Challenges in Shared-Environment Human-Robot Collaboration

We present and discuss four important yet underserved research questions critical to the future of sharedenvironment human-robot collaboration. We begin with a brief survey of research surrounding individual components required for a complete collaborative robot control system, discussing the current state of the art in Learning from Demonstration, active learning, adaptive planning systems, and intention recognition. We motivate the exploration of the presented research questions by relating them to existing work and representative use cases from the domains of construction and cooking.

[1]  Stefan Schaal,et al.  Robot Learning From Demonstration , 1997, ICML.

[2]  Manuela M. Veloso,et al.  Task Decomposition and Dynamic Role Assignment for Real-Time Strategic Teamwork , 1998, ATAL.

[3]  Doina Precup,et al.  Between MDPs and Semi-MDPs: A Framework for Temporal Abstraction in Reinforcement Learning , 1999, Artif. Intell..

[4]  Christopher D. Wickens,et al.  A model for types and levels of human interaction with automation , 2000, IEEE Trans. Syst. Man Cybern. Part A.

[5]  Andrea Lockerd Thomaz,et al.  Teaching and working with robots as a collaboration , 2004, Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems, 2004. AAMAS 2004..

[6]  Gavriel Salvendy,et al.  Handbook of Human Factors and Ergonomics , 2005 .

[7]  Andrea Lockerd Thomaz,et al.  Reinforcement Learning with Human Teachers: Evidence of Feedback and Guidance with Implications for Learning Performance , 2006, AAAI.

[8]  Pamela S. Tsang,et al.  Mental Workload and Situation Awareness , 2006 .

[9]  Brian Scassellati,et al.  Learning acceptable windows of contingency , 2006, Connect. Sci..

[10]  Aude Billard,et al.  Incremental learning of gestures by imitation in a humanoid robot , 2007, 2007 2nd ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[11]  Roderic A. Grupen,et al.  A model of shared grasp affordances from demonstration , 2007, 2007 7th IEEE-RAS International Conference on Humanoid Robots.

[12]  Manuela M. Veloso,et al.  Interactive robot task training through dialog and demonstration , 2007, 2007 2nd ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[13]  Aude Billard,et al.  On Learning, Representing, and Generalizing a Task in a Humanoid Robot , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[14]  V. Groom,et al.  Can robots be teammates?: Benchmarks in human–robot teams , 2007 .

[15]  Cynthia Breazeal,et al.  Effects of anticipatory action on human-robot teamwork: Efficiency, fluency, and perception of team , 2007, 2007 2nd ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[16]  C. Wickens,et al.  Situation Awareness, Mental Workload, and Trust in Automation: Viable, Empirically Supported Cognitive Engineering Constructs , 2008 .

[17]  Andrea Lockerd Thomaz,et al.  Learning from human teachers with Socially Guided Exploration , 2008, 2008 IEEE International Conference on Robotics and Automation.

[18]  Brett Browning,et al.  A survey of robot learning from demonstration , 2009, Robotics Auton. Syst..

[19]  Andrew G. Barto,et al.  Skill Discovery in Continuous Reinforcement Learning Domains using Skill Chaining , 2009, NIPS.

[20]  B. Scassellati,et al.  Intention-based Robot Control in Social Games , 2009 .

[21]  Scott Kuindersma,et al.  Constructing Skill Trees for Reinforcement Learning Agents from Demonstration Trajectories , 2010, NIPS.

[22]  Cynthia Breazeal,et al.  An Empirical Analysis of Team Coordination Behaviors and Action Planning With Application to Human–Robot Teaming , 2010, Hum. Factors.

[23]  Andrea Lockerd Thomaz,et al.  Vision-based contingency detection , 2011, 2011 6th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[24]  Jennifer Barry,et al.  Bakebot: Baking Cookies with the PR2 , 2011 .

[25]  Julie A Shah Fluid coordination of human-robot teams , 2011 .

[26]  Andrea Lockerd Thomaz,et al.  Human-like action segmentation for option learning , 2011, 2011 RO-MAN.

[27]  Cynthia Breazeal,et al.  Improved human-robot team performance using Chaski, A human-inspired plan execution system , 2011, 2011 6th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[28]  Manuel Lopes,et al.  Algorithmic and Human Teaching of Sequential Decision Tasks , 2012, AAAI.

[29]  Maya Cakmak,et al.  Designing robot learners that ask good questions , 2012, 2012 7th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[30]  Siddhartha S. Srinivasa,et al.  Learning the communication of intent prior to physical collaboration , 2012, 2012 IEEE RO-MAN: The 21st IEEE International Symposium on Robot and Human Interactive Communication.

[31]  Stefanos Nikolaidis,et al.  Optimization of Temporal Dynamics for Adaptive Human-Robot Interaction in Assembly Manufacturing , 2012, Robotics: Science and Systems.

[32]  Maya Cakmak,et al.  Trajectories and keyframes for kinesthetic teaching: A human-robot interaction perspective , 2012, 2012 7th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[33]  Andrea Lockerd Thomaz,et al.  Automatic task decomposition and state abstraction from demonstration , 2012, AAMAS.

[34]  Nicholas Roy,et al.  An Interaction Design Framework for Social Robots , 2012 .

[35]  Stefanos Nikolaidis,et al.  Human-robot cross-training: Computational formulation, modeling and evaluation of a human team training strategy , 2013, 2013 8th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[36]  Siddhartha S. Srinivasa,et al.  Toward seamless human-robot handovers , 2013, Journal of Human-Robot Interaction.