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Department of Geography SPECCHIO - Update Andy Hueni 1 1 Remote Sensing Laboratories, University of Zurich, Switzerland OPTIMISE Meeting Cyprus, 2017 3/3/2017 Page 1

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Page 1: SPECCHIO - Updateoptimise.dcs.aber.ac.uk/wp-content/uploads/Session6_Andy... · 2017. 3. 8. · c t r o s c o p y Physics, Data Acq uisition Fundamentals and Best Practices Raw Data

Department of Geography

SPECCHIO - Update

Andy Hueni1

1 Remote Sensing Laboratories, University of Zurich, Switzerland

OPTIMISE Meeting

Cyprus, 2017

3/3/2017 Page 1

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Department of Geography

Agenda

• Updated Architecture

• Metadata: new or important metadata for Spectral Ground Control Points

• Interfacing: supported programming languages

• Programming Course

• New Web Interface

3/3/2017 Page 2

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Department of Geography

UserWorksta on

GlassfishApplica onServer&WebServer

MySQLDatabaseServer

HTTPSPort

JavaVM(JRE1.6)

SPECCHIOAppPureJava

SPECCHIODB

HigherLevelLanguages

AppwithSPECCHIO

Javacomponents

Port3306

SPECCHIOServer

WebBrowserInterfaceArchitecture

Page 3

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Department of Geography

Metadata: new or important metadata for Spectral

Ground Control Points

3/3/2017 Page 4

Level0 Level0

Level1

Level2

Level3

Level1

Level2

Level3

Valid

ation

V

alid

atio

n

Airborn

e Spec

trosc

opy

Physics, Data Acquisition Fundamentals and Best Practices

Raw Data

Radiance

Reflectance

Products

Raw Data

Radiance

Reflectance

Products Field

Spectro

scopy

Hueni, A., Damm, A.,

Kneubuehler, M., Schläpfer, D.

and Schaepman, M. (2016).

"Field and Airborne Spectroscopy

Cross-Validation - Some

Considerations." IEEE Journal of

Selected Topics in Applied Earth

Observations and Remote

Sensing PP(99): 1 - 19.

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Department of Geography

APEX Flights 2009-2016 (Swiss Missions)

3/3/2017 Page 5

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Department of Geography

Data Quality of Airborne Data?

3/3/2017 Page 6

400 600 800 1000 1200 1400 1600 1800 2000 2200 24000

0.05

0.1

0.15

0.2

0.25

0.3

0.35

0.4

SGCP Summerwheat 1 : In Situ HCRF vs APEX HCRF

Wavelength [nm]

HC

RF

[]

In Situ HCRF with Std.Dev. Errorbars

APEX HCRF

APEX HCRF Interpolated Bands

400 600 800 1000 1200 1400 1600 1800 2000 2200 2400−0.1

−0.05

0

0.05

0.1

0.15

HC

RF

[]

400 600 800 1000 1200 1400 1600 1800 2000 2200 2400−250

−200

−150

−100

−50

0

50

100

Wavelength [nm]

SGCP Summerwheat 1 : Diff. of In Situ HCRF and APEX HCRF

Diffe

ren

ce [

%]

Absolute Difference of In Situ Mean and APEX HCRF

Percent Difference of In Situ Mean and APEX HCRF

Hueni, A., Damm, A., Kneubuehler, M., Schläpfer, D. and Schaepman, M. (2016). "Field

and Airborne Spectroscopy Cross-Validation - Some Considerations." IEEE Journal of

Selected Topics in Applied Earth Observations and Remote Sensing PP(99): 1 - 19.

Page 7: SPECCHIO - Updateoptimise.dcs.aber.ac.uk/wp-content/uploads/Session6_Andy... · 2017. 3. 8. · c t r o s c o p y Physics, Data Acq uisition Fundamentals and Best Practices Raw Data

Department of Geography

Metadata: new metadata for Spectral Ground

Control Points

3/3/2017 Page 7

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Department of Geography

Metadata: new metadata for

Spectral Ground Control

Points

- Scaling issues of existing taxonomies: the

CORINE system

- Mismatch between mapping units

3/3/2017 Page 8

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Department of Geography

Metadata: new metadata for

Spectral Ground Control

Points

- New taxonomy, loosely based on INSPIRE

- Is it standardised? NO!

