SlideShare a Scribd company logo
1 of 1
Download to read offline
QUALITY ASSESSMENT OF DATA FROM CHRIS/PROBA
POLINA LEMENKOVA
INFO
Student ID: 3 23369248. Course: ’GEOG6038 Calibration and Val-
idation of Earth Observation Data’. Practical 1: Quality assessment of
data from CHRIS/PROBA. Student: Lemenkova P. Supervisor: Prof.
Dr. E. J. Milton. Funding: Erasmus Mundus MSc Scholarship GEM-
L0022/2009/EW, University of Southampton, UK. 2009.
Acknowledgement: I thank Brian Amberg and Thomas Vetter
(Univeraität Basel) for baposter LATEX source code used for this poster.
INTRODUCTION
Image: Vertical air photo of Thorney Island. ROI:
Thorney Island, Chichester harbour (UK): unique wetland
environment, a place for rare bird colonies. Monitor-
ing this place is important for environmental management.
CHRIS/PROBA image characteristics: 18 bands, 07/10/2004,
17m ground resolution.
DATA: CHRIS/PROBA IMAGE
CHRIS (Compact High Resolution Imaging Spectrometer):
new imaging spectrometer carried on board a space plat-
form PROBA, http://www.chris-proba.org.uk/. More infor-
mation: Cutter M.A., Lobb D.R. Cockshott R. (2000) Compact
High Resolution Imaging Spectrometer. Elsevier Science Ltd,
Kent, UK. Kuusk A., Kuusk J., Lang M.. A dataset for the vali-
dation of reflectance models. Remote Sensing of Environment
113 (2009) 889–892
PROBA: Project for On Board Autonomy. The
satellite was successfully launched in late Octo-
ber 2001, Shriharikota (India). Info: Bermin J.
PROBA – Project for On-Board Autonomy and web:
http://earth.esa.int/missions/thirdpartymission/proba.html
CHRIS IMAGE QUALITY
For the quality of CHRIS images .hdr files were examined:
1. CHRIS...47AO_41.hdr (taken at +36◦)
2. CHRIS...47A1_41.hdr (taken at -36◦)
3. CHRIS...47A2_41.hdr (taken at +55◦)
4. CHRIS...47A3_41.hdr (taken at -55◦)
5. CHRIS...479F_41.hdr (taken at nadir)
Images taken at the nadir are of good quality, while those
at different angles have defects
Left: Comparing images taken at +55◦dgr (47A2_41) and
nadir images (479F_41) right Right: Images taken at +36◦dgr
(47A0_41), left and nadir images (479F_41) right.
CHRIS.hdrfiles
Left: Inverted Image received from bands Combination
4(R)-2(G)-1(B).
Right: Images taken at +36◦and -36◦(CHRIS 47A0_41 and
CHRIS 47A1_41) both have inverted direction.
SPECTRAL BANDS
NarrowbandsNarrowbands
IMAGE NOISE
2 types of noise affecting CHRIS images:
1. vertical noise (vertical stripes corrected by comparing values of
neighbor pixels)
2. horizontal noise (easy to detect and correct using horizontal
profile of each file
Example of vertical noises in CHRIS image (left). Image source: Garcia
J.G., Moreno J. Removal of noises in CHRIS/PROBA images: Applica-
tion to the Sparc Campaign Data. Correction of noises can be made
through DIELMO 3D Methodology. Example of horizontal noise in
CHRIS image.
CHRIS_CH_041007_479F_41
Bands_12-8-1
CHRIS_CH_041007_479F_41
Bands_7-4-1
CHRIS_CH_041007_479F_41
Bands_11-4-2
CHRIS_CH_041007_479F_41
Bands_6-5-2
CHRIS_CH_041007_479F_41
Bands_15-4-1
IMAGE INVERSION
Inverted Image, bands: Left:13-12-11. Right: 9(R)-10(G)-11(B).
← Left: CHRIS Superspectral Land: Many narrow bands around
the red-edge. Image source: Barnsley M.J. et al. The PROBA/CHRIS
Mission: A Low-Cost Smallsat for Hyperspectral, Multi-Angle,
Observations of the Earth Surface and Atmosphere. . ⇐Right: CHRIS
Superspectral Water: many narrow bands in visible wavelengths.
Figure contrasts per frame evidence for each patch with or w/o a
background model. ←Quality natural-colored image of wetlands:
nadir-taken CHRIS image with bands combination of corresponding
spectral channels. View angles in a CHRIS/PROBA acquisition.
BIBLIOGRAPHY
Author’s publications on Geography, Remote Sensing and GIS:
1
P. Lemenkova, “Using ArcGIS in Teaching Geosciences”, Russian,
B.Sc. Thesis (Lomonosov Moscow State University, Faculty of Edu-
cational Studies, Moscow, Russia, June 5, 2007), 58 pp., https : / /
thesiscommons.org/nmjgz.
2
P. Lemenkova, “Geoecological Mapping of the Barents and Pe-
chora Seas”, Russian, B.Sc. Thesis (Lomonosov Moscow State Univer-
sity, Faculty of Geography, Department of Cartography and Geoin-
formatics, Moscow, Russia, May 18, 2004), 78 pp., https : / /
thesiscommons.org/bvwcr.
3
P. Lemenkova, Ecological and Geographical Mapping of the Baltic Sea
Region in the Gulf of Finland, Russian, Moscow, Russia: Lomonosov
Moscow State University, Mar. 30, 2002, https://zenodo.org/
record/2574447, Term Paper.
4
H. W. Schenke and P. Lemenkova, “Zur Frage der Meeresboden-
Kartographie: Die Nutzung von AutoTrace Digitizer für die Vek-
torisierung der Bathymetrischen Daten in der Petschora-See”, Ger-
man, Hydrographische Nachrichten 25, 16–21, ISSN: 0934-7747 (2008).
5
I. Suetova, L. Ushakova, and P. Lemenkova, “Geoinformation map-
ping of the Barents and Pechora Seas”, Geography and Natural Re-
sources 4, edited by V. A. Snytko, 138–142, ISSN: 1875-3728 (2005),
http://www.izdatgeo.ru/journal.php?action=output&
id=3&lang_num=2&id_dop=68.

