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Sanjiv Singh
Research Professor
Associated centers: SRI, NREC, and FRC
Email address: ssingh@ri.cmu.edu
Mailing address:
Carnegie Mellon University
Robotics Institute
5000 Forbes Avenue
Pittsburgh, PA 15213
For more information, see my personal homepage.
Jump to:
Research interests |
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Projects |
Publications
I am interested in applications of robotics in outdoor, unstructured environments. Some past and current projects are:
Forceful Interaction with the world. I am interested in a class of tasks in which the interaction between a robot and the world is complex and involves large forces. The approach is to select optimal actions using physical models of the interaction, thereby making the machines more capable. Currently I am working with Howard Cannon on the ALS project to implement these ideas onto a full scaled excavator.
Navigation. In earlier work (FastNav project) we demonstrated a vehicle that used position-based path tracking to navigate at high speeds. More recently, we have developed a system that performs cross-country navigation (TUGV project). With Alex Yahja and Tony Stentz I am working on methods of efficient path planning for outdoor mobile robots.
Learning. For robots to perform well in an unstructured world, they must learn from experience; it is not possible to always provide sufficiently accurate a priori models. I am particularly interested in issues of representation and contend that solutions can be found through an analysis of the mechanics or probabilities that govern a task. We have used these ideas to automate sorting of plants (Eden project) and locate buried landmines (MURI project) .
Very Wide Angle Imaging. Robot navigation and telepresence benefit from wide field-of-view imaging. For robots operating outdoors, any more options can be considered with wide FOVs. For Telepresence, wide angle imaging provides (possibly for simeltaneous multiple users) an electronic pan-tilt device. On the Vista project we are developing devices that image upto a full 360 degrees in azimuth.
Mapping. The ABS project is investigating means of developing three dimensional maps of construction sites and buildings. The focus of this project is to produce high fidelity representations that allow computation of key parameters.
This section last updated - January 1999.
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computer vision, field robotics, hazardous environments, machine learning, mobile robots, motion planning, and visual tracking
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Automated Turf Management - This project deals with automated management and mowing of large areas of turf, such as golf courses, sports fields, and parks
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Comprehensive Automation for Specialty Crops - CASC is a multi-institutional initiative led by Carnegie Mellon Robotics Institute to comprehensively address the needs of specialty agriculture focusing on apples and horticultural stock.
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DEPTHX: Deep Phreatic Thermal Explorer - The DEPTHX: Deep Phreatic Thermal Explorer project is developing an
autonomy for underwater explorers to enable them to map their
environment and plan and execute science investigations. The DEPTHX
vehicle will explore the flooded caverns of the Zacaton Cenote in
Mexico in 2006.
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Distributed Robot Architectures - The primary objective of this project is to develop fundamental capabilities that enable multiple, distributed, heterogeneous robots to coordinate tasks that cannot be accomplished by the robots individually.
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EMBER - The Ember project uses multi-agent teams, comprised of autonomous and human agents, to achieve effective results under emergency situations.
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Life in the Atacama - Robotic field investigation will bring new scientific understanding of the Atacama as a habitat for life with distinct analogies to Mars.
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Mars Autonomy - Long-distance marsrover navigation with minimal human intervention.
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Quality of Life Technology Center - QoLT is a unique partnership between Carnegie Mellon and the University of Pittsburgh that brings together a cross-disciplinary team of technologists, clinicians, industry partners, end users, and other stakeholders to create revolutionary technologies that will improve and sustain the quality of life for all people.
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VISTA - On the Vista project we are developing devices that image upto a full 360 degrees in azimuth. The imagery we are getting is ideal for estimation of egomotion (localization) as well as for extracting shape from a sequence of images.
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Xavier - Perceptual, reasoning and learning abilities in autonomous mobile robots
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- A Graph Search Algorithm for Indoor Pursuit / Evasion
A. Kehagias, G. Hollinger, and S. Singh
tech. report CMU-RI-TR-08-38, Robotics Institute, Carnegie Mellon University, August, 2008.
[Abstract]
Download: pdf [963 KB] copyrighted
- Anytime Guaranteed Search using Spanning Trees
G. Hollinger, A. Kehagias, S. Singh, D. Ferguson, and S. Srinivasa
tech. report CMU-RI-TR-08-36, Robotics Institute, Carnegie Mellon University, August, 2008.
[Abstract]
Download: pdf [424 KB] copyrighted
- A Robust Method of Localization and Mapping Using Only Range
J. Djugash and S. Singh
International Symposium on Experimental Robotics, July, 2008.
[Abstract]
Download: pdf [1548 KB] copyrighted
- Autonomous driving in urban environments: Boss and the Urban Challenge
C. Urmson, J. Anhalt, H. Bae, J. Bagnell, C. Baker, R.E. Bittner, T. Brown, M.N. Clark, M. Darms, D. Demitrish, J. Dolan, D. Duggins, D. Ferguson, T. Galatali, C.M. Geyer, M. Gittleman, S. Harbaugh, M. Hebert, T. Howard, S. Kolski, M. Likhachev, B. Litkouhi, A. Kelly, M. McNaughton, N. Miller, J. Nickolaou, K. Peterson, B. Pilnick, R. Rajkumar, P. Rybski, V. Sadekar, B. Salesky, Y. Seo, S. Singh, J.M. Snider, J.C. Struble, A. Stentz, M. Taylor, W.L. Whittaker, Z. Wolkowicki, W. Zhang, and J. Ziglar
Journal of Field Robotics Special Issue on the 2007 DARPA Urban Challenge, Part I, Vol. 25, No. 8, June, 2008, pp. 425-466.
[Abstract]
Download: pdf [1176 KB] copyrighted
- Proofs and Experiments in Scalable, Near-Optimal Search by Multiple Robots
G. Hollinger and S. Singh
Robotics: Science and Systems, June, 2008.
[Abstract]
Download: pdf [414 KB] copyrighted
- An efficient system for combined route traversal and collision avoidance
B. Hamner, S. Singh, S. Roth, and T. Takahashi
Autonomous Robots, Vol. 24, No. 4, May, 2008, pp. 365-385.
[Abstract]
Download: pdf [2261 KB] copyrighted
- Decentralized Mapping of Robot-Aided Sensor Networks
J. Djugash, S. Singh, and B.P. Grocholsky
IEEE International Conference on Robotics and Automation, May, 2008.
[Abstract]
Download: pdf [280 KB] copyrighted
- Flying Fast and Low Among Obstacles: Methodology and Experiments
S. Scherer, S. Singh, L.J. Chamberlain, and M. Elgersma
The International Journal of Robotics Research, Vol. 27, No. 5, May, 2008, pp. 549-574.
[Abstract]
Download: pdf [1119 KB] copyrighted
- Learning to Detect Aircraft at Low Resolutions
S. Petridis, C.M. Geyer, and S. Singh
Computer Vision Systems, Lecture Notes in Computer Science, Vol. 5008, May, 2008, pp. 474 - 483.
[Abstract]
Download: pdf [701 KB] copyrighted
- Tracking a Moving Target in Cluttered Environments with Ranging Radios
G. Hollinger, J. Djugash, and S. Singh
IEEE International Conference on Robotics and Automation, May, 2008.
[Abstract]
Download: pdf [349 KB] copyrighted
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