Model-based Diagnosis and Recovery Group
Artist conception of the New Millennium Deep Space One Probe
(DS1). Launched October 1998, DS1 flew by an asteroid in 1999 and
will fly by a comet on its extended mission. For part of its mission,
DS1 was flown autonomously by Remote Agent, an AI system combining
high-level planning and scheduling, intelligent execution and the
Livingstone model-based autonomous systems kernel.
Current Projects
-
Livingstone (L2): A model-based reactive
self-configuring system, written in C++.
More information.
POC Lee Brownston
The Livingstone source code and documentation are now approved for open source
distribution under the
NASA Open Source Agreement.
Download Livingstone2 from NASA Open Source Software
-
L2 Tools: model building and testing
tools to support L2, including Stanley and Oliver, visual environments to support
programming using the Model-based Programming Language (MPL).
The Livingstone/L2 Tools source code and documentation are now approved for open source
distribution under the
NASA Open Source Agreement.
Download Livingstone2/Tools from NASA Open Source Software
-
The PITEX (Propulsion IVHM [Integrated Vehicle Health Management]
Technology Experiment) focuses on the IVHM of experimental reusable launch
vehicles for NASA's Space Launch Initiative.
POC Sandra Hayden
-
Hybrid Diagnosis: using particle filters
to diagnosis the tight coupling of performance and environment of rover vehicles.
POC Richard Dearden
-
Automated Passenger ID and Threat Assessment System Project.
POC Mark Schwabacher
-
Machine Learning for Earth Science Project.
POC Mark Schwabacher
Past Projects
Current Members
Alumni
Articles -
-
Overview of Immobots
Immobots Take Control. In Technology Review,
December 2002/January 2003
Wade Roush
Papers - Click the headings for an abstract, paper download, and presentations
-
Advanced Diagnostic System on Earth Observing One.
Proceedings of AIAA-Space-2004
Sandra C. Hayden, Adam J. Sweet, Scott E. Christa, Daniel Tran, & Seth Shulman.
-
Tutorial on Model-based Autonomous Systems
Model-based Autonomous Systems. AAAI-97.
Brian C. Williams and P. Pandurang Nayak.
-
Overview: Model-based Autonomous Systems.
Immobile Robots: AI in the New Millennium. In AI Magazine, Fall 1996.
Brian C. Williams and P. Pandurang Nayak. 1996.
-
James Kurien's Thesis Proposal
Model based monitoring, diagnosis & control.
Presented to Brown University, 2000
This includes everything in the L2 paper below, and additional work.
-
L2: Extending Livingstone
Back to the Future for Consistency-based Trajectory Tracking. Proceedings of AAAI-2000.
James Kurien and P. Pandurang Nayak.
-
Livingstone: Onboard model-based configuration and health management.
A Model-based Approach to Reactive Self-Configuring Systems.
In Proceedings of AAAI-96.
Brian C. Williams and P. Pandurang Nayak.
-
Burton: Model-based execution and planning in the reactive loop.
A Reactive Planner for a Model-based Executive. In Proceedings of IJCAI-97.
Brian C. Williams and P. Pandurang Nayak
-
ITMS: Fast, on-line, propositional inference.
Fast Context Switching in Real-time Propositional Reasoning.
In Proceedings of AAAI-97.
Best paper prize winner.
P. Pandurang Nayak and Brian C. Williams. 1996.
-
Moriarty: Towards self-modeling, adaptive systems.
Decompositional, Model-based Learning and its Analogy to Diagnosis.
In Proceedings of AAAI-98.
Brian C. Williams and Bill Millar. 1998.
-
Remote Agent: Extended Journal Paper
Remote Agent: To Boldly Go Where No AI System Has Gone Before. In
Artificial Intelligence, 100th volume.
Nicola Muscettola, P. Pandurang Nayak, Barney Pell and Brian C. Williams.
-
Remote Agent: Description of the Remote Agent Spacecraft Experiment
Design of the Remote Agent Experiment for Spacecraft Autonomy.
In IEEE Aerospace 1998.
Douglas E. Bernard, Gregory A. Dorais, Chuck Fry, Edward B. Gamble Jr.,
Bob Kanefsky, James Kurien, William Millar, Nicola Muscettola, P. Pandurang
Nayak, Barney Pell, Kanna Rajan, Nicolas Rouquette, Benjamin Smith, Brian
C. Williams.
-
Remote Agent: The early NewMAAP Demonstration
A Remote Agent Prototype for Spacecraft Autonomy. In Proceedings
of the SPIE Conference on Optical Science, Engineering,
and Instrumentation, 1996.
Barney Pell, Douglas E. Bernard, Steven A. Chien, Erann Gat, Nicola
Muscettola, P. Pandurang Nayak, Michael D. Wagner, and Brian C. Williams.
Code IC home page
Last updated April 20, 2006. Direct feedback to
william.m.taylor@nasa.gov