More Related Content

What's hot

Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece
Seagrass Mapping and Monitoring Along the Coasts of Crete, GreeceSeagrass Mapping and Monitoring Along the Coasts of Crete, Greece
Seagrass Mapping and Monitoring Along the Coasts of Crete, GreeceUniversität Salzburg
 
2. Technical introduction to the GSOC Map
2. Technical introduction to the GSOC Map2. Technical introduction to the GSOC Map
2. Technical introduction to the GSOC MapFAO
 
Hydrological mapping of the vegetation using remote sensing products
Hydrological mapping of the vegetation using remote sensing productsHydrological mapping of the vegetation using remote sensing products
Hydrological mapping of the vegetation using remote sensing productsNycoSat
 
IGARSS2011-Villa.ppt
IGARSS2011-Villa.pptIGARSS2011-Villa.ppt
IGARSS2011-Villa.pptgrssieee
 
IGARSS2011-Villa.ppt
IGARSS2011-Villa.pptIGARSS2011-Villa.ppt
IGARSS2011-Villa.pptgrssieee
 
HYPERSPECTRAL RS IN MINERAL MAPPING
HYPERSPECTRAL RS IN MINERAL MAPPINGHYPERSPECTRAL RS IN MINERAL MAPPING
HYPERSPECTRAL RS IN MINERAL MAPPINGAbhiram Kanigolla
 
Applied geophysics - 3D survey of the Lesser Antilles subduction zone present...
Applied geophysics - 3D survey of the Lesser Antilles subduction zone present...Applied geophysics - 3D survey of the Lesser Antilles subduction zone present...
Applied geophysics - 3D survey of the Lesser Antilles subduction zone present...Riccardo Pagotto
 
Remote Sensing And GIS Application In Mineral , Oil , Ground Water MappingMin...
Remote Sensing And GIS Application In Mineral , Oil , Ground Water MappingMin...Remote Sensing And GIS Application In Mineral , Oil , Ground Water MappingMin...
Remote Sensing And GIS Application In Mineral , Oil , Ground Water MappingMin...Swetha A
 
Archaeological and groundwater investigations
Archaeological and groundwater investigationsArchaeological and groundwater investigations
Archaeological and groundwater investigationsZaidoon Taha
 
