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SST-234096



 New strategies and technologies for the
safety of navigation in the Mediterranean
                   sea
         Remote Sensing
    Surveillance Technologies
       



                    Vassilia Karathanassi, Pol
                                               	
  
                           Kolokoussis
              karathan@survey.ntua.gr, pol@survey.ntua.gr
                                  
                    Laboratory of Remote Sensing
               National Technical University of Athens
                          21 November 2012
      Centro Culturale De Laugier, Portoferraio, Isola d’Elba (ITALY)
Optical Remote Sensing
•  Spectroscopy
  –  Laboratory measurements
  –  In situ measurements

     
•  Hyperspectral remote sensing
•  Multispectral remote sensing



               Isola d'Elba 21/11/2012
Spectroscopy

         Laboratory
         measurements
                                    
Is it possible to detect the
                                     oil type? 
                                    
Yes. Reflectance is rising
                                     from light to heavy oils.
                                    	

RWATER < RKEROSENE < RHEATING OIL <
                                       RCRUDE OIL < RHEAVY FUEL < RMARINE
                                       FUEL OIL. 	


                                    
Ratios between R of each oil type
                                    and R of sea water (344.51 nm) 
                                    	

OIL TYPE      	

RATIOS      	

DAYS    	

	

                                    	

KEROSENE      	

1.53-1.54   	

1,2     	

	

                                    	

HEATING OIL   	

1.64-1.76   	

1,2     	

	

Laboratory experiments 
            	

CRUDE OIL     	

1.86-1.89   	

1,2,3   	

	

 included 13 oil types
             	

SRFO 	

      	

2.08-2.09   	

1,2,3   	

	

                                    	

BUNKER 3      	

2.30-2.51   	

1,2     	

	

                                
                 Isola d'Elba 21/11/2012
Spectroscopy

           Laboratory
           measurements
                                       
Is it possible to detect the
                                        thickness of the oil? 

                                       Yes. The thicker the oil spill,
                                       the higher its reflectance.      	

                                            
        	

	

                                   



                                        Best-fit functions for each oil
                                                    type 
8 different thicknesses
 ranging from 1μm to
         2mm


                   Isola d'Elba 21/11/2012
Spectroscopy

                           From laboratory to
                           in situ
                           measurements
                                         
Does the oil spill present the
                                          same spectral signature in
                                          the marine environment? 

                                         No. Thin oil-spills and sea
                                         water present sea bottom
                                         contributions. 
                                     
                                         Denser oils like the Arabian
                                         present minor sea bottom
                                         contributions even for thin
                                         layers of oil-spills (150μm).
Example of spectral                  
signatures of blend oil-spill            
WE NEED AN EXTENDED OIL
in marine environment
                    SPECTRAL LIBRARY IN MARINE
                                          ENVIRONMENT
                      Isola d'Elba 21/11/2012
Hyperspectral Remote sensing

Hyperspectra
  l Sensor 




  In hyperspectral imagery each pixel contains a unique, continuous
  spectrum which is used for the identification of materials by their
  reflectance.
                         Isola d'Elba 21/11/2012
Airborne Hyperspectral images




  CASI-550 airborne hyperspectral imagery has been acquired
  for the ARGOMARINE project

                   Isola d'Elba 21/11/2012
Hyperspectral Remote sensing

            Oil spill detection
                                                  Can we detect oil spills by
                                                  processing a hyperspectral
                                                  image? 
                                                  - Yes. Even very thin oil-spills
                                                  can be detected. 
                                                  The only constraint is the
                                                  presence of clouds. They
                                                  should be excluded from the
                                                  image. 
                                                  Do airborne and in situ
                                                  spectral measurements
                                                  coincide?
Results of the hyperspectral oil-spill            - Almost Yes. 

detection methodology for the Laganas
bay, Zakynthos.
The small and very thin oil spill was caused
by a natural oil outflow. 


                               Isola d'Elba 21/11/2012
Hyperspectral Remote sensing

  Methodology for oil spill detection
  Pre-processing of the hyperspectral                      Can we detect the type of
  image (radiometric, atmospheric correction and
  georeference)
                                           an 
                                                           oil spill by processing a
         Signal subspace estimation 

           (The Intra-StD method has been 

                                                           hyperspectral imagery? 
           developed within ARGOMARINE)
                   
                                                           Yes. If there is an extended
                   Dimensionality                          Spectral Library for the
                     reduction
                             
                             marine environment under
                                                           real biophysical conditions. 
            Endmember extraction 

         (The Improved-SEE method has been                          

           developed within ARGOMARINE)



SAM classification or Abundance fraction
   algorithm for thickness estimation 

     (The NBM method has been developed within
                  ARGOMARINE)  



