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http://www.mumm.ac.be/BELCOLOUR Airborne Imaging Spectroscopy Workshop [1] Brugge, 10 October 2006 (BR)ADEX (Bottom reflectance and) adjacency experiment Barbara Van Mol, Kevin Ruddick, YoungJe Park, Bouchra Nechad

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Page 1: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[1]

Brugge, 10 October 2006

(BR)ADEX(Bottom reflectance and) adjacency experiment

Barbara Van Mol, Kevin Ruddick, YoungJe Park, Bouchra Nechad

Page 2: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[2]

Brugge, 10 October 2006

Overview

� Introduction

� Overview measurements

� Comparison AHS -TriOS water-leaving reflectance

� Correction AHS data

� Comparison of all water-leaving reflectance

� Adjacency effects

� Noctiluca detection

� Conclusion

� Future perspectives

� Acknowledgment

Page 3: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[3]

Brugge, 10 October 2006

Introduction

� Motivation: very close to the shore and for small inland water bodies bottom reflectance and adjacency effects (AE) ↓ quality of optical remote sensing.

� Objective: collect benchmark dataset to develop and test detection and correction of AE in remote sensing imagery.

Page 4: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[4]

Brugge, 10 October 2006

Overview

� Introduction

� Overview measurements

� Correction AHS data

� Comparison of water-leaving reflectance

� Adjacency effects

� Noctiluca detection

� Conclusion

� Future perspectives

� Acknowledgment

Page 5: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[5]

Brugge, 10 October 2006

Day of measurements

� June – July 2004: HYMAP

– Clouded during 1 month

– Measurements postponed to 2005

� 17 June 2005: AHS

– Full day of measurements

– Clouded during overflight

� 23 June 2005: AHS

– Full day of measurements

– Variable cirrus (=high) clouds

– THE DAY!!

AHS 17 June 2005

Page 6: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[6]

Brugge, 10 October 2006

23 June 2005: THE day

MERIS MODISCHRIS

TRIOS TRIOS TRIOS

AHS

ASD

CIMEL TSM, CHL

HUGHE DATASET!!!

Page 7: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[7]

Brugge, 10 October 2006

Timing measurements

SPM and CHL water sample AHSTriOS reflectance satellite

CIMEL ASD reflectance

flightlinesDATA Time (local) DATA Time (local)BRS4 10:42 Spuikom 14:01 - 15:50BRS4 10:48 - 10:55 BRC4 14:03 - 14:13Spuikom 11:00 -12:50 BRCT3 14:14 - 14:30BRS5 10:59 MODIS aqua 14:15BRS5 11:03 - 11:08 BRC5 14:30BRS6 11:13 Bredene beach 14:32 -15:22BRS6 11:15 - 11:19 BRC5 14:33 - 14:43Bredene beach 11:20 -12:30 BRCT4 14:44 - 14:54BRST1 11:24 - 11:31 P01I2 (N->S) 14:58 - 15:01 P01I1 (N->S) 11:50 - 11:54 BRC6 15:00P02I1 (S->N) 11:59 - 12:02 BRC6 15:02 - 15:12MERIS 12:14 P02I2 (S->N) 15:07 - 15:10CHRIS 13:22 intercalibration 17:27herb Spuikom 13:30 - 13:40 ASD/TriOS water Spuikom 13:40 - 13:45 wet sand 17:31 - 17:34concrete Spuikom 13:45 - 13:50 dry sand 17:36 - 17:39BRC4 14:00 Beach 17:45

Page 8: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[8]

Brugge, 10 October 2006

Overview

� Introduction

� Overview measurements

� Comparison AHS -TriOS water-leaving reflectance

� Correction AHS data

� Comparison of water-leaving reflectance

� Adjacency effects

� Noctiluca detection

� Conclusion

� Future perspectives

� Acknowledgment

Page 9: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[9]

Brugge, 10 October 2006

P01I1

9:52 LT

N-S

P01I2

12:58 LT

N-S

P02I2

13:09 LT

S-N

P02I1

9:59 LT

S-N

Airborne Hyperspectral System (AHS ) images

SUNGLINTCLOUD SHADDOW

Page 10: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[10]

Brugge, 10 October 2006

Comparison in-situ (TriOS) with airborne (AHS) (1)

� South to North: avoid sunglint

� Spuikom different image then coast to reduce time difference

� Max. 1 hour time difference

Page 11: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[11]

Brugge, 10 October 2006

Analyses AHS spectra

� Highest red reflectance in station closest to the coast. In agreement with the coastal-offshore gradient

� Ratio normally within 10% of 2.35. In AHS data respectively 1.23, 1.33 and 1.47 for stations BRC4, BRC5 and BRC6.

