The View from Above
Often, accurate, and low-cost map
making from UAVs
Brandon Basso
Skolkovo Robotics Conference
March 1, 2014
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

what can we
see from
the air?
3D Robotics
o

170 Employees
•
•
•

Berkeley – Business, R&D
San Diego – Engineering
Tijuana – Manufacturing

o

Leading open universal autopilot

o

Ready to fly multirotors and fixed wing aircraft

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
The Community: DIY Drones

o
o
o

o
o

48,000 active users
2 million page views / month
8,000 blog posts
10,000 discussion threads
100,000 comments / year

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
32 bit ARM M4
Redundant sensors
Plane, copter, rover, boat
Android, Windows, Mac, Linux
100% open source
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Agriculture &
Aerial Survey
Brandon Basso 3D Robotics on Skolkovo Robotics 2014
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Mapping Workflow

Mission Definition

Aircraft Operation

Camera Operation

Data Handling

o user interface
o mission planning
o path planning

o takeoff/landing
o path (re)planning
o aircraft control

o camera settings
o camera triggering
o metadata recording

o
o
o
o

downlink
stitching
localization
post-processing
Long time-scale phenomena

Ryan Kunde, DRNK Wines

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
Short time-scale phenomena

Airphrame

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
NDVI Health

3DR, Merced, 2013

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
Post flight analysis

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Fly every hour
Auto takeoff, auto land
Complexity
1-3 hours endurance
Disposability
1 centimeter/pixel
Utility
1-5km2 area
<$1000
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Complexity

Tablets, not handsets
Disposability and the “cost spiral”

Disposable robots.

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
Utility

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Robot?

...or washing machine?
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Questions?
brandon@3dr.com
@3Drobotics
Extra

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Economic Potential
US Crop Loss:
$28 billion

Weeds 32%

Disease 39%

0.5X

x

Pest 29%
Sharma, Plant Pathology, 2006.
Disposability

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

How

Cost
Frequency

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Cost

Established
Practices

Yield

Plan

Plant

Grow

Harvest

Months

Hours/days

Months

Hours/Days

Closed-loop farming.
High Benefit, Low Barrier

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Ardupilot evolution

• Arduino
• Thermopile

• Arduino
• IMU

• Multicopter
• Single board

• Sensors
• Packaging

• ARM Cortex M4
• 32 bit
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Complexity

Tractors, not robots.
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Why Agriculture?
Arducopter: 2011-2014

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Landscape

Ryan Kunde, DRNK Wines
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Platforms

Plane
•
•
•
•

3kg airframe + payload + battery
Endurance: 30min – 3hrs
Coverage: 5km2
Operation
• Auto takeoff/land
• More susceptible to wind

Copter
•
•
•
•

2kg airframe + payload + battery
Endurance: 10min – 30min
Coverage: 1km2
Operation
• Auto takeoff/land
• More points of failure
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Plane v. Copter
Plane – 150m
5cm/pixel

Copter – 50m
<1cm/pixel
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Aerial mapping today

Frequency
Cost
Resolution

Frequency
Cost
Resolution

Frequency

Cost
Resolution
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

Fly every hour
Auto takeoff, auto land
5 pounds payload
1-3 hours endurance
1 centimeter/pixel
Data

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
GIS

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

3DR, San Diego, 2013
Digital Elevation Model

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
Point Cloud

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
3D Reconstruction

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

False Color

3DR, Sonoma, 2013

GreenBlue = (G-B)/(G+B)
Advanced Features
o
o
o
o

Precise georeferencing
Real-time path planning
Multiple aircraft control
Vision-based event detection

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery
Summary

 Why Agriculture
 Three Messages
 Existing Solutions
 Aerial Imagery

The challenge and the opportunity.

x

0.5X

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Brandon Basso 3D Robotics on Skolkovo Robotics 2014

  • 1. The View from Above Often, accurate, and low-cost map making from UAVs Brandon Basso Skolkovo Robotics Conference March 1, 2014
  • 2.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery what can we see from the air?
  • 3. 3D Robotics o 170 Employees • • • Berkeley – Business, R&D San Diego – Engineering Tijuana – Manufacturing o Leading open universal autopilot o Ready to fly multirotors and fixed wing aircraft  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 4. The Community: DIY Drones o o o o o 48,000 active users 2 million page views / month 8,000 blog posts 10,000 discussion threads 100,000 comments / year  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 5. 32 bit ARM M4 Redundant sensors Plane, copter, rover, boat Android, Windows, Mac, Linux 100% open source
  • 6.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Agriculture & Aerial Survey
  • 8.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Mapping Workflow Mission Definition Aircraft Operation Camera Operation Data Handling o user interface o mission planning o path planning o takeoff/landing o path (re)planning o aircraft control o camera settings o camera triggering o metadata recording o o o o downlink stitching localization post-processing
  • 9. Long time-scale phenomena Ryan Kunde, DRNK Wines  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 10. Short time-scale phenomena Airphrame  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 11. NDVI Health 3DR, Merced, 2013  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 12. Post flight analysis  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 13.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Fly every hour Auto takeoff, auto land Complexity 1-3 hours endurance Disposability 1 centimeter/pixel Utility 1-5km2 area <$1000
  • 14.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Complexity Tablets, not handsets
  • 15. Disposability and the “cost spiral” Disposable robots.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 16. Utility  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Robot? ...or washing machine?
  • 17.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Questions? brandon@3dr.com @3Drobotics
  • 18. Extra  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 19.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Economic Potential US Crop Loss: $28 billion Weeds 32% Disease 39% 0.5X x Pest 29% Sharma, Plant Pathology, 2006.
  • 20. Disposability  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 21.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery How Cost
  • 22. Frequency  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Cost Established Practices Yield Plan Plant Grow Harvest Months Hours/days Months Hours/Days Closed-loop farming.
  • 23. High Benefit, Low Barrier  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 24.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Ardupilot evolution • Arduino • Thermopile • Arduino • IMU • Multicopter • Single board • Sensors • Packaging • ARM Cortex M4 • 32 bit
  • 25.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 26.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Complexity Tractors, not robots.
  • 27.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Why Agriculture?
  • 28. Arducopter: 2011-2014  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 29.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Landscape Ryan Kunde, DRNK Wines
  • 30.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Platforms Plane • • • • 3kg airframe + payload + battery Endurance: 30min – 3hrs Coverage: 5km2 Operation • Auto takeoff/land • More susceptible to wind Copter • • • • 2kg airframe + payload + battery Endurance: 10min – 30min Coverage: 1km2 Operation • Auto takeoff/land • More points of failure
  • 31.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Plane v. Copter Plane – 150m 5cm/pixel Copter – 50m <1cm/pixel
  • 32.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Aerial mapping today Frequency Cost Resolution Frequency Cost Resolution Frequency Cost Resolution
  • 33.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery Fly every hour Auto takeoff, auto land 5 pounds payload 1-3 hours endurance 1 centimeter/pixel
  • 34. Data  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 35. GIS  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery 3DR, San Diego, 2013
  • 36. Digital Elevation Model  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 37. Point Cloud  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 38. 3D Reconstruction  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 39.  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery False Color 3DR, Sonoma, 2013 GreenBlue = (G-B)/(G+B)
  • 40. Advanced Features o o o o Precise georeferencing Real-time path planning Multiple aircraft control Vision-based event detection  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery
  • 41. Summary  Why Agriculture  Three Messages  Existing Solutions  Aerial Imagery The challenge and the opportunity. x 0.5X