                                      Isola d'Elba 21/11/2012
Hyperspectral Remote sensing

Oil spill thickness estimation
                                       Can we estimate the thickness of
                                       an oil spill by processing a
                                       hyperspectral imagery? 
                                       
                                       Yes. Relative thickness for the oil-
                                       spill can be estimated. 
                                       This could lead to absolute
                                       thickness estimation in case that in
                                       situ measurements in the area with
                                       the greatest oil concentration is
                                       performed. 
                                       
                                       Can we avoid in situ
Map of oil-spill relative
                                       measurements? 
      thickness 
                                       
                                       Yes. If there is an extended Spectral
                                       Library for the marine environment
                        Isola d'Elba 21/11/2012
 biophysical conditions. 
                                       under real
Hyperspectral Remote Sensing

How to build an extended Spectral
             Library

  for the marine environment 
The Integrated ARGOMARINE methodology 
      Is it tested? 
                                             
                                             Only on MODIS
                                             and ASTER
                                             imagery with
                                             Satisfactory
                                             results.
                                             
                                             A next research
                                             program is
                                             needed.
                                             




                  Isola d'Elba 21/11/2012
Multispectral Remote sensing

             for oil spill detection
                                            Can we detect an oil spill by
                                            processing a very high spatial
                                            resolution multispectral imagery? 
                                            Yes. 
                                            Can we detect the oil spill type? 
                                            No.      

                                            Can we detect the oil spill
                                            thickness?
  Object based oil-spill detection on an    No. 
IKONOS image of Beirut, Lebanon (August
               5th 2006) 
                  Is the methodology also
                   
                        applicable on high resolution
                                            multispectral images (i.e. Landsat
                                            TM)?
                                            Yes (providing average to good
                              Isola d'Elba 21/11/2012
                                            detection results).
Multispectral Remote sensing

  Methodology for oil spill detection
       Multispectral image
           geocoding. 
Application of ATCOR3 atmospheric
 corrections and conversion of the
   raw image digital numbers to
     surface reflectance values.


     Masking of the non-sea
    areas, i.e. land and clouds.


      Image multiresolution
       segmentation in two
              levels 

         (fine and broad).

     Oil-spill detection using
    object based classification
                rules
                    
                                 Isola d'Elba 21/11/2012
Remote Sensing potentials for

         Natural oil outflow detection
Can we detect an unknown oil
natural outflow using remote
sensing imagery? 
Yes. Within the ARGOMARINE
project by processing very high
resolution (RapidEye) as well as
historical high resolution
(Landsat TM) multispectral
imagery, a large unknown
systematic natural oil outflow
near the island of Zakynthos has
been discovered. The oil-spill
                                       Multitemporal color composite of three RapidEye
occurrence seems to be                 images of Zakynthos: July 13th 2009 (Blue), July
systematic over a long period of       15th 2009 (Green), and July 16th 2011 (Red).
time (it appears on many Landsat The unusual oil-spill occurrences near
                                       Zakynthos start from a specific point at the open
images from 1986 till 2012) and        sea, 6 km south of the area of Keri.
was verified by spot test from a
NMPZ boat. 
                Isola d'Elba 21/11/2012
Thank you for your attention
             




        Isola d'Elba 21/11/2012

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ARGOMARINE Final Conference - NTUA Presentation - Vassilia Karathanassi, Pol Kolokoussis

