potential of uav for field sensing advanced remote sensinghonda/textbooks/advrs/uav_class.pdf ·...

20
\ HONDA Kiyoshi Int’l Digital Earth Applied Science Research Center (IDEAS) Chubu University [email protected] Potential of UAV for field sensing Advanced Remote Sensing UAV ( Unmanned Aerial Vehicle ) became realistic sensor platform for agriculture Monitoring of rice field at Aichi Irrigation Command Area in Handa City

Upload: vudang

Post on 23-Mar-2018

219 views

Category:

Documents


4 download

TRANSCRIPT

\

HONDA Kiyoshi Int’l Digital Earth Applied Science Research Center (IDEAS)

Chubu University [email protected]

Potential of UAV for field sensing!!

Advanced Remote Sensing�

UAV ( Unmanned Aerial Vehicle ) became realistic sensor platform for agriculture

Monitoring of rice field at Aichi Irrigation Command Area in Handa City�

]

!  Unmanned Air Vehicle(UAV) or System(UAS) !  Long history of no-pilot aircraft development !  From Military to Civil Applications !  Recent Development

!  Sophisticated sensor fusion control !  Autopilot !  Low-Cost !  3D solution – software

!  Great potential for application !  Utilizing UAV as a sensor platform !  Fixed Wing – Rotor Type !  100g to several 10 kg payload

UAV Overview

!  Civil application !  Reconnaissance, Security !  Surveying – topographic !  Scientific monitoring – Air Pollution… !  Agriculture - Pesticide application, Monitoring !  Video shooting !  Logistics – Pizza, DHL, medicine !  Disaster – Nuclear power plant, volcanic eruption… !  Etc.

UAV Applications

!  Multi-scale RS !  Filling Gap between Satellite-Aircraft

and Ground Sensors/Measurement !  Satellite – Global –> several 100sq.km !  Aircraft – several 100sq.m - several

10 sq.km !  UAV – 10 sq.km – 0.1 sq.km

!  Of course depends of capability of platform

!  Flying below cloud level – !  Meter ( rota) to 300m or higher

!  Mobility – Just fly ( small UAV) !  Very high resolution 10 cm – mm !  Low-cost !  Multi-stereo-image -> 3D

UAV as a remote sensing platform

!  Limitation !  Flying duration !  Coverage !  Payload !  Legal regulation !  Limited sensor weight

HPC (GPGPU, Cluster, GRID)

Scenario Simulation

Satellite RS

Modeling on Big Data for Scenario Simulation

Sensor Network

ZReal Time Update

Cloud & Data Integration

Model Calibration

Comparison of Satellite LAI and Simulated LAI

0

1

2

3

4

5

0 30 60 90 120 150 180 210 240 270 300 330 360

DOY

LAI

LAI_satLAI_sim

UAV

Agri. Machines, Application records

Yield, Soil, etc.

Weather

Crop Model

Decision Making

_

!  Small and Low-Cost Sensors !  New Field Platforms !  Mobile Internet !  Real-time field information from anywhere !  Environment, Disaster, Agriculture, Logistics, etc. !  Monitoring Panel, Early Warning, Simulation

+ Mobile Internet

Low Cost Sensor CO2: SenseAir

Field Platform FieldServer: NARC

Ubiquitous Field Sensor Network

Ubiquitous Field Sensor Network

Field Sensor Application Sensor Back-end Cloud Service

cloudSense Sensor Back-end Cloud Service

Based on Int’l Standard

Low Cost Implementation/Operation and Interoperability

cloudSense

The system is used in Japan

Cooperative with Dr.Nagai, University of Tokyo, Japan

Utilizing UAV as a real-time Sensor Network Node

Information while flying to rescue team

cloudSense�

!  senseFly ( Switzerland ) !  autoPilot !  Payload 150grams !  Georeference Mosaic

Service !  100-130Euro/sq.km

!  DEM Service !  400-520Euro/sq.km

!  Option to Change Camera to Arm7 Linux

!  Approx. 10,000USD !  Video (0:40)

Sensefly - swinglet

a

Agriculture Project In Obihiro Flying Under Cloud

Usual RGB image

b

NIR Image

Resolution from 100m altitude

c

Flight Planning Deciding Area, Resolution, Overlap

Flight Monitoring, Actual Flight Pat, Offload many photos

d

Data Processing Image Matching, External Orientation, Dense Matching, 3D Reconstruction, Projection, Mosaic

Proprietary – Pix4Mapper, etc.

Free – SfM, etc.

Structure from Motion (SfM)

Ortho-mosaicing

Mosaic and Publishing

\[

3D Processing

Mr. Kumpee Teeravech http://www.youtube.com/watch?v=_gp08IAr6Rc�

Easy Autopilot UAV

http://www.youtube.com/watch?v=egbDu1iLOQw�

\\

!  HiSystems (Gemany ) !  half autonomous flight !  Set waypoints !  Payload 0.8-1kg !  Video

Mikrokopter

!  Microdrones(Gemany ) !  autonomous flight !  MD4-200

!  200g payload

!  MD4-1000 !  1,200g payload

!  Video (1:55)

Microdrones

\]

!  $�;��~�����(Japan )

