses to three different stimulus families, inspired by activities used in the context of ASD diagnosis, based on the Autism Diagnosis Observation Schedule (ADOS-2). We implement a total of 16 (possibly blendable) robot behaviors on a NAO humanoid robot according to different autism severities along 4 selected features from the ADOS-2. In a second step, we integrate those behaviors in a customizable autonomous agent with which humans can continuously interact through predefined stimuli. Robot customization is enabled through the specification of a feature vector modeling the behavioral responses of the robot, resulting in 256 unique customizations. Our autonomous architecture enables the robot to automatically detect and respond to parameters of the interaction such as verbal and non-verbal stimuli, as well as sound location. In a third step, we evaluate our designed isolated behaviors in the autonomous system by running a study with three experts. This work paves the way towards potentially novel ways of training ASD therapists, interactive solutions for educating people about different forms of ASD, and novel tasks for ASD therapy with adaptive robots.

[1]  G. Dawson,et al.  Imitation and social responsiveness in autistic children , 1984, Journal of abnormal child psychology.

[2]  K. Dautenhahn,et al.  Towards interactive robots in autism therapy: background, motivation and challenges , 2004 .

[3]  Hans van Ditmarsch,et al.  My beliefs about your beliefs: a case study in theory of mind and epistemic logic , 2007, Synthese.

[4]  Stacy Marsella,et al.  Building Interactive Virtual Humans for Training Environments , 2007 .

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

[6]  B. Ingersoll,et al.  The Social Role of Imitation in Autism: Implications for the Treatment of Imitation Deficits , 2008 .

[7]  Takayuki Kanda,et al.  Adapting Robot Behavior for Human--Robot Interaction , 2008, IEEE Transactions on Robotics.

[8]  J. C. C. Gillesen,et al.  From training to robot behavior: Towards custom scenarios for robotics in training programs for ASD , 2011, 2011 IEEE International Conference on Rehabilitation Robotics.

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

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

[11]  M. Falkmer,et al.  Diagnostic procedures in autism spectrum disorders: a systematic literature review , 2013, European Child & Adolescent Psychiatry.

[12]  Frank Dignum,et al.  From autistic to social agents , 2014, AAMAS.

[13]  高橋 栄 Diagnostic and Statistical Manual of Mental Disorders(DSM)-5による分類と診断 (特集 周産期メンタルヘルス : 妊婦の不安とどう立ち向かうか) , 2014 .

[14]  C. Lord,et al.  Autism Diagnostic Observation Schedule , 2016 .

[15]  Silvia Rossi,et al.  User profiling and behavioral adaptation for HRI: A survey , 2017, Pattern Recognit. Lett..

[16]  Manuela M. Veloso,et al.  Simulating Behaviors of Children with Autism Spectrum Disorders Through Reversal of the Autism Diagnosis Process , 2017, EPIA.