On the Integration of Adaptive and Interactive Robotic Smart Spaces

Abstract Enabling robots to seamlessly operate as part of smart spaces is an important and extended challenge for robotics R&D and a key enabler for a range of advanced robotic applications, such as AmbientAssisted Living (AAL) and home automation. The integration of these technologies is currently being pursued from two largely distinct view-points: On the one hand, people-centred initiatives focus on improving the user’s acceptance by tackling human-robot interaction (HRI) issues, often adopting a social robotic approach, and by giving to the designer and - in a limited degree – to the final user(s), control on personalization and product customisation features. On the other hand, technologically-driven initiatives are building impersonal but intelligent systems that are able to pro-actively and autonomously adapt their operations to fit changing requirements and evolving users’ needs, but which largely ignore and do not leverage human-robot interaction and may thus lead to poor user experience and user acceptance. In order to inform the development of a new generation of smart robotic spaces, this paper analyses and compares different research strands with a view to proposing possible integrated solutions with both advanced HRI and online adaptation capabilities.

[1]  T. Martin McGinnity,et al.  Development of Cognitive Capabilities for Smart Home Using a Self-Organizing Fuzzy Neural Network , 2012, SyRoCo.

[2]  Lawrence B. Holder,et al.  Discovering Activities to Recognize and Track in a Smart Environment , 2011, IEEE Transactions on Knowledge and Data Engineering.

[3]  Rachid Alami,et al.  Planning human centered robot activities , 2007, 2007 IEEE International Conference on Systems, Man and Cybernetics.

[4]  Stefano Chessa,et al.  The Integration of ZigBee with the GiraffPlus Robotic Framework , 2013, AmI 2013.

[5]  Henrik I. Christensen,et al.  Embodied Social Interaction for Service Robots in Hallway Environments , 2005, FSR.

[6]  Diane J. Cook,et al.  Activity Discovery and Activity Recognition: A New Partnership , 2013, IEEE Transactions on Cybernetics.

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

[8]  Takeo Igarashi,et al.  An augmented reality system for teaching sequential tasks to a household robot , 2011, 2011 RO-MAN.

[9]  Rachid Alami,et al.  Spatial reasoning for human robot interaction , 2007, 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[10]  Stefano Chessa,et al.  When Wireless Sensor Networks Meet Robots , 2012, ICSNC 2012.

[11]  F. Dressler,et al.  Self-organization in Autonomous Sensor and Actuator Networks , 2007 .

[12]  Andrew F. Monk,et al.  Theory of Personalization of Appearance: Why Users Personalize Their PCs and Mobile Phones , 2003, Hum. Comput. Interact..

[13]  Alexandra Kirsch,et al.  Towards Opportunistic Action Selection in Human-Robot Cooperation , 2010, KI.

[14]  Torbjørn S. Dahl,et al.  Robots in Health and Social Care: A Complementary Technology to Home Care and Telehealthcare? , 2013, Robotics.

[15]  Diane J. Cook,et al.  Learning frequent behaviours of the users in Intelligent Environments , 2010, J. Ambient Intell. Smart Environ..

[16]  Young-Guk Ha,et al.  Towards a Ubiquitous Robotic Companion: Design and Implementation of Ubiquitous Robotic Service Framework , 2005 .

[17]  Kimitoshi Yamazaki,et al.  Home-Assistant Robot for an Aging Society , 2012, Proceedings of the IEEE.

[18]  Stefano Chessa,et al.  Distributed Neural Computation over WSN in Ambient Intelligence , 2013, ISAmI.

[19]  Ben Shneiderman,et al.  Direct manipulation vs. interface agents , 1997, INTR.

[20]  Diane J. Cook,et al.  Human Activity Recognition and Pattern Discovery , 2010, IEEE Pervasive Computing.

[21]  Kerstin Dautenhahn,et al.  What is a robot companion - friend, assistant or butler? , 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[22]  Yuta Sugiura,et al.  Cooking with robots: designing a household system working in open environments , 2010, CHI.

[23]  William C. Mann,et al.  The Gator Tech Smart House: a programmable pervasive space , 2005, Computer.

[24]  Norbert A. Streitz From Human-Computer Interaction to Human-Environment Interaction: Ambient Intelligence and the Disappearing Computer , 2006, Universal Access in Ambient Intelligence Environments.

[25]  Paul Lukowicz,et al.  The OPPORTUNITY Framework and Data Processing Ecosystem for Opportunistic Activity and Context Recognition , 2012 .

[26]  Illah R. Nourbakhsh,et al.  Planning for Human-Robot Interaction Using Time-State Aggregated POMDPs , 2008, AAAI.

[27]  Peter K. Allen,et al.  Robot learning of everyday object manipulations via human demonstration , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[28]  Amy Loutfi,et al.  A Cross-Cultural Evaluation of Domestic Assistive Robots , 2008, AAAI Fall Symposium: AI in Eldercare: New Solutions to Old Problems.

[29]  Stefano Chessa,et al.  A General Purpose Distributed Learning Model for Robotic Ecologies , 2012, SyRoCo.

[30]  Pei-Luen Patrick Rau,et al.  A Cross-cultural Study: Effect of Robot Appearance and Task , 2010, Int. J. Soc. Robotics.

[31]  Michael A. Goodrich,et al.  Human-Robot Interaction: A Survey , 2008, Found. Trends Hum. Comput. Interact..

[32]  Patrizia Marti,et al.  Dreamy eyes: exploring dynamic expression in human-system interaction , 2013, CHI Extended Abstracts.