Probably due to an atmospheric correction error (estimation of aerosol scattering difficult because of cirrus clouds)

⇒ Try to correct

� Band 18 will not be taken into account

� Extreme high near infrared for the AHS data in the Spuikom due to adjacency.

( ) ( )720 780:w nm w nmρ λ ρ λ

Page 12: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[12]

Brugge, 10 October 2006

Overview

� Introduction

� Overview measurements

� Comparison AHS -TriOS water-leaving reflectance

� Correction AHS data

� Comparison of water-leaving reflectance

� Adjacency effects

� Noctiluca detection

� Conclusion

� Future perspectives

� Acknowledgment

Page 13: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[13]

Brugge, 10 October 2006

Correction AHS data (1)

� Shape of water-leaving reflectance spectra in turbid waters is nearly invariable between 700 and 900 nm

⇒ similarity spectrum

� Fitting similarity spectrum to calculate the error ε

= 2.35 and is the original AHS water-leaving reflectance for wavelength λ

� The corrected AHS water-leaving reflectance ( ) is calculated by subtracting this offset ε.

� [Ruddick et al., 2005: Use of the near infrared similarity reflectance spectrum for the quality control of remote sensing data]

1,2 720 780

1,2

( ) ( )

1

m mw nm w nmα ρ λ ρ λ

εα

−=

−1,2α m

( )wρ λ

( ) ( )mw wρ λ ρ λ ε= −

Page 14: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[14]

Brugge, 10 October 2006

Correction AHS data (2)

� Results good if general shape corresponds to the similarity spectrum.

� Not valid if reflectance spectra affected by adjacency effect or sunglint.

0

0.02

0.04

0.06

0.08

0.1

0.12

0.14

0.1642

0

455

490

525

560

595

630

665

700

735

770

805

840

875

910

wavelength (nm)

refl

ecta

nce

P02I2-BRC4P02I2-BRC5P02I2-BRC6P02I2-BRC4 correctedP02I2-BRC5 correctedP02I2-BRC6 corrected

εεεε

Page 15: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[15]

Brugge, 10 October 2006

Overview

� Introduction

� Overview measurements

� Comparison AHS -TriOS water-leaving reflectance

� Correction AHS data

� Comparison of water-leaving reflectance

� Adjacency effects

� Noctiluca detection

� Conclusion

� Future perspectives

� Acknowledgment

Page 16: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[16]

Brugge, 10 October 2006

Comparison water-leaving reflectance: BRC5 and BRC6

� > distance from the coast, < difference btw the water-leaving reflectance data

� Reason:

– Turbidity changes less in

time

– Higher quality: less

affected by the land

BRC5: +/-1375m from

the coast

BRC6: +/-2690m from

the coast

BRC4: +/-50m from the

coast

Page 17: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[17]

Brugge, 10 October 2006

Overview

� Introduction

� Overview measurements

� Comparison AHS -TriOS water-leaving reflectance

� Correction AHS data

� Comparison of water-leaving reflectance

� Adjacency effects

� Noctiluca detection

� Conclusion

� Future perspectives

� Acknowledgment

Page 18: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[18]

Brugge, 10 October 2006

Adjacency effects

� Some high NIR reflectance from the adjacent land is scattered into the water leaving reflectance path of the water pixel and “read” as originating from the water.

