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Integrating perception, action and learning

Published: 01 July 1991 Publication History

Abstract

The construction of robots adequate for field operation requires the integration of planning, perception, and learning. The coordination of these technologies in the context of constraints of realtime, robust, and safe operation is leading to coupled representations of perception and action. We are developing a system that explores the use of Case-Based Reasoning techniques for inducing low-level, coupled representations of potential robot locations. These will subsequently be used for planning and possibly as operationality criteria in deriving efficient task description. This work is proceeding under an architectural design that integrates horizontal, subsumption approaches to building robots with the vertical Perception-Control-Action internal structure for each layer.

References

[1]
{Bonasso90} "Integrating Reaction Plans and Layered Competences Through Synchronous Control," R. P. Bonasso, SPIE Conference, Boston, MA, November, 1990.
[2]
{Bonasso et al.89} "Investigating Robot Safety and Robustness In An Autonomous Systems Laboratory," R. P. Bonasso, V. S. Hwang, J. C. Sanborn, and W. E. Stoney, International Symposium on Artificial Intelligence, Robotics, and Automation in Space (i-SAIRAS), Tokyo, Japan, November, 1990.
[3]
{Bonasso & Nishihara90} "Using Real-Time Stereopsis For Mobile Robot Control", R. P. Bonasso and H. K. Nishihara, SPIE Conference, Boston, MA, November, 1990.
[4]
{Braunegg90} "MARVEL: A System for Recognizing World Location with Stereo Vision," D. J. Braunegg, MIT AI Laboratory Technical Report 1229, May, 1990.
[5]
{Brooks86} "A Robust Layered Control System For A Mobile Robot," R. A. Brooks, IEEE Journal of Robotics and Automation, Vol. RA-2, No. 1, March, 1986.
[6]
{Chapman87} "Planning for Conjunctive Goals," D. Chapman, AI Journal, Vol. 32, 1987.
[7]
{Christensen90} "A Hierarchical Planner that Generates its Own Hierarchies," J. Christensen, Proceedings of the AAAI Conference, Boston, MA, July 25--31, 1990.
[8]
{Ginsberg89} "Universal Planning, an (Almost) Universally Bad Idea," AI Magazine, Vol. 10, No. 4, Winter, 1989.
[9]
{Ikeuchi & Kanade88} "Automatic Generation of Object Recognition Programs," K. Ikeuchi and T. Kanade, Proceedings of the IEEE August 1988.
[10]
{Lawton et al 90} "Qualitative Spatial Understanding and Reactive Control for Autonomous Robots," D. T. Lawton, R. C. Arkin, and J. M. Cameron, Proceedings of the International Robotics for Outer Space conference, Tsuchinara, Japan, June, 1990.
[11]
{Nishiara90} "Real-Time Implementation of a Sign-Correlation Algorithm for Image-Matching", H. K. Nishihara, Unpublished manuscript describing PRISM-2.
[12]
{Kaelbling87} "An Architecture for Intelligent Reactive Systems," L. P. Kaelbling, in Reasoning About Actions and Plans, M. P. Georgeff, ed., Morgan Kaufman, 1987.
[13]
{Kaelbling88} "Goals as Parallel Program Specifications," L. P. Kaelbling, Proceedings of the National Conference on Artificial Intelligence, St. Paul, MN, August, 1988
[14]
{Kaelbling & Rosenchein89} "Action and Planning in Embedded Agents," L. P. Kaelbling and S. J. Rosenschein, Unpublished manuscript, November, 1989.
[15]
{Korf87} "Planning as Search: A Quantitative Approach," R. E. Korf, AI Journal, No. 33, 1987.
[16]
{Minton88} "Quantitative Results Concerning the Utility of Explanation-Based Learning," S. Minton, Proceedings of the National Conference on Artificial Intelligence, St. Paul, MN, August, 1988.
[17]
{Mitchell, et al.86} "Explanation-Based Generalization: A Unifying View," T. M. Mitchell, R. M. Keller, and S. T. Kedar-Cabelli, Machine Learning, Vol. 1, No. 1, 1986.
[18]
{Reinke & Michalski86} "Incremental Learning of Decision Rules: A Method and Experimental Results," R. E. Reinke and R. S. Michalski, in Machine Intelligence 11, J. E. Hayes, D. Mitchie, and J. Richards, eds., Oxford University Press, 1986.
[19]
{Shoppers & Shu 90}, "An Implementation of Indexical/Functional Reference for Embedded Execution of Symbolic Plan," M. J. Schoppers and R. Shu, Advanced Decision Systems. Submitted to 1990 DARPA Workshop on planning.
[20]
{Sanborn88} "A Model of Reaction for Planning in Dynamic Environments," J. Sanborn, Master's Thesis, University of Maryland, June, 1988.
[21]
{Schank & Leake89} "Creativity and Learning in a Case-Based Explainer," R. C. Schank and D. B. Leake, AI Journal, No. 40, 1989.
[22]
{Tsotsos90} "Active vs. Passive Visual Search: Which is more Efficient?" J. K. Tsotsos, University of Toronto RBCV-TR-90--34, September, 1990.
[23]
{Ullman89} "Aligning pictorial descriptions: An approach to object recognition," S. Ullman, Cognition, Volume 32, No. 3, August, 1989.
[24]
{Wechsler90} Computational Vision, H. Wechsler, Academic Press, 1990.
[25]
{Whitehead & Ballard90} "Active Perception and Reinforcement Learning," S. D. Whitehead and D. H. Ballard, Proceedings of the 7th Annual Machine Learning Conference, Austin, Texas, June 21--23, 1990.
[26]
{Yeap88} "Towards a Computational Theory of Cognitive Maps," W. K. Yeap, AI Journal, Vol. 34, 1988

Cited By

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  • (2018)Exploratory learning structures in artificial cognitive systemsImage and Vision Computing10.1016/j.imavis.2009.02.01227:11(1671-1687)Online publication date: 28-Dec-2018
  • (2012)Will intelligent vehicles evolve into Human-peer Robots?2012 IEEE Intelligent Vehicles Symposium10.1109/IVS.2012.6232142(304-309)Online publication date: Jun-2012

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Information

Published In

cover image ACM SIGART Bulletin
ACM SIGART Bulletin  Volume 2, Issue 4
Aug. 1991
221 pages
ISSN:0163-5719
DOI:10.1145/122344
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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 01 July 1991
Published in SIGAI Volume 2, Issue 4

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View all
  • (2018)Exploratory learning structures in artificial cognitive systemsImage and Vision Computing10.1016/j.imavis.2009.02.01227:11(1671-1687)Online publication date: 28-Dec-2018
  • (2012)Will intelligent vehicles evolve into Human-peer Robots?2012 IEEE Intelligent Vehicles Symposium10.1109/IVS.2012.6232142(304-309)Online publication date: Jun-2012

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