[33]  E. Hall,et al.  The Hidden Dimension , 1970 .

[34]  Norbert A. Streitz,et al.  Smart Artefacts as Affordances for Awareness in Distributed Teams , 2007, The Disappearing Computer.

[35]  Girijesh Prasad,et al.  On-line Identification of Self-organizing Fuzzy Neural Networks for Modelling Time-varying Complex Systems , 2010 .

[36]  Amedeo Cesta,et al.  GiraffPlus: Combining social interaction and long term monitoring for promoting independent living , 2013, 2013 6th International Conference on Human System Interactions (HSI).

[37]  Jun Zhang,et al.  Robot Learning of Everyday Object Manipulation Using Kinect , 2014 .

[38]  Ganesh K. Venayagamoorthy,et al.  Computational Intelligence in Wireless Sensor Networks: A Survey , 2011, IEEE Communications Surveys & Tutorials.

[39]  Stefano Chessa,et al.  User Movements Forecasting by Reservoir Computing Using Signal Streams Produced by Mote-Class Sensors , 2011, MOBILIGHT.

[40]  Simon A. Dobson,et al.  Situation identification techniques in pervasive computing: A review , 2012, Pervasive Mob. Comput..

[41]  Alessandro Saffiotti,et al.  Learning context-aware mobile robot navigation in home environments , 2014, IISA 2014, The 5th International Conference on Information, Intelligence, Systems and Applications.

[42]  Diane J. Cook,et al.  Keeping the Resident in the Loop: Adapting the Smart Home to the User , 2009, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[43]  Alessandro Saffiotti,et al.  Human-aware task planning for mobile robots , 2009, 2009 International Conference on Advanced Robotics.

[44]  M. Auvray,et al.  Perceptual interactions in a minimalist virtual environment , 2009 .

[45]  Jong-Hwan Kim The 3 rd Generation of Robotics: Ubiquitous Robot. , 2005 .

[46]  Kerstin Dautenhahn,et al.  A long-term Human-Robot Proxemic study , 2011, 2011 RO-MAN.

[47]  Amir Hossein KHALILI,et al.  Autonomous Learning of User ’ s Preference of Music and Light Services in Smart Home Applications , 2009 .

[48]  Alessandro Saffiotti,et al.  PEIS ecologies: ambient intelligence meets autonomous robotics , 2005, sOc-EUSAI '05.

[49]  Alexander Verl,et al.  Care-O-bot® 3 - creating a product vision for service robot applications by integrating design and technology , 2009, 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[50]  Bilge Mutlu,et al.  Human-robot proxemics: Physical and psychological distancing in human-robot interaction , 2011, 2011 6th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[51]  Alessandro Saffiotti,et al.  A Software Suite for the Control and the Monitoring of Adaptive Robotic Ecologies , 2013, ICRA 2013.

[52]  S Szewcyzk,et al.  Annotating smart environment sensor data for activity learning. , 2009, Technology and health care : official journal of the European Society for Engineering and Medicine.

[53]  Kent Larson,et al.  Activity Recognition in the Home Using Simple and Ubiquitous Sensors , 2004, Pervasive.

[54]  Aaron Powers,et al.  Matching robot appearance and behavior to tasks to improve human-robot cooperation , 2003, The 12th IEEE International Workshop on Robot and Human Interactive Communication, 2003. Proceedings. ROMAN 2003..

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

[56]  Ignacio González Alonso,et al.  Robots in the smart home: a project towards interoperability , 2011, Int. J. Ad Hoc Ubiquitous Comput..

[57]  Rachid Alami,et al.  How may I serve you?: a robot companion approaching a seated person in a helping context , 2006, HRI '06.

[58]  Davide Bacciu,et al.  An experimental characterization of reservoir computing in ambient assisted living applications , 2013, Neural Computing and Applications.

[59]  Jong-Hwan Kim,et al.  The Third Generation of Robotics : Ubiquitous Robot , 2004 .

[60]  Mathias Broxvall A middleware for ecologies of robotic devices , 2007, ROBOCOMM.

[61]  Alessandro Saffiotti,et al.  Configuration Planning with Multiple Dynamic Goals , 2013, AAAI Spring Symposium: Designing Intelligent Robots.

[62]  K. Dautenhahn Robots we like to live with?! - a developmental perspective on a personalized, life-long robot companion , 2004, RO-MAN 2004. 13th IEEE International Workshop on Robot and Human Interactive Communication (IEEE Catalog No.04TH8759).

[63]  Ben J. A. Kröse,et al.  Learning from delayed rewards , 1995, Robotics Auton. Syst..

[64]  Harold W. Thimbleby,et al.  User interface design , 1990, ACM Press Frontier Series.

[65]  I. René J. A. te Boekhorst,et al.  Avoiding the uncanny valley: robot appearance, personality and consistency of behavior in an attention-seeking home scenario for a robot companion , 2008, Auton. Robots.

[66]  Stefano Chessa,et al.  Robotic Ubiquitous Cognitive Ecology for Smart Homes , 2015, Journal of Intelligent & Robotic Systems.

[67]  Amedeo Cesta,et al.  Supporting Interaction in the ROBOCARE Intelligent Assistive Environment , 2007, Interaction Challenges for Intelligent Assistants.

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

[69]  Patrizia Marti,et al.  Engaging through her eyes : embodying the perspective of a robot companion , 2013 .

[70]  Jodi Forlizzi,et al.  Personalization in HRI: A longitudinal field experiment , 2012, 2012 7th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[71]  James F. Allen Maintaining knowledge about temporal intervals , 1983, CACM.