� Clearly the case in the Spuikom, less at the coast

Page 19: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[19]

Brugge, 10 October 2006

Overview

� Introduction

� Overview measurements

� Comparison AHS -TriOS water-leaving reflectance

� Correction AHS data

� Comparison of water-leaving reflectance

� Adjacency effects

� Noctiluca detection

� Conclusion

� Future perspectives

� Acknowledgment

Page 20: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[20]

Brugge, 10 October 2006

Noctiluca

� Bloom forming heterotrophic dinoflagellate

� Bloom period in Belgium waters: end of June

� Reddish discoloration of the water

� Patches ⇒ not detectable by low spatial resolution images

EXAMPLE OF HEAVY NOCTICULA BLOOM

Page 21: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[21]

Brugge, 10 October 2006

Noctiluca: AHS spectra and in situ

� 23 June 2005

� AHS

� 29 June 2005

� TriOS

� AHS and TriOS reflectance spectra measured in a Noctiluca

patch are similar

Page 22: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[22]

Brugge, 10 October 2006

Noctiluca

� Detection of Noctiluca is possible in hyperspectral images with high spatial resolution

� These data can be used to design a Noctiluca detection algorithm

Page 23: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[23]

Brugge, 10 October 2006

Overview

� Introduction

� Overview measurements

� Comparison AHS -TriOS water-leaving reflectance

� Correction AHS data

� Comparison of water-leaving reflectance

� Adjacency effects

� Noctiluca detection

� Conclusion

� Future perspectives

� Acknowledgment

Page 24: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[24]

Brugge, 10 October 2006

Conclusion (1)

� Benchmark dataset of simultaneous measurements of Oostende coastal and inland waters with radiometric data from seaborne (TriOS), airborne (AHS) and satellite (MERIS, MODIS, CHRIS) sensors as well as atmospheric measurements (fixed and portable CIMEL sunphotometers)

⇒ one of the most detailed datasets available for investigation of adjacency effects

� AHS data relatively white offset in comparison with the seaborne data.

Correction of this white offset using NIR similarity theory provided some improvement but further work on the atmospheric correction algorithm is required.

� Adjacency effects significant in the AHS data for the Spuikom.

Page 25: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[25]

Brugge, 10 October 2006

Conclusion (2)

� A preliminary algorithm for detection of adjacency effects

– detect successfully severe adjacency effects

– refinements required to detect weaker adjacency effects and

to distinguish between adjacency effects and other

phenomena

� Noctiluca bloom observed in the airborne data.

� The lack of spectral resolution around 670nm in AHS data

– crucial for chlorophyll a quantification in turbid waters.

� only a first exploitation of the BRADEX dataset

� primarily focused on the aquatic radiometric data

Page 26: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[26]

Brugge, 10 October 2006

Overview

� Introduction

� Overview measurements

� Comparison AHS -TriOS water-leaving reflectance

� Correction AHS data

� Comparison of water-leaving reflectance

� Adjacency effects

� Noctiluca detection

� Conclusion

� Future perspectives

� Acknowledgment

Page 27: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[27]

Brugge, 10 October 2006

Future perspectives

� This dataset will be further exploited over the coming years as a benchmark dataset for development and testing of algorithms for detection and correction of adjacency effects.

� The preliminary detection algorithm will be further refined. � The atmospheric measurements will be used with

atmospheric radiative transfer simulations (in progress at ULCO) to validate a new adjacency effects correction for MERIS imagery, to be incorporated in the standard MERIS processor used by the European Space Agency.

Page 28: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

http://www.mumm.ac.be/BELCOLOUR

Airborne Imaging Spectroscopy Workshop[28]

Brugge, 10 October 2006

Overview

� Introduction

� Overview measurements

� Comparison AHS -TriOS water-leaving reflectance

� Correction AHS data

� Comparison of water-leaving reflectance

� Adjacency effects

� Noctiluca detection

� Conclusion

� Future perspectives

� Acknowledgment

Page 29: (BR)ADEX (Bottom reflectance and) adjacency ... - Belspo

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Airborne Imaging Spectroscopy Workshop[29]

Brugge, 10 October 2006

Acknowledgement

� STEREO program for funding

� INTA and VITO for image acquisition and processing

� Jan Haelters, Machteld Price and Dietrich Van Tuyckom, Andre Cattrijsse, Ann Deiteren, Tony, ULCO, Jean-Piere De Blauwe, Marc Knockaert for logistical and practical help concerning the the in-situ measurements

� Richard Santer

� You…for listening