!  autonomous flight !  Generation of DEM !  Video

Falcon-PARS

!  Long-range UAV !  1,400km !  Video

FUJI-IMVAC

D>OU1400km

http://www.youtube.com/watch?feature=player_embedded&v=usRJ9eqpOx4#t=255�

\

Field Touch Overview�

"  Higher Yield "  Better Quality "  Land Management "  Cost reduction "  Risk Management "  Inherit/Sharing Farming Skill

Crop, Land, Weather Monitoring�

Farm log / SNS�

Scenario Simulation�

Precision Farming

Satellite / Aircraft / UAV observation�

Field Sensor Network�

Application�

Cloud based Data source�

Native or OGC API�

Real Time and spatial information for decision making�

Own or External sensing devices�

An information platform to provide useful information on crop cultivation to farmers and other stakeholders�

Fieldtouch Agri. Info Service

!  Development led by IHI. Chubu U provides sensor cloud, simulation and UAV technology

!  Support Precision Farming using Satellite RS, Sensor Network, Simulation Technologies

!  Currently serving to 120 Farmers in Hokkaido/Japan

!  Going to be world wide

High-Resolution Satellite RS updated every two weeks. Monitor spatial variability of growth in fields to adjust fertilizer. Airborne and UAV images will be integrated in 2013.�

Real time weather, soil moisture, photos, Processed as a convenient form such as temp accumulation graphs. Heavy access from farmers every morning. cloudSense provides data via SOS, enabling quick adding/modification of sensor nodes

Agricultural treatment history�

\_

Copyright © 2013 IHI Corporation All Rights Reserved.� ^[�Copyright © 2013 IHI Corporation All Rights Reserved.� ^[�

Cessna 9.9km2(4720m×2115m) 10�50km2 / flight 1�5m Various type of sensors

Sensefly SwingletCam/ eBee 1�10km2 / flight 5�10cm resolution Super high reso, easy depoloyment

RapidEye 3,500km2 6.5m resolution 2 – 3 image/month distribution

Satellite B, G, R, RE, NIR

Aircraft Hyper Spectral / NIR

Camera�

UAV RGB/NIRGB Camera�

Multi-scale Remote Sensing �

Swinglet CAM�

UAV : Obihiro : 2013-08-02

NIR (8cm) 38 images VIR (8cm) 39 images

\

UAV : Obihiro : 2013-08-02

NIR G B

R G B

NDVI = NIR− REDNIR+ RED

DN value

DN value

UAV-RapidEye NDVI Comparison

RapidEye (6.5m) UAV (8cm)

Overall Tendency is satisfactory, however variability in a farm is influenced by mosaicing, e.g. different RGB, NIRGB camera position, different exposure, different location in images ( vignetting )�

\a

Ikemori-NDVI

R-NDVI

G-NDVI B-NDVI

•  Similar results for flight-2 and flight-4

G/B from VIS

G/B from NIR

Generating topographic data from UAV images to understand the angulations of famr lands. Higher places are always dry and growth of crops is not better. UAV8�lx3Y���{7&f��tN�{),

Yk�'puknv�6moko7Av#kg

\b

Precision Farming� fertilizer application map based on NDVI from satellites�

GPS Controlled fertilizer applicator�

Continuous monitoring by satellite NDVI�

As one of Agricultural Robots

T. FUKATSU, NARO, /1�H+C�hJSPS;:M�E((B)24780252i�

From: Parrot SA http://www.parrot.com/usa/ces/�

\c

Nuclear waste contamination monitoring Rotor Type Great freedom in flying paths and payload sensors, But not a long flight range

Fixed wing type Long range but vertical photos�

•  Becoming rapidly popular in various application fields •  Several cm ground resolution with grate mobility •  Mosaicing and 3D re-constrution •  Flexible sensor configuration ( 100g to several kg ) •  Under cloud flight is possible

Visible and Near Infrared Camera�

Video Behind

Geiger Counter�

De-contaminated Forest (Numeri, Fukushima)

Link to mosaic�http://tesla2.isc.chubu.ac.jp/uavmosaics/iitate.html�

Decontaminated Forest�

3D Model�

\d

De-contaminated Forest (Numeri, Fukushima)

WF��pt42��t <K5 Volume measurement of contaminated soil in Sugaya, Fukushima

Link to Report�

Pyramid Identification Numbering

RGB

Sample Data & Total Volume

Pyramid No. Volume (m3)

1 324.73 15 2,415.58

30 147.92

Total Volume

25,134.86

����� 3D K5

DSM extraction using RGBeas reference

Flight 17 Nov 2013�

��}~�

�����*�q9���

3D Model�

Link to Mosaic�

����� Movie

][

WF��ptUAVswz=�?R Radiation Measurement at Sugaya, Fukushima by UAV

?RKtGPSLS����fUAVt�s-P�q� GPS�UAVt�Qs-P�qt�����

GPS record from the geiger counter ( unstable ) was matched with a GPS set on the UAV�

Video of KML Kumpee�

KML�

You tube�

uSv/h�

I��.mk�������pY?Rg���|�ptXG���������u�VrtpB�XGt"Jjyg?RK���u��0T �rtpTime ��{!@%g

West pyramids show higher radiation. Auto flight to fix the course is required. Time lag of the observation to be considered.�

Summary�

!  High potential as sensing platforms !  New applications

!  Agriculture !  Field Survey�!  Security !  Logistics !  Disaster

!  Keep updated