RadarSpaceTime - PowerPoint PPT Presentation

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RadarSpaceTime

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Plumbing. GUI. Collect all useful information. Identify learning opportunities ... Plumbing. Top-level control. Determine possible sequences. of high-level actions ... – PowerPoint PPT presentation

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Title: RadarSpaceTime


1
RADAR/Space-Time AssistantCurrent and Future
Research
2
Current system
Representation
Optimizer
Elicitor
3
Current system
backend
Representation
Optimizer
Elicitor
Plumbing
frontend
GUI
  • Current
  • Scheduling of rooms

4
Current system
backend
Representation
Optimizer
Elicitor
Plumbing
frontend
GUI
  • Current
  • Scheduling of rooms
  • Basic defaults

5
Current system
backend
Representation
Optimizer
Elicitor
Plumbing
frontend
GUI
  • Current
  • Scheduling of rooms
  • Basic defaults
  • Elicitation questions

6
Current system
backend
Representation
Optimizer
Elicitor
Plumbing
frontend
GUI
  • Current
  • Scheduling of rooms
  • Basic defaults
  • Elicitation questions
  • Almost no bugs

7
Near-future system
Top-level control
backend
Representation
Optimizer
Elicitor
Plumbing
frontend
GUI
  • Current
  • Scheduling of rooms
  • Basic defaults
  • Elicitation questions
  • Almost no bugs

8
Near-future system
Top-level control
backend
Representation
Optimizer
Elicitor
Plumbing
frontend
GUI
Console
RADAR
  • Current
  • Scheduling of rooms
  • Basic defaults
  • Elicitation questions
  • Almost no bugs
  • Near-future
  • Choice of rooms
  • Scheduling of equipment

9
Near-future system
Top-level control
backend
Representation
Optimizer
Elicitor
Plumbing
frontend
GUI
Console
RADAR
  • Current
  • Scheduling of rooms
  • Basic defaults
  • Elicitation questions
  • Almost no bugs
  • Near-future
  • Choice of rooms
  • Scheduling of equipment
  • Intelligent defaults

10
Near-future system
Top-level control
backend
Representation
Optimizer
Elicitor
Plumbing
frontend
GUI
Console
RADAR
  • Current
  • Scheduling of rooms
  • Basic defaults
  • Elicitation questions
  • Almost no bugs
  • Near-future
  • Choice of rooms
  • Scheduling of equipment
  • Intelligent defaults
  • Integration with RADAR

11
Near-future system
Top-level control
backend
Representation
Optimizer
Elicitor
Plumbing
frontend
GUI
Console
RADAR
  • Short-term research
  • Learning of default preferences

12
Near-future system
Top-level control
backend
Representation
Optimizer
Elicitor
Plumbing
frontend
GUI
Console
RADAR
  • Short-term research
  • Learning of default preferences
  • Learning of elicitation questions

13
Long-term research
  • Contingency scheduling
  • Learning to collaborate with the user
  • Opportunistic and transfer learning
  • Planning and learning of strategies

14
Contingency scheduling
Top-level control
Representation
Optimizer
Elicitor
Plumbing
GUI
Console
RADAR
  • Identify critical uncertainties
  • Generate alternative schedules for different
    possible scenarios
  • Maximize similarity among these schedules
  • Help the user keep track of the alternatives

15
Collaboration learning
Top-level control
Representation
Optimizer
Elicitor
Plumbing
GUI
Console
RADAR
  • Collect data on the users decisions at
    different steps of scheduling
  • Assign credit or blame to each decision
  • Identify the areas of the users strengths,
    as compared to automated decisions

16
Opportunistic and transfer learning
Top-level control
Representation
Optimizer
Elicitor
Plumbing
GUI
Console
RADAR
  • Collect all useful information
  • Identify learning opportunities
  • Transfer the learning results among tasks
    within Space-Time Assistant
  • Make them available to other modules

17
Strategy planning and learning
Top-level control
Representation
Optimizer
Elicitor
Plumbing
GUI
Console
RADAR
  • Determine possible sequences of high-level
    actions
  • Search for most effective sequences
  • Learn heuristics and control rules that
    improve the search efficiency
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