Research Interests:
Humanrobot interaction, autonomous
navigation,interaction shaping, robot soccer (and
cooking)
Research Description:
My work is focussed on fast and scalable
interactive robot motion planning that is
intentionaware. In particular, I am interested in
realtime distributed navigation, constructing
interactive motion models of other agents for
counterfactual reasoning over their possible goals
and intentions. This involves a variety of
subproblems ranging from lightweight iterative
planners for fluid pedestrian avoidance to intention
prediction in dense multiagent setups. A
particularly unique aspect of my approach is that I
consider issues such as agent awareness or
shareofeffort in navigation I also hope to get
involved with causal structure learning and use of
natural language.
Publications:
S. Penkov, A. Bordallo, S. Ramamoorthy, Physical symbol grounding and instance learning through demonstration and eye tracking, IEEE International Conference on Robotics and Automation, 2017.
Preprint, Video, Bibtex
F. Previtali, A. Bordallo, L. Iocchi, S. Ramamoorthy, Predicting Future Agent Motions for Dynamic Environments, IEEE/AMLA International Conference on Machine Learning and Applications (ICMLA), 2016.
Preprint, Publisher's link, Bibtex
J. Cano Reyes, D. White, A. Bordallo, C. McCreesh, P. Prosser, J. Singer, V. Nagarajan, Task variant allocation in distributed robotics, Robotics: Science and Systems (R:SS), 2016.
Preprint, Publisher's link, Bibtex
J. Cano Reyes, A. Bordallo, V. Nagarajan, S. Ramamoorthy, S. Vijayakumar, Automatic configuration of ROS applications for near-optimal performance, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2016.
Preprint, Publisher's link, Bibtex
S. Penkov, A. Bordallo, S. Ramamoorthy, Inverse eye tracking for intention inference and symbol grounding in human-robot collaboration, Robotics: Science and Systems Workshop on Planning for Human-Robot Interaction, 2016.
Preprint, Publisher's link, Bibtex
A. Bordallo, F. Previtali, N. Nardelli, S. Ramamoorthy, Counterfactual reasoning about intent for interactive navigation in dynamic environments, In Proc. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2015.
Preprint, Video, Publisher's link, Bibtex
F. Previtali, A. Bordallo, S. Ramamoorthy,
IRL-based prediction of goals for dynamic environments, IEEE International Conference on Robotics and Automation (ICRA) 2015, Workshop on Machine Learning for Social Robotics.
Preprint