Moon Through New Eyes of Korean Mission: KLPO/PolCam
Moon Through New Eyes of Korean Mission: KLPO/PolCamMoon Through New Eyes of Korean Mission: KLPO/PolCam
Moon Through New Eyes of Korean Mission: KLPO/PolCamILOAHawaii
 
Integrated Geophysical Approach for Rapid & Cost Effective Site Investigation...
Integrated Geophysical Approach for Rapid & Cost Effective Site Investigation...Integrated Geophysical Approach for Rapid & Cost Effective Site Investigation...
Integrated Geophysical Approach for Rapid & Cost Effective Site Investigation...IEI GSC
 

What's hot (20)

A2100107
A2100107A2100107
A2100107
 
Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece
Seagrass Mapping and Monitoring Along the Coasts of Crete, GreeceSeagrass Mapping and Monitoring Along the Coasts of Crete, Greece
Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece
 
1 s2.0-s0305440306001701-main
1 s2.0-s0305440306001701-main1 s2.0-s0305440306001701-main
1 s2.0-s0305440306001701-main
 
2. Technical introduction to the GSOC Map
2. Technical introduction to the GSOC Map2. Technical introduction to the GSOC Map
2. Technical introduction to the GSOC Map
 
Hydrological mapping of the vegetation using remote sensing products
Hydrological mapping of the vegetation using remote sensing productsHydrological mapping of the vegetation using remote sensing products
Hydrological mapping of the vegetation using remote sensing products
 
Ffp 878
Ffp 878Ffp 878
Ffp 878
 
IGARSS2011-Villa.ppt
IGARSS2011-Villa.pptIGARSS2011-Villa.ppt
IGARSS2011-Villa.ppt
 
IGARSS2011-Villa.ppt
IGARSS2011-Villa.pptIGARSS2011-Villa.ppt
IGARSS2011-Villa.ppt
 
HYPERSPECTRAL RS IN MINERAL MAPPING
HYPERSPECTRAL RS IN MINERAL MAPPINGHYPERSPECTRAL RS IN MINERAL MAPPING
HYPERSPECTRAL RS IN MINERAL MAPPING
 
Applied geophysics - 3D survey of the Lesser Antilles subduction zone present...
Applied geophysics - 3D survey of the Lesser Antilles subduction zone present...Applied geophysics - 3D survey of the Lesser Antilles subduction zone present...
Applied geophysics - 3D survey of the Lesser Antilles subduction zone present...
 
Remote Sensing And GIS Application In Mineral , Oil , Ground Water MappingMin...
Remote Sensing And GIS Application In Mineral , Oil , Ground Water MappingMin...Remote Sensing And GIS Application In Mineral , Oil , Ground Water MappingMin...
Remote Sensing And GIS Application In Mineral , Oil , Ground Water MappingMin...
 
Astronauts and Robots 2015: Bob Pappalardo, JPL
Astronauts and Robots 2015: Bob Pappalardo, JPLAstronauts and Robots 2015: Bob Pappalardo, JPL
Astronauts and Robots 2015: Bob Pappalardo, JPL
 
Archaeological and groundwater investigations
Archaeological and groundwater investigationsArchaeological and groundwater investigations
Archaeological and groundwater investigations
 
Geologic time scale - 2004
Geologic time scale - 2004Geologic time scale - 2004
Geologic time scale - 2004
 
3D Facies Modeling
3D Facies Modeling3D Facies Modeling
3D Facies Modeling
 
MASW_Love_Waves
MASW_Love_WavesMASW_Love_Waves
MASW_Love_Waves
 
Moon Through New Eyes of Korean Mission: KLPO/PolCam
Moon Through New Eyes of Korean Mission: KLPO/PolCamMoon Through New Eyes of Korean Mission: KLPO/PolCam
Moon Through New Eyes of Korean Mission: KLPO/PolCam
 
Fundementals of MASW
Fundementals of MASWFundementals of MASW
Fundementals of MASW
 
ESPL1351
ESPL1351ESPL1351
ESPL1351
 
Integrated Geophysical Approach for Rapid & Cost Effective Site Investigation...
Integrated Geophysical Approach for Rapid & Cost Effective Site Investigation...Integrated Geophysical Approach for Rapid & Cost Effective Site Investigation...
Integrated Geophysical Approach for Rapid & Cost Effective Site Investigation...
 