  • 1. SST-234096 New strategies and technologies for the safety of navigation in the Mediterranean sea Remote Sensing Surveillance Technologies Vassilia Karathanassi, Pol   Kolokoussis karathan@survey.ntua.gr, pol@survey.ntua.gr Laboratory of Remote Sensing National Technical University of Athens 21 November 2012 Centro Culturale De Laugier, Portoferraio, Isola d’Elba (ITALY)
  • 2. Optical Remote Sensing •  Spectroscopy –  Laboratory measurements –  In situ measurements
 •  Hyperspectral remote sensing •  Multispectral remote sensing Isola d'Elba 21/11/2012
  • 3. Spectroscopy
 Laboratory measurements Is it possible to detect the oil type? Yes. Reflectance is rising from light to heavy oils. RWATER < RKEROSENE < RHEATING OIL < RCRUDE OIL < RHEAVY FUEL < RMARINE FUEL OIL. Ratios between R of each oil type and R of sea water (344.51 nm) OIL TYPE RATIOS DAYS KEROSENE 1.53-1.54 1,2 HEATING OIL 1.64-1.76 1,2 Laboratory experiments CRUDE OIL 1.86-1.89 1,2,3 included 13 oil types SRFO 2.08-2.09 1,2,3 BUNKER 3 2.30-2.51 1,2 Isola d'Elba 21/11/2012
  • 4. Spectroscopy
 Laboratory measurements Is it possible to detect the thickness of the oil? Yes. The thicker the oil spill, the higher its reflectance. Best-fit functions for each oil type 8 different thicknesses ranging from 1μm to 2mm Isola d'Elba 21/11/2012
  • 5. Spectroscopy
 From laboratory to in situ measurements Does the oil spill present the same spectral signature in the marine environment? No. Thin oil-spills and sea water present sea bottom contributions. Denser oils like the Arabian present minor sea bottom contributions even for thin layers of oil-spills (150μm). Example of spectral signatures of blend oil-spill WE NEED AN EXTENDED OIL in marine environment SPECTRAL LIBRARY IN MARINE ENVIRONMENT Isola d'Elba 21/11/2012
  • 6. Hyperspectral Remote sensing Hyperspectra l Sensor In hyperspectral imagery each pixel contains a unique, continuous spectrum which is used for the identification of materials by their reflectance. Isola d'Elba 21/11/2012
  • 7. Airborne Hyperspectral images CASI-550 airborne hyperspectral imagery has been acquired for the ARGOMARINE project Isola d'Elba 21/11/2012
  • 8. Hyperspectral Remote sensing
 Oil spill detection Can we detect oil spills by processing a hyperspectral image? - Yes. Even very thin oil-spills can be detected. The only constraint is the presence of clouds. They should be excluded from the image. Do airborne and in situ spectral measurements coincide? Results of the hyperspectral oil-spill - Almost Yes. detection methodology for the Laganas bay, Zakynthos. The small and very thin oil spill was caused by a natural oil outflow. Isola d'Elba 21/11/2012
  • 9. Hyperspectral Remote sensing
 Methodology for oil spill detection Pre-processing of the hyperspectral Can we detect the type of image (radiometric, atmospheric correction and georeference) an oil spill by processing a Signal subspace estimation 
 (The Intra-StD method has been 
 hyperspectral imagery? developed within ARGOMARINE) Yes. If there is an extended Dimensionality Spectral Library for the reduction marine environment under real biophysical conditions. Endmember extraction 
 (The Improved-SEE method has been developed within ARGOMARINE) SAM classification or Abundance fraction algorithm for thickness estimation 
 (The NBM method has been developed within ARGOMARINE) Isola d'Elba 21/11/2012
  • 10. Hyperspectral Remote sensing
 Oil spill thickness estimation Can we estimate the thickness of an oil spill by processing a hyperspectral imagery? Yes. Relative thickness for the oil- spill can be estimated. This could lead to absolute thickness estimation in case that in situ measurements in the area with the greatest oil concentration is performed. Can we avoid in situ Map of oil-spill relative measurements? thickness Yes. If there is an extended Spectral Library for the marine environment Isola d'Elba 21/11/2012 biophysical conditions. under real
  • 11. Hyperspectral Remote Sensing
 How to build an extended Spectral Library
 for the marine environment The Integrated ARGOMARINE methodology Is it tested? Only on MODIS and ASTER imagery with Satisfactory results. A next research program is needed. Isola d'Elba 21/11/2012
  • 12. Multispectral Remote sensing
 for oil spill detection Can we detect an oil spill by processing a very high spatial resolution multispectral imagery? Yes. Can we detect the oil spill type? No. Can we detect the oil spill thickness? Object based oil-spill detection on an No. IKONOS image of Beirut, Lebanon (August 5th 2006) Is the methodology also applicable on high resolution multispectral images (i.e. Landsat TM)? Yes (providing average to good Isola d'Elba 21/11/2012 detection results).
  • 13. Multispectral Remote sensing
 Methodology for oil spill detection Multispectral image geocoding. Application of ATCOR3 atmospheric corrections and conversion of the raw image digital numbers to surface reflectance values. Masking of the non-sea areas, i.e. land and clouds. Image multiresolution segmentation in two levels 
 (fine and broad). Oil-spill detection using object based classification rules Isola d'Elba 21/11/2012
  • 14. Remote Sensing potentials for
 Natural oil outflow detection Can we detect an unknown oil natural outflow using remote sensing imagery? Yes. Within the ARGOMARINE project by processing very high resolution (RapidEye) as well as historical high resolution (Landsat TM) multispectral imagery, a large unknown systematic natural oil outflow near the island of Zakynthos has been discovered. The oil-spill Multitemporal color composite of three RapidEye occurrence seems to be images of Zakynthos: July 13th 2009 (Blue), July systematic over a long period of 15th 2009 (Green), and July 16th 2011 (Red). time (it appears on many Landsat The unusual oil-spill occurrences near Zakynthos start from a specific point at the open images from 1986 till 2012) and sea, 6 km south of the area of Keri. was verified by spot test from a NMPZ boat. Isola d'Elba 21/11/2012
  • 15. Thank you for your attention Isola d'Elba 21/11/2012