$30 off During Our Annual Pro Sale. View Details »

A Modern Perspective from “Dual Citizenship” in Academia and Industry

Avik De
September 25, 2019
46

A Modern Perspective from “Dual Citizenship” in Academia and Industry

This talk was given at the GRASP 40 year celebration

Avik De

September 25, 2019
Tweet

Transcript

  1. A Modern Perspective from “Dual Citizenship” in
    Academia and Industry
    Avik De
    Cofounder & CTO, Ghost Robotics (Philadelphia)
    Postdoc (Harvard SEAS); Ph.D. (UPenn 2017)

    View Slide

  2. Fielded legged robotics: status update
    Vision-60 (35kg, 12dof)
    Research Scientific Commercial
    Jerboa (3kg, 4dof)
    Minitaur (6kg, 8dof direct drive)

    View Slide

  3. Perspectives on (legged) robot control
    [Raibert (1986)]
    Simple controllers →
    Complex systems/tasks?
    Generalizable solutions
    • Across tasks
    • Across platforms
    [Ting et. al. Neuron (2015)]
    In Biology In Robotics
    [Seyfarth (2015) [De (2017)]
    [Schaal (2006)]
    [Posa et al (2014)]
    [Boston Dynamics (2019)]

    View Slide

  4. Thesis: Modularity in Robot Control (Reduction + Composition)
    Classical (analytical) view
    Templates are themselves compositions
    [Full and Koditschek (1999)] “Templates and anchors…”

    View Slide

  5. Applications
    [Shamsah, De, Kod (IROS 2018)]
    [De, Kod in IJRR (2018)]
    Minitaur bounding, trotting, pacing, pronking Jerboa tailed hopping
    [De, Kod (ICRA 2014)]

    View Slide

  6. Ghost Robotics technical direction: modularity through hierarchy
    ?
    Abstraction benefits
    • Reduced
    (re)development
    • Computational
    simplification
    • Model-robustness
    Spirit 40

    View Slide

  7. Consequence on development: GR Vision 60 design history
    2018 2019
    v1.0 v2.0
    v3.0
    Q1 Q1
    v3.5
    Q2 Q2
    Q3 Q3
    Q4 Q4

    View Slide

  8. Reduction (anchoring) exposes templates: reactive quadrupedal walking
    Event-driven coupled
    swing leg oscillators
    Trot walk
    Crawl walk

    View Slide

  9. Dimension reduction and “reflexes” for perturbation rejection

    View Slide

  10. Details of these reflexes make a huge difference in practice: outdoors
    “Details”
    • Slope estimation
    • Slip detection and
    handling
    • Stubbing detection
    and handling
    • Early/late contact
    handling
    • “Re-swing” reflexes
    • …

    View Slide

  11. Details of these reflexes make a huge difference in practice: indoors

    View Slide

  12. Can go further: templates are inevitable
    • Subject to anchoring posture control,
    • With sufficient actuated DOFs,
    • (degrades gracefully with fewer)
    • Reduced dynamics at least contain IP.
    [De, Topping, Kod (in prep)]
    Back from commercial to research!

    View Slide

  13. Emphasize scientific fundamentals: push on efficiency
    * Estimated from public specs
    ** MIT cheetah is larger, “actuators only”
    mechanical (not total) COT, carrying a small battery
    [Seok et. al. (2015)]
    Robot Cost of Transport
    Vision 60 v3.5 0.80
    Vision 60 v4.0 0.54
    Boston Dynamics Spot 0.91*
    MIT Cheetah 0.46**
    Type Power (W)
    Motors Mechanical 210
    Low level electronics Electrical 20
    Blind locomotion Algorithmic <1
    Gait planner Algorithmic <5
    Autonomy Algorithmic 15
    GR Vision 60 v3.5 power budget

    View Slide

  14. Perspectives from mixing research with commercial viability
    Why do we need Universities?
    • Training
    • “Five-year problems”
    • Intellectual boldness
    Why do we need companies?
    • Motivation
    • Platforms
    • $$$
    • “Details” reveal research problems
    [De (2017)]
    BD Spot GR Vision ANYmal
    [Boston Dynamics (2019)]

    View Slide

  15. Impact on the individual
    What does an (academic/researcher/engineer)
    of the future look like?
    • Beneficial to draw on both
    • Unclear
    • Incentive structures around IP
    • Trade secrets vs. publishing
    • Entities like GRASP can help by defining next-generation norms!
    Academia Company
    Individual

    View Slide