Similar to Quality assessment of data from CHRIS/PROBA

Developing a classification framework for landcover landuse change analysis i...
Developing a classification framework for landcover landuse change analysis i...Developing a classification framework for landcover landuse change analysis i...
Developing a classification framework for landcover landuse change analysis i...Carolina
 
HORUS: Peering into Lunar Shadowed Regions with AI
HORUS: Peering into Lunar Shadowed Regions with AIHORUS: Peering into Lunar Shadowed Regions with AI
HORUS: Peering into Lunar Shadowed Regions with AIAdvanced-Concepts-Team
 
Fotometria ubvi e_halfa_do_aglomerado_duplo_de_perseus
Fotometria ubvi e_halfa_do_aglomerado_duplo_de_perseusFotometria ubvi e_halfa_do_aglomerado_duplo_de_perseus
Fotometria ubvi e_halfa_do_aglomerado_duplo_de_perseusSérgio Sacani
 
The shape of Fe Ka line emitted from relativistic accretion disc around AGN b...
The shape of Fe Ka line emitted from relativistic accretion disc around AGN b...The shape of Fe Ka line emitted from relativistic accretion disc around AGN b...
The shape of Fe Ka line emitted from relativistic accretion disc around AGN b...Milan Milošević
 
Milan Milošević "The shape of Fe Kα line emitted from relativistic accretion ...
Milan Milošević "The shape of Fe Kα line emitted from relativistic accretion ...Milan Milošević "The shape of Fe Kα line emitted from relativistic accretion ...
Milan Milošević "The shape of Fe Kα line emitted from relativistic accretion ...SEENET-MTP
 
Conservation Area Designation in the Andes
Conservation Area Designation in the AndesConservation Area Designation in the Andes
Conservation Area Designation in the AndesUniversität Salzburg
 
The ASTRODEEP Frontier Fields catalogues II. Photometric redshifts and rest f...
The ASTRODEEP Frontier Fields catalogues II. Photometric redshifts and rest f...The ASTRODEEP Frontier Fields catalogues II. Photometric redshifts and rest f...
The ASTRODEEP Frontier Fields catalogues II. Photometric redshifts and rest f...Sérgio Sacani
 
GRIPS_first_flight_2016
GRIPS_first_flight_2016GRIPS_first_flight_2016
GRIPS_first_flight_2016Nicole Duncan
 
The clustering of_galaxies_in_the_sdss_iii_boss
The clustering of_galaxies_in_the_sdss_iii_bossThe clustering of_galaxies_in_the_sdss_iii_boss
The clustering of_galaxies_in_the_sdss_iii_bossSérgio Sacani
 
Deep wide field_and_panchromatic_view_of_47_tuc_and_smc_with_hubble
Deep wide field_and_panchromatic_view_of_47_tuc_and_smc_with_hubbleDeep wide field_and_panchromatic_view_of_47_tuc_and_smc_with_hubble
Deep wide field_and_panchromatic_view_of_47_tuc_and_smc_with_hubbleSérgio Sacani
 
Hyperspectral remote sensing and analysis of intertidal zones: A contribution...
Hyperspectral remote sensing and analysis of intertidal zones: A contribution...Hyperspectral remote sensing and analysis of intertidal zones: A contribution...
Hyperspectral remote sensing and analysis of intertidal zones: A contribution...Benjamin Hennig
 
46 Complete Photoproduction Experiments - AIP Conference Proceedings, October...
46 Complete Photoproduction Experiments - AIP Conference Proceedings, October...46 Complete Photoproduction Experiments - AIP Conference Proceedings, October...
46 Complete Photoproduction Experiments - AIP Conference Proceedings, October...Cristian Randieri PhD
 
Detection of an atmosphere around the super earth 55 cancri e
Detection of an atmosphere around the super earth 55 cancri eDetection of an atmosphere around the super earth 55 cancri e
Detection of an atmosphere around the super earth 55 cancri eSérgio Sacani
 
Ringed structure and_a_gap_at_1_au_in_the_nearest_protoplanetary_disk
Ringed structure and_a_gap_at_1_au_in_the_nearest_protoplanetary_diskRinged structure and_a_gap_at_1_au_in_the_nearest_protoplanetary_disk
Ringed structure and_a_gap_at_1_au_in_the_nearest_protoplanetary_diskSérgio Sacani
 
