Interdrone 2015 Notes: Difference between revisions

Line 124: Line 124:
** Railroad wants UAV to monitor tracks in front of trains looking for issues with tracks
** Railroad wants UAV to monitor tracks in front of trains looking for issues with tracks
** Farmers are looking for ways to safely use UAV without LOS by monitoring airspace for incoming commercial aircraft
** Farmers are looking for ways to safely use UAV without LOS by monitoring airspace for incoming commercial aircraft
* FAA - Department of Transportation interactions take a lot of time

Revision as of 18:04, 10 September 2015

From Interdrone 2015

People

  • Diane

Areas for Further Research

Crowd Analytics through Facial Recognition

Eyeris

Software package called ImoVu - Deep Learning architecture for image processes that imitates human recognition

  • Vision for Embedded Systems
  • 97% accurate
  • 140 FPS on i7 processor
  • Ambient Intelligence (AML) - Electronic environments that are sensitive and responsive to the presence of people.
  • Minimal required resolution for a face: 50x50px, Ideal 70x70px
  • Does not use FACS
  • Uses OpenCV open source software to identify faces and for some devices, sometimes falls back to the devices facial recognition
  • This software is not useful for things or places (only people)
  • Allows for
    • Access to Hard to reach places
    • Large coverage area
    • Eye Level
    • Improved angles


  • Trained For
    • 5 Major ethnic groups
    • 5 age groups
    • 2 genders
    • 10 lightning conditions
    • 13 head poses
    • supervised and unsupervised
    • different camera structures
    • different resolution
    • different face attributes
      • Joy
      • Surprise
      • Sadness
      • Disgust
      • Anger
      • Fear
      • Neutral

3D Mapping

  • mark@visuallaw.com
  • sketchfab - 3d modeling software
  • pointcloud
  • DroneDeploy - android app for creating 3d mesh and orthomap ($300 a month)
  • Pix4D - the primary software for creating 3 modeling of terrain
  • Adjisoft Photoscan (?) - Competitor to pix4d
  • Autodesk is working on comparable software

DroneKit

Flying in Wind: State Estimation for UAS

  • Douglas Weibel, PHD
  • Wind - a vector velocity field with spatial and temporal variation
  • Wind has structured (predictive) and random properties (turbulence) that are difficult to model
  • State
    • Attitude (Roll, Pitch, Yaw, Roll Rate, Pitch Rate, Yaw Rate)
    • Attitude Rates
    • Position
    • Velocity
  • Other possible states
    • Wind Paramters
    • Height over ground
    • Battery energy
    • gyro bias
    • accel bias
  • Attitude Estimation
    • Stabilized Sub Platform
    • Whabba's problem
    • Integration
    • Combined
  • Contempory Sensors
    • Gyros
    • Accelerometers
    • Magnetomers
    • GPS Baseline
    • Thermopile
    • Elecstratic potential
    • Opical sensors
  • Federated Filter
  • Attitude Filter ( Cascaded Filter )

Applications of Rotation Matrices and Matrix-Vector Algebra in Autopilots

Bill Premerlani

  • A rotation matrix is a linear homegeneous transformation
  • Tensor

FAA Regulations: Past, Present, and Future

  • Jim Williams
  • Drones are named from the first unmanned aircraft in Britain during WW1
  • [1]
  • FAA cant regulate anything congress doesn't give them authority over
  • Required for an aircraft to be regulated
    • Approved Pilot
    • Aircraft Certificate
  • Code of Federal Regulations (91.113) - you must be able to see and avoid other aircraft (thus-- you need a 333)
  • COWA - Certificate of Waiver or Authorization
  • AC - 91.57A new AC that regulates RC hobby
  • AC's are not regulatory
  • CFR 14 91.13 Careless and Reckless Operation
    • Aircraft operations for the purpose of air navigation. No person may operate an aircraft in a careless or reckless manner so as to endanger the life or property of another.
    • Don't do stupid things that put people in the air at risk.
  • 14 CFR Part 107 creates new rules for small unmanned aircraft systems
  • Examples
    • CNN is looking at tethered aircraft (tether provides power) - Power Electronics 01
    • Railroad wants UAV to monitor tracks in front of trains looking for issues with tracks
    • Farmers are looking for ways to safely use UAV without LOS by monitoring airspace for incoming commercial aircraft
  • FAA - Department of Transportation interactions take a lot of time