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Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Landmarks, the Universe, and Everything Julie Porteous Laura Sebastia J org Hoffmann Teesside University, UK Universidad Polit ecnica de Valencia, Spain Saarland University,


  1. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Landmarks, the Universe, and Everything Julie Porteous Laura Sebastia J¨ org Hoffmann Teesside University, UK Universidad Polit´ ecnica de Valencia, Spain Saarland University, Germany June 13, 2013 Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 1/13

  2. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 1

  3. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 1 Imagine there’s no Landmarks It’s easy if you try No benchmarks below us Above us only Blai Imagine all the planners Planning for real

  4. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 1 Imagine there’s no Landmarks It’s easy if you try No benchmarks below us Above us only Blai Imagine all the planners Planning for real

  5. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2

  6. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2 Planning, planning, planning,

  7. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2 Planning, planning, planning, P-D-D-L scanning,

  8. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2 Planning, planning, planning, P-D-D-L scanning, Keep ’em planners planning, ICAPS!

  9. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2 Planning, planning, planning, P-D-D-L scanning, Keep ’em planners planning, ICAPS! Uncertain durations,

  10. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2 Planning, planning, planning, P-D-D-L scanning, Keep ’em planners planning, ICAPS! Uncertain durations, Truth ramifications,

  11. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2 Planning, planning, planning, P-D-D-L scanning, Keep ’em planners planning, ICAPS! Uncertain durations, Truth ramifications, Wishing FF was by my side!

  12. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2 Planning, planning, planning, P-D-D-L scanning, Keep ’em planners planning, ICAPS! Uncertain durations, Truth ramifications, Wishing FF was by my side! My soft goals they are kissin’

  13. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2 Planning, planning, planning, P-D-D-L scanning, Keep ’em planners planning, ICAPS! Uncertain durations, Truth ramifications, Wishing FF was by my side! My soft goals they are kissin’ My landmarks have gone missin’

  14. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2 Planning, planning, planning, P-D-D-L scanning, Keep ’em planners planning, ICAPS! Uncertain durations, Truth ramifications, Wishing FF was by my side! My soft goals they are kissin’ My landmarks have gone missin’ My stubborn set has turned off the light.

  15. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Song # 2 Planning, planning, planning, P-D-D-L scanning, Keep ’em planners planning, ICAPS! Uncertain durations, Truth ramifications, Wishing FF was by my side! My soft goals they are kissin’ My landmarks have gone missin’ My stubborn set has turned off the light.

  16. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Agenda

  17. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Agenda: Stage 0 (The Dark Ages)

  18. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Once Upon a Time, There Was a Landmark . . . Verbatim from [Porteous et al. (2001)]: initial state goal D C B A B C A D Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 2/13

  19. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References What Are Landmarks? Problem: Bring key B to position 1. Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 3/13

  20. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References What Are Landmarks? Problem: Bring key B to position 1. Landmarks: Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 3/13

  21. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References What Are Landmarks? Problem: Bring key B to position 1. Landmarks: robot-at-2, robot-at-3, robot-at-4, robot-at-5, robot-at-6, robot-at-7. Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 3/13

  22. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References What Are Landmarks? Problem: Bring key B to position 1. Landmarks: robot-at-2, robot-at-3, robot-at-4, robot-at-5, robot-at-6, robot-at-7. Lock-open, Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 3/13

  23. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References What Are Landmarks? Problem: Bring key B to position 1. Landmarks: robot-at-2, robot-at-3, robot-at-4, robot-at-5, robot-at-6, robot-at-7. Lock-open, Have-key-A, Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 3/13

  24. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References What Are Landmarks? Problem: Bring key B to position 1. Landmarks: robot-at-2, robot-at-3, robot-at-4, robot-at-5, robot-at-6, robot-at-7. Lock-open, Have-key-A, Have-key-B, Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 3/13

  25. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References What Are Landmarks? Problem: Bring key B to position 1. Landmarks: robot-at-2, robot-at-3, robot-at-4, robot-at-5, robot-at-6, robot-at-7. Lock-open, Have-key-A, Have-key-B, . . . → A landmark is a fact that is true at some point on every solution plan. Find landmarks in a pre-process to planning. Can also find landmark orderings L ≤ L ′ . Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 3/13

  26. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References And Now? Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 4/13

  27. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References And Now? Well, some guy (me, that is) proposed to use this for problem decomposition, but never mind that. Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 4/13

  28. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References And Now? Well, some guy (me, that is) proposed to use this for problem decomposition, but never mind that. ps. Actually, see [Vernhes et al. (2013)] for an interesting modernized version! Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 4/13

  29. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Agenda: Stage 1 (Preparing for Take-Off)

  30. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Agenda: Stage 1 (Preparing for Take-Off)

  31. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References How To Use Landmarks! Problem: Bring key B to position 1. Landmarks set { LM } : robot-at-2, robot-at-3, robot-at-4, robot-at-5, robot-at-6, robot-at-7. Lock-open, Have-key-A, Have-key-B, . . . → h ( s ) := |{ LM } \ s | . (”Number of open items on the to-do list”) Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 6/13

  32. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References How To Use Landmarks! Problem: Bring key B to position 1. Landmarks set { LM } : robot-at-2, robot-at-3, robot-at-4, robot-at-5, robot-at-6, robot-at-7. Lock-open, Have-key-A, Have-key-B, . . . → h ( s ) := |{ LM } \ s | . (”Number of open items on the to-do list”) We can analyze orders and interferences to “put an item back on”. Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 6/13

  33. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References How To Use Landmarks! Problem: Bring key B to position 1. Landmarks set { LM } : robot-at-2, robot-at-3, robot-at-4, robot-at-5, robot-at-6, robot-at-7. Lock-open, Have-key-A, Have-key-B, . . . → h ( s ) := |{ LM } \ s | . (”Number of open items on the to-do list”) We can analyze orders and interferences to “put an item back on”. LAMA combines this with relaxed plans, iterated WA ∗ , . . . [Richter et al. (2008); Richter and Westphal (2010)] Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 6/13

  34. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References How To Use Landmarks! Problem: Bring key B to position 1. Landmarks set { LM } : robot-at-2, robot-at-3, robot-at-4, robot-at-5, robot-at-6, robot-at-7. Lock-open, Have-key-A, Have-key-B, . . . → h ( s ) := |{ LM } \ s | . (”Number of open items on the to-do list”) We can analyze orders and interferences to “put an item back on”. LAMA combines this with relaxed plans, iterated WA ∗ , . . . [Richter et al. (2008); Richter and Westphal (2010)] Credits to [Zhu and Givan (2003)] for their “forgotten work” . . . ! Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 6/13

  35. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References The Impact of Stage 1 Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 7/13

  36. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References The Impact of Stage 1 Julie Porteous Laura Sebastia J¨ org Hoffmann Landmarks, the Universe, and Everything 7/13

  37. Stage 0 Stage 1 Stage 2 Stage 3 Stage 4 References Agenda: Stage 2 (Leaving the Atmosphere)

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