The discovery of_lensed_radio_and_x-ray_sources_behind_the_frontier_fields_cl...
The discovery of_lensed_radio_and_x-ray_sources_behind_the_frontier_fields_cl...The discovery of_lensed_radio_and_x-ray_sources_behind_the_frontier_fields_cl...
The discovery of_lensed_radio_and_x-ray_sources_behind_the_frontier_fields_cl...Sérgio Sacani
 
Large scale mass_distribution_in_the_illustris_simulation
Large scale mass_distribution_in_the_illustris_simulationLarge scale mass_distribution_in_the_illustris_simulation
Large scale mass_distribution_in_the_illustris_simulationSérgio Sacani
 
Probing the fermi_bubbles_in_ultraviolet_absorption_spectroscopic_signature_o...
Probing the fermi_bubbles_in_ultraviolet_absorption_spectroscopic_signature_o...Probing the fermi_bubbles_in_ultraviolet_absorption_spectroscopic_signature_o...
Probing the fermi_bubbles_in_ultraviolet_absorption_spectroscopic_signature_o...Sérgio Sacani
 
Kepler 432b a_massive_planet_in_a_highly_eccentric_orbit_transiting_a_red_giant
Kepler 432b a_massive_planet_in_a_highly_eccentric_orbit_transiting_a_red_giantKepler 432b a_massive_planet_in_a_highly_eccentric_orbit_transiting_a_red_giant
Kepler 432b a_massive_planet_in_a_highly_eccentric_orbit_transiting_a_red_giantSérgio Sacani
 
Exoplanet transit spectroscopy_using_wfc3
Exoplanet transit spectroscopy_using_wfc3Exoplanet transit spectroscopy_using_wfc3
Exoplanet transit spectroscopy_using_wfc3Sérgio Sacani
 

Similar to Quality assessment of data from CHRIS/PROBA (20)

Developing a classification framework for landcover landuse change analysis i...
Developing a classification framework for landcover landuse change analysis i...Developing a classification framework for landcover landuse change analysis i...
Developing a classification framework for landcover landuse change analysis i...
 
HORUS: Peering into Lunar Shadowed Regions with AI
HORUS: Peering into Lunar Shadowed Regions with AIHORUS: Peering into Lunar Shadowed Regions with AI
HORUS: Peering into Lunar Shadowed Regions with AI
 
Fotometria ubvi e_halfa_do_aglomerado_duplo_de_perseus
Fotometria ubvi e_halfa_do_aglomerado_duplo_de_perseusFotometria ubvi e_halfa_do_aglomerado_duplo_de_perseus
Fotometria ubvi e_halfa_do_aglomerado_duplo_de_perseus
 
The shape of Fe Ka line emitted from relativistic accretion disc around AGN b...
The shape of Fe Ka line emitted from relativistic accretion disc around AGN b...The shape of Fe Ka line emitted from relativistic accretion disc around AGN b...
The shape of Fe Ka line emitted from relativistic accretion disc around AGN b...
 
Milan Milošević "The shape of Fe Kα line emitted from relativistic accretion ...
Milan Milošević "The shape of Fe Kα line emitted from relativistic accretion ...Milan Milošević "The shape of Fe Kα line emitted from relativistic accretion ...
Milan Milošević "The shape of Fe Kα line emitted from relativistic accretion ...
 
Conservation Area Designation in the Andes
Conservation Area Designation in the AndesConservation Area Designation in the Andes
Conservation Area Designation in the Andes
 
The ASTRODEEP Frontier Fields catalogues II. Photometric redshifts and rest f...
The ASTRODEEP Frontier Fields catalogues II. Photometric redshifts and rest f...The ASTRODEEP Frontier Fields catalogues II. Photometric redshifts and rest f...
The ASTRODEEP Frontier Fields catalogues II. Photometric redshifts and rest f...
 