- Further gaps and opportunities:

- Aggregation of fine-grained target classes

to link to bigger mapping units

- The aggregation can be taxonomically and

spectrally

- The database can thus be used to

investigate the spectral dynamics related

to target classes and super-classes

3/3/2017 Page 9

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Department of Geography

Examples of important Metadata: Target Type and

REF/TGT

3/3/2017 Page 10

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Department of Geography

Examples of important Metadata: location, UTC,

solar angles

3/3/2017 Page 11

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Department of Geography

Examples of important Metadata: location, UTC,

solar angles

3/3/2017 Page 12

u(E)

11:00 11:30 12:00 12:300.48

0.49

0.5

0.51

Time (UTC) [HH:MM]

L [

W/m

2/s

r/n

m]

11:00 11:30 12:00 12:3062

63

64

65

66

67

WR Radiance (L) Time Series @ 500nm

Su

n E

levation

Ang

le [ o

]

WR L

WR Interpolated L

WR L 1o Angular Uncertainty

Sun Elevation

11:00 11:30 12:00 12:30−1

−0.8

−0.6

−0.4

−0.2

0

0.2

0.4

0.6

0.8

1

Time (UTC) [HH:MM]

Re

lative

L U

nce

rta

inty

[%

]

11:00 11:30 12:00 12:3062

63

64

65

66

67

WR Relative Radiance (L) Uncertainty Time Series

Su

n E

levatio

n A

ng

le [

o ]

WR L 1o Angular Rel. Uncertainty

Sun Elevation

Hueni, A., Damm, A., Kneubuehler, M.,

Schläpfer, D. and Schaepman, M. (2016). "Field

and Airborne Spectroscopy Cross-Validation -

Some Considerations." IEEE Journal of

Selected Topics in Applied Earth Observations

and Remote Sensing PP(99): 1 - 19.

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Department of Geography

Examples of important Metadata: REF/TGT and

solar angles

Page 13

400 600 800 1000 1200 1400 1600 1800 2000 2200 24000

0.2

0.4

Wavelength [nm]

E [

W/m

2/n

m]

In Situ and Simulated Ground Irradiance

In Situ E

In Situ E WR Angular 1o Uncertainty

ATCOR based E

400 600 800 1000 1200 1400 1600 1800 2000 2200 2400−0.05

0

0.05

Wavelength [nm]

E D

iff.

[W

/m2/n

m]

Absolute In Situ and Simulated Ground Irradiance Difference

In Situ E to ATCOR E Diff.

In Situ WR Angular 1o Uncertainty

400 600 800 1000 1200 1400 1600 1800 2000 2200 2400

−20

−10

0

10

Wavelength [nm]

Rela

tive E

Diff. [

%]

Relative In Situ and Simulated Ground Irradiance Difference

In Situ E to ATCOR E Diff.

In Situ WR Angular 1o Uncertainty

Hueni, A., Damm, A., Kneubuehler, M., Schläpfer, D. and Schaepman, M. (2016). "Field

and Airborne Spectroscopy Cross-Validation - Some Considerations." IEEE Journal of

Selected Topics in Applied Earth Observations and Remote Sensing PP(99): 1 - 19.

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Department of Geography

Interfacing: supported programming languages

3/3/2017 Page 14

http://specchio.ch/programming_course.php

We now got programming tutorials for Matlab, R and Python online.

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Department of Geography

Programming Course

- At the EARSel SIGIS in April 2017: 18th April

3/3/2017 Page 15

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Department of Geography

New Web Interface

3/3/2017 Page 16http://v473.vanager.de:8080/SPECCHIO_Web_Interface_1.6/

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Department of Geography

Thank you for your attention!

3/3/2017 Page 17

For more information on the current version of SPECCHIO see: www.specchio.ch

https://twitter.com/SPECCHIO_DB