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Http://www.research.att.com/~kautz/talks/ The Role of Optimization and ... s'(t) (t) f. s (t) g. o(t) Models. Livingstone. Goals. Indirect sensing and control. ... – PowerPoint PPT presentation

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Title: Http://www.research.att.com/~kautz/talks/


1
  • Http//www.research.att.com/kautz/talks/

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The Role of Optimization andDeduction in
Reactive Systems
  • P. Pandurang Nayak
  • NASA Ames Research Center
  • Brian C. Williams
  • MIT

4
Autonomous Mars Airplane
courtesy NASA Ames
5
The Cost of Autonomy Cassini
  • 1 billion
  • 7 years to build
  • 150 - 300 ground operators
  • 100 million
  • 2 year build
  • 0 ground ops

Cassini Maps Titan
courtesy JPL
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Started January 1996 Launch October 15th,
1998 Experiment May 17-21
courtesy JPL
8
Remote Agent
Mission Manager
Planner Scheduler
Procedural Executive
ESL
Monitors
AMES / JPL
9
Model-based Execution as a kind of Stochastic
Optimal Controller
Models
Goals
mode reconfiguration
s(t)
Controller
mode identification
?(t)
o(t)
Plant
s (t)
f
g
Livingstone
  • Indirect sensing and control.
  • Probability, optimality, logic deduction.

10
OPSAT
Check Consistency
Best First Agenda
Optimal feasible solutions
ITMS
Kernel assignments
Checked solutions
generate successors
conflict database
  • Generate Best Kernel Assignments
  • Generate minimal covering of conflicts, in best
    first order.
  • Compact encoding grows agenda linearly with
    checked states
  • Test SAT
  • Unit propagation dominates, ITMS efficiently
    tracks changes.

11
Remote Agent Experiment
See rax.arc.nasa.gov
  • May 17-18th experiment
  • Generate plan for course correction and thrust
  • Diagnose camera as stuck on
  • Power constraints violated, abort current plan
    and replan
  • Perform optical navigation
  • Perform ion propulsion thrust
  • May 21th experiment.
  • Diagnose faulty device and
  • Repair by issuing reset.
  • Diagnose switch sensor failure.
  • Determine harmless, and continue plan.
  • Diagnose thruster stuck closed and
  • Repair by switching to alternate method of
    thrusting.
  • Back to back planning

12
Remote Agent Experiment
See rax.arc.nasa.gov
  • May 17-18th experiment
  • Generate plan for course correction and thrust
  • Diagnose camera as stuck on
  • Power constraints violated, abort current plan
    and replan
  • Perform optical navigation
  • Perform ion propulsion thrust
  • May 21th experiment.
  • Diagnose faulty device and
  • Repair by issuing reset.
  • Diagnose switch sensor failure.
  • Determine harmless, and continue plan.
  • Diagnose thruster stuck closed and
  • Repair by switching to alternate method of
    thrusting.
  • Back to back planning

13
Remote Agent Team Members
  • Nicola Muscettola Ames
  • Pandurang Nayak Ames
  • Barney Pell Ames
  • Chris Plaunt Apple
  • Gregg Rabideau JPL
  • Kanna Rajan Ames
  • Nicolas Rouquette JPL
  • Scott Sawyer LMMS
  • Rob Sherwood JPL
  • Reid Simmons CMU
  • Ben Smith JPL
  • Will Taylor Ames
  • Hans Thomas Ames
  • Michael Wagner 4th Planet
  • Greg Whelan CMU
  • Brian C. Williams Ames
  • David Yan Stanford
  • Douglas Bernard JPL
  • Steve Chien JPL
  • Greg Dorais Ames
  • Julia Dunphy JPL
  • Dan Dvorak JPL
  • Chuck Fry Ames
  • Ed Gamble JPL
  • Erann Gat JPL
  • Othar Hansson Thinkbank
  • Jordan Hayes Thinkbank
  • Bob Kanefsky Ames
  • Ron Keesing Ames
  • James Kurien Ames
  • Bill Millar Ames
  • Sunil Mohan Formida
  • Paul Morris Ames

14
Outline
  • Deep Space One and Remote Agent
  • Model-based Execution
  • OPSAT and the ITMS
  • Model-based Reactive Planning
  • Space Robotics
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