GRIPS_first_flight_2016
GRIPS_first_flight_2016GRIPS_first_flight_2016
GRIPS_first_flight_2016
 
The clustering of_galaxies_in_the_sdss_iii_boss
The clustering of_galaxies_in_the_sdss_iii_bossThe clustering of_galaxies_in_the_sdss_iii_boss
The clustering of_galaxies_in_the_sdss_iii_boss
 
Deep wide field_and_panchromatic_view_of_47_tuc_and_smc_with_hubble
Deep wide field_and_panchromatic_view_of_47_tuc_and_smc_with_hubbleDeep wide field_and_panchromatic_view_of_47_tuc_and_smc_with_hubble
Deep wide field_and_panchromatic_view_of_47_tuc_and_smc_with_hubble
 
Hyperspectral remote sensing and analysis of intertidal zones: A contribution...
Hyperspectral remote sensing and analysis of intertidal zones: A contribution...Hyperspectral remote sensing and analysis of intertidal zones: A contribution...
Hyperspectral remote sensing and analysis of intertidal zones: A contribution...
 
46 Complete Photoproduction Experiments - AIP Conference Proceedings, October...
46 Complete Photoproduction Experiments - AIP Conference Proceedings, October...46 Complete Photoproduction Experiments - AIP Conference Proceedings, October...
46 Complete Photoproduction Experiments - AIP Conference Proceedings, October...
 
Detection of an atmosphere around the super earth 55 cancri e
Detection of an atmosphere around the super earth 55 cancri eDetection of an atmosphere around the super earth 55 cancri e
Detection of an atmosphere around the super earth 55 cancri e
 
Aa16869 11
Aa16869 11Aa16869 11
Aa16869 11
 
Ringed structure and_a_gap_at_1_au_in_the_nearest_protoplanetary_disk
Ringed structure and_a_gap_at_1_au_in_the_nearest_protoplanetary_diskRinged structure and_a_gap_at_1_au_in_the_nearest_protoplanetary_disk
Ringed structure and_a_gap_at_1_au_in_the_nearest_protoplanetary_disk
 
The discovery of_lensed_radio_and_x-ray_sources_behind_the_frontier_fields_cl...
The discovery of_lensed_radio_and_x-ray_sources_behind_the_frontier_fields_cl...The discovery of_lensed_radio_and_x-ray_sources_behind_the_frontier_fields_cl...
The discovery of_lensed_radio_and_x-ray_sources_behind_the_frontier_fields_cl...
 
Large scale mass_distribution_in_the_illustris_simulation
Large scale mass_distribution_in_the_illustris_simulationLarge scale mass_distribution_in_the_illustris_simulation
Large scale mass_distribution_in_the_illustris_simulation
 
Probing the fermi_bubbles_in_ultraviolet_absorption_spectroscopic_signature_o...
Probing the fermi_bubbles_in_ultraviolet_absorption_spectroscopic_signature_o...Probing the fermi_bubbles_in_ultraviolet_absorption_spectroscopic_signature_o...
Probing the fermi_bubbles_in_ultraviolet_absorption_spectroscopic_signature_o...
 
Kepler 432b a_massive_planet_in_a_highly_eccentric_orbit_transiting_a_red_giant
Kepler 432b a_massive_planet_in_a_highly_eccentric_orbit_transiting_a_red_giantKepler 432b a_massive_planet_in_a_highly_eccentric_orbit_transiting_a_red_giant
Kepler 432b a_massive_planet_in_a_highly_eccentric_orbit_transiting_a_red_giant
 
Exoplanet transit spectroscopy_using_wfc3
Exoplanet transit spectroscopy_using_wfc3Exoplanet transit spectroscopy_using_wfc3
Exoplanet transit spectroscopy_using_wfc3
 

More from Universität Salzburg

Accurate and rapid big spatial data processing by scripting cartographic algo...
Accurate and rapid big spatial data processing by scripting cartographic algo...Accurate and rapid big spatial data processing by scripting cartographic algo...
Accurate and rapid big spatial data processing by scripting cartographic algo...Universität Salzburg
 
Risks of Cryogenic Landslide Hazards and Their Impact on Ecosystems in Cold E...
Risks of Cryogenic Landslide Hazards and Their Impact on Ecosystems in Cold E...Risks of Cryogenic Landslide Hazards and Their Impact on Ecosystems in Cold E...
Risks of Cryogenic Landslide Hazards and Their Impact on Ecosystems in Cold E...Universität Salzburg
 
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...Universität Salzburg
 
Detection of Vegetation Coverage in Urban Agglomeration of Brussels by NDVI I...
Detection of Vegetation Coverage in Urban Agglomeration of Brussels by NDVI I...Detection of Vegetation Coverage in Urban Agglomeration of Brussels by NDVI I...
Detection of Vegetation Coverage in Urban Agglomeration of Brussels by NDVI I...Universität Salzburg
 
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)Universität Salzburg
 
Interpretation of Landscape Values, Typology and Quality Using Methods of Spa...
Interpretation of Landscape Values, Typology and Quality Using Methods of Spa...Interpretation of Landscape Values, Typology and Quality Using Methods of Spa...
Interpretation of Landscape Values, Typology and Quality Using Methods of Spa...Universität Salzburg
 
Mapping Land Cover Changes Using Landsat TM: a Case Study of Yamal Ecosystems...
Mapping Land Cover Changes Using Landsat TM: a Case Study of Yamal Ecosystems...Mapping Land Cover Changes Using Landsat TM: a Case Study of Yamal Ecosystems...
Mapping Land Cover Changes Using Landsat TM: a Case Study of Yamal Ecosystems...Universität Salzburg
 
Economic assessment of landslide risk for the Waidhofen a.d. Ybbs region, Alp...
Economic assessment of landslide risk for the Waidhofen a.d. Ybbs region, Alp...Economic assessment of landslide risk for the Waidhofen a.d. Ybbs region, Alp...
Economic assessment of landslide risk for the Waidhofen a.d. Ybbs region, Alp...Universität Salzburg
 
Seagrass mapping and monitoring along the coast of Crete, Greece
Seagrass mapping and monitoring along the coast of Crete, GreeceSeagrass mapping and monitoring along the coast of Crete, Greece
Seagrass mapping and monitoring along the coast of Crete, GreeceUniversität Salzburg
 
Why Should We Stand for Geothermal Energy ? Example of the Negative Impacts o...
Why Should We Stand for Geothermal Energy ? Example of the Negative Impacts o...Why Should We Stand for Geothermal Energy ? Example of the Negative Impacts o...
Why Should We Stand for Geothermal Energy ? Example of the Negative Impacts o...Universität Salzburg
 
Using ArcGIS in Teaching Geosciences
Using ArcGIS in Teaching GeosciencesUsing ArcGIS in Teaching Geosciences
Using ArcGIS in Teaching GeosciencesUniversität Salzburg
 
How could obligation chain be structured along cross-border gas supply for...
   How could obligation chain be structured along cross-border gas supply for...   How could obligation chain be structured along cross-border gas supply for...
How could obligation chain be structured along cross-border gas supply for...Universität Salzburg
 
Using K-means algorithm classifier for urban landscapes classification in Tai...
Using K-means algorithm classifier for urban landscapes classification in Tai...Using K-means algorithm classifier for urban landscapes classification in Tai...
Using K-means algorithm classifier for urban landscapes classification in Tai...Universität Salzburg
 
Rural Sustainability and Management of Natural Resources in Tian Shan Region,...
Rural Sustainability and Management of Natural Resources in Tian Shan Region,...Rural Sustainability and Management of Natural Resources in Tian Shan Region,...
Rural Sustainability and Management of Natural Resources in Tian Shan Region,...Universität Salzburg
 
Mapping Agricultural Lands by Means of GIS for Monitoring Use of Natural Reso...
Mapping Agricultural Lands by Means of GIS for Monitoring Use of Natural Reso...Mapping Agricultural Lands by Means of GIS for Monitoring Use of Natural Reso...
Mapping Agricultural Lands by Means of GIS for Monitoring Use of Natural Reso...Universität Salzburg
 
Data Sharing, Distribution and Updating Using Social Coding Community Github ...
Data Sharing, Distribution and Updating Using Social Coding Community Github ...Data Sharing, Distribution and Updating Using Social Coding Community Github ...
Data Sharing, Distribution and Updating Using Social Coding Community Github ...Universität Salzburg
 
Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece. MSc Thesis...
Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece. MSc Thesis...Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece. MSc Thesis...
Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece. MSc Thesis...Universität Salzburg
 
Seagrass mapping and monitoring along the coast of Crete, Greece. Mid-Term Pr...
Seagrass mapping and monitoring along the coast of Crete, Greece. Mid-Term Pr...Seagrass mapping and monitoring along the coast of Crete, Greece. Mid-Term Pr...
Seagrass mapping and monitoring along the coast of Crete, Greece. Mