NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten...
-
Upload
margaret-joseph -
Category
Documents
-
view
227 -
download
0
Transcript of NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten...
![Page 1: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/1.jpg)
NansenCloud – framework for synergistic remote sensing in the
Nansen GroupAnton Korosov, Morten W. Hansen
Nansen Environmental and Remote Sensing Center
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
![Page 2: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/2.jpg)
Challenges with remote sensing data usage
1. «Complex data» challenge: Complicate to open and process a dataset
2. «Big data» challenge: Expensive to download, store and process
many dataset
3. «Heterogeneous data»: Difficult to find a relevant dataset
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
![Page 3: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/3.jpg)
Challenges with remote sensing data usage
1. «Complex data» challenge: Complicate to open and process a dataset
2. «Big data» challenge: Expensive to download, store and process
many dataset
3. «Heterogeneous data»: Difficult to find a relevant dataset
× 5Scientific Council Meeting at the Nansen Center, 28 Nov 2014
![Page 4: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/4.jpg)
Challenge #1How to open and process a dataset ?
Scientist friendly Python toolbox for processing 2D satellite earth observation data.
The main goal is to facilitate:
•easy development and testing of scientific algorithms,•easy analysis of geospatial data, and•efficient operational processing.
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
https://github.com/nansencenter/nansat
![Page 5: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/5.jpg)
Nansat structure
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
G D A L
Re a de rs
M a p p e r sG iv e s m e a ning to the da ta by a dding us e m e ta da ta
E X P O R TAdds d is c ov e ry a nd us e m e ta da ta for d is s e m ina tion to the us e r c om m unity•Fig ure s•Ne tC D F•G e oTiff
S C IE N C ED e v e lopm e nt a nd te s t of a lg orithm s•Wind D opR IM‧•Ic e ‧C hlorophy ll •C urre nt
C O M M O N O P E R AT IO N S
•Re -proje c ti on•Tra ns e c t a na ly s is•S ubs e t ex tra c ti on …
E N V IS AT•Me ris•AS AR …
T E R R A & A Q U A
•Modis …O t h e r s o u r c e s
•NC E P•H irla m•D rifte rs …
O P e N D A P
NANSAT
Distribution of results (NORMAP)
![Page 6: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/6.jpg)
Example of Nansat application
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
![Page 7: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/7.jpg)
Details of Nansat application
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
1. Open MODIS dataset2. Process MODIS data with a SSS algorithm3. Export SSS data as netCDF file
4. Open netCDF local file with SSS5. Access online surface currents thought OpenDAP6. Collocate SSS and U/V7. Generate a nice-looking map:
Raster and vector layersColorbarMasksContinentsLongitude/latitude notation
![Page 8: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/8.jpg)
Ocean Salinity Science 2014, 26–28, November 2014, Exeter, UK
Original MODIS SSS and total surface current
![Page 9: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/9.jpg)
Morphed MODIS SSS and total surface current
Ocean Salinity Science 2014, 26–28, November 2014, Exeter, UK
![Page 10: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/10.jpg)
Ocean Salinity Science 2014, 26–28, November 2014, Exeter, UK
Morphed MODIS SSS and total surface current
![Page 11: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/11.jpg)
Ocean Salinity Science 2014, 26–28, November 2014, Exeter, UK
Morphed MODIS SSS and total surface current
Morphed MODIS SSS and total surface current
![Page 12: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/12.jpg)
Ocean Salinity Science 2014, 26–28, November 2014, Exeter, UK
Morphed MODIS SSS and total surface current
![Page 13: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/13.jpg)
Ocean Salinity Science 2014, 26–28, November 2014, Exeter, UK
Morphed MODIS SSS and total surface current
![Page 14: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/14.jpg)
Ocean Salinity Science 2014, 26–28, November 2014, Exeter, UK
Morphed MODIS SSS and total surface current
![Page 15: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/15.jpg)
And here comes animation...
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
![Page 16: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/16.jpg)
Where Nansat is used
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
• NERSC, Bergen, Norway NORMAP Aquamar MAIRES MyOcean GLOBCURRENT COCONET OC CCI (SI CCI) OVL
• NIERSC, Saint-Petersburg, Russia MONARCH-A MTRI NtsOMZ EURUCAS SWARP
• NERSCI, Kochin, India INDOMARECLIM
• Nansen-Tutu, Johannesburg, SAR• METNO, Bergen and Oslo, Norway
OpenWind• ODL, Brest, France
OVL
![Page 17: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/17.jpg)
Challenge #2. Big data
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
RS dataprovider files
CPU
USER
files
CPU
USERfiles
CPU
USER
![Page 18: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/18.jpg)
Challenge #2. Big dataSolution: Store and process data in one
place
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
RS dataprovider
files
CPU
USER
USER
USER
![Page 19: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/19.jpg)
Challenge #3: Heterogeneous data
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
Files
CPU
User
Web site
Operationalprocessing
![Page 20: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/20.jpg)
Challenge #3: User requires access
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
Files
CPU
User
Web site
Operationalprocessing
![Page 21: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/21.jpg)
Challenge #3: Web site requires access
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
Files
CPU
User
Web site
Operationalprocessing
![Page 22: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/22.jpg)
Challenge #3: Processing chain requires access
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
Files
CPU
User
Web site
Operationalprocessing
![Page 23: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/23.jpg)
Challenge #3. Solution: Unified interface
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
Files
CPU
User
Web site
Operationalprocessing
Database
D J A N G O
![Page 24: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/24.jpg)
Challenge #3: Interaction between centers
Scientific Council Meeting at the Nansen Center, 28 Nov 2014
![Page 25: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/25.jpg)
![Page 26: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/26.jpg)
![Page 27: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/27.jpg)
![Page 28: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/28.jpg)
![Page 29: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/29.jpg)
![Page 30: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/30.jpg)
![Page 31: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/31.jpg)
![Page 32: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/32.jpg)
![Page 33: NansenCloud – framework for synergistic remote sensing in the Nansen Group Anton Korosov, Morten W. Hansen Nansen Environmental and Remote Sensing Center.](https://reader036.fdocuments.net/reader036/viewer/2022062314/56649d775503460f94a585ff/html5/thumbnails/33.jpg)
Thank you!
Scientific Council Meeting at the Nansen Center, 28 Nov 2014