Search
Navigator: RI | People | Sebastian Thrun
Graphics enhanced version of this site
Sebastian Thrun
Adjunct Associate Professor, MLD/CSD/RI (Adjunct)
No longer a member of RI.
Email address: thrun@stanford.edu
For more information, see my personal homepage.
Jump to:
Research interests |
Keywords |
Labs & Groups |
Projects |
Publications
Research interests
I seek effective means for engineering software for complex embedded systems, equipped with sensors and actuators. My group and I have developed statistical algorithms for perception, learning and decision making in robotics (see introductory report). We have applied these algorithms to various problems in mobile robotics, such as exploration, map learning, human robot interaction, and multi-robot team coordination (see 3D maps). Two of our mobile robots were deployed as
interactive museum tour-guides. At present, I am involved in a multi-university initiative to develop robots that assist elderly people.
I am equally interested in machine learning. I believe learning and teaching should be seamlessly integrated into mainstream software development. My current research focuses on programming languages that support learning from experience and probabilistic computation (see preliminary report). In the past, I also worked on lifelong learning algorithms, which enable agents to transfer knowledge among families of related learning tasks (see book and thesis).
For complete current information on my research, please see my SCS homepage.
Research interest keywords
artificial intelligence, computer vision, gesture recognition, human-computer interaction, machine learning, mobile robots, multi-agent systems, sensor fusion, and statistics
Past Labs & Groups
-
Robot Learning Lab - Pursuing research on robot learning, mobile robotics, multi-robotics, human robot interaction, and basic machine learning.
Past Projects
Recent publications [View all 135 publications]
- Simultaneous Localization, Mapping and
Moving Object Tracking
C. Wang, C. Thorpe, M. Hebert, S. Thrun, and H. Durrant-Whyte
The International Journal of Robotics Research, Vol. 26, No. 6, June, 2007.
[Abstract]
Download: pdf [3854 KB] copyrighted
- Stanley: The Robot that Won the DARPA Grand Challenge
S. Thrun, M. Montemerlo, H. Dahlkamp, D. Stavens, A. Aron, J. Diebel, P. Fong, J. Gale, M. Halpenny, G. Hoffmann, K. Lau, C. Oakley, M. Palatucci, V. Pratt, P. Stang, S. Strohband, C. Dupont, L. Jendrossek, C. Koelen, C. Markey, C. Rummel, J. van Niekerk, E. Jensen, P. Alessandrini, G. Bradski, B. Davies, S. Ettinger, A. Kaehler, A. Nefian, and P. Mahoney
Journal of Field Robotics, Vol. 23, No. 9, June, 2006, pp. 661-692.
[Abstract]
- Anytime Dynamic A*: An Anytime, Replanning Algorithm
M. Likhachev, D. Ferguson, G. Gordon, A. Stentz, and S. Thrun
Proceedings of the International Conference on Automated Planning and Scheduling (ICAPS), June, 2005.
[Abstract]
Download: pdf [4020 KB] copyrighted
- Principles of Robot Motion: Theory, Algorithms, and Implementations
H. Choset, K.M. Lynch, S. Hutchinson, G.A. Kantor, W. Burgard, L.E. Kavraki, and S. Thrun
MIT Press, Cambridge, MA, June, 2005, p. 603.
[Abstract]
- Anytime Dynamic A*: The Proofs
M. Likhachev, D. Ferguson, G. Gordon, A. Stentz, and S. Thrun
tech. report CMU-RI-TR-05-12, Robotics Institute, Carnegie Mellon University, May, 2005.
[Abstract]
Download: pdf [163 KB] copyrighted
- Autonomous exploration and mapping of abandoned mines
S. Thrun, S. Thayer, W. Whittaker, C. Baker, W. Burgard, D. Ferguson, D. Haehnel, M. Montemerlo, A.C. Morris, Z. Omohundro, C. Reverte, and W.L. Whittaker
IEEE Robotics and Automation Magazine, Vol. 11, No. 4, December, 2004, pp. 79-91.
[Abstract]
Download: pdf [2982 KB] copyrighted
- Real-time fault diagnosis [robot fault diagnosis]
V. Verma, G. Gordon, R. Simmons, and S. Thrun
Robotics & Automation Magazine, Vol. 11, No. 2, June, 2004, pp. 56 - 66.
[Abstract]
Download: pdf [610 KB] copyrighted
- A Campaign in Autonomous Mine Mapping
C. Baker, A.C. Morris, D. Ferguson, S. Thayer, C. Whittaker, Z. Omohundro, C. Reverte, W.L. Whittaker, D. Haehnel, and S. Thrun
Proceedings of the IEEE Conference on Robotics and Automation (ICRA), Vol. 2, April, 2004, pp. 2004 - 2009.
[Abstract]
Download: pdf [1335 KB] copyrighted
- PAO* for Planning with Hidden State
D. Ferguson, A. Stentz, and S. Thrun
Proceedings of the 2004 IEEE International Conference on Robotics and Automation, Vol. 3, April, 2004, pp. 2840 - 2847.
[Abstract]
Download: pdf [369 KB] copyrighted
- Planning with Pinch Points
D. Ferguson, A. Stentz, and S. Thrun
tech. report CMU-RI-TR-04-06, Robotics Institute, Carnegie Mellon University, January, 2004.
[Abstract]
Download: pdf [267 KB] copyrighted
The Robotics Institute is part of the
School of Computer Science,
Carnegie Mellon University.
For updates and comments, please see these
instructions.
This page maintained by robotwebmaster@ri.cmu.edu