AIAA SciTech 2016: Assured Autonomy Panel

18
05 January 2016 AIAA SciTech 2016 AIAA SciTech 2016 Assured Autonomy Panel Describing Autonomy for System Assurance State of the Art in Autonomy B. Danette Allen, PhD Head, Autonomy Incubator NASA Langley Research Center 06 January 2016 NASA LaRC Autonomy Incubator

Transcript of AIAA SciTech 2016: Assured Autonomy Panel

05 January 2016 AIAA SciTech 2016

AIAA SciTech 2016

Assured Autonomy Panel

Describing Autonomy for System AssuranceState of the Art in Autonomy

B. Danette Allen, PhDHead, Autonomy Incubator

NASA Langley Research Center06 January 2016

NASA LaRC Autonomy Incubator

05 January 2016 AIAA SciTech 2016 2

Autonomy Incubator R&DSearch & Rescue Under the Canopy

Technical Focus is… safe reliable resilient mobility and manipulation in dynamic, unstructured, and data-deprived environments.

Innovative Vehicles

SensorsOver 70k cu ft of indoor flying space

Detect and Avoid (DAA)#DancesWithDrones

Science Missions

RT Collaborative Multi‐UAV 4D Trajectories

HSI: NaturalInteraction

Package Delivery

ClassificationLocalization

05 January 2016 AIAA SciTech 2016

Three Goals & Many Challenges

3

Autonomy Challenges• Human‐Machine Interaction• Data‐rich/degraded/deprived 

environments• Size, Weight And Power (SWAP) • Sensor Fusion• Adaptive Control• Geo‐containment• Sense/Detect and Avoid (DAA)• Precision navigation• Localization• Adaptation and Learning• Performance Standards• Verification and Validation (V&V)• Certification/Trust• Test and Evaluation (T&E)

1. Build a Multi‐Disciplinary Team• Mechanics/Electronics/• Controls• Computer Science/Programming• Psychology/Human Factors• Machine Learning• Signal Processing/Computer Vision

2. Enable New Missions• Space• Aeronautics• Science

3. Create a Testbed for Autonomous Systems• Open Software Architecture (AEON)

– Data Distribution Service (DDS)• Langley Autonomy & Robotics Center• CERTAIN

05 January 2016 AIAA SciTech 2016

Mars Mission: Sample Return

4

05 January 2016 AIAA SciTech 2016

Asteroid Redirect Mission

5

05 January 2016 AIAA SciTech 2016

In‐Space Assembly

6

05 January 2016 AIAA SciTech 2016 7

Notional Earth Science Mission

05 January 2016 AIAA SciTech 2016

Human Machine Teaming

8

05 January 2016 AIAA SciTech 2016

Human Machine Teaming

9

05 January 2016 AIAA SciTech 2016

Human Machine Teaming

10

05 January 2016 AIAA SciTech 2016

Multi‐Agent Collaborative Trajectories

11

Working with UIUC

05 January 2016 AIAA SciTech 2016 12

Object Detection and Classification

• 3D Space Classification– Detect– Classify– Locate the object in 3D space

A point cloud visualizationObject classified as “person”

Multiple objects classified: person and chair

Multiple objects classified:kennel, flowers, 

05 January 2016 AIAA SciTech 2016

Object Avoidance / Path (re)planning(#DancesWithDrones)

13

05 January 2016 AIAA SciTech 2016 14

Obstacle Avoidance under Tree Canopy

• Operator trains avoidance model• UAV autonomously navigates through cluttered environment

Pilot CorrectionAlgorithm

05 January 2016 AIAA SciTech 2016

Data‐deprived Navigation

15

Robust Visual Odometry

Mars Electric Reusable Flyer

05 January 2016 AIAA SciTech 2016

Safe Reliable Resilient Performance

16

05 January 2016 AIAA SciTech 2016 17

Autonomy Incubator R&DSearch & Rescue Under the Canopy

Technical Focus is… safereliable resilient mobility and manipulation in dynamic, unstructured, and data-deprived environments.

Innovative Vehicles

SensorsOver 70k cu ft of indoor flying space

Detect and Avoid (DAA)#DancesWithDrones

Science Missions

RT Collaborative Multi‐UAV 4D Trajectories

HSI: NaturalInteraction

Package Delivery

ClassificationLocalization

05 January 2016 AIAA SciTech 2016 18

Thank You

B. Danette AllenSenior Scientist for AutonomyHead, Autonomy [email protected]

Blog: http://autonomyincubator.blogspot.com/Twitter:  @AutonomyIncub8rInstagram: @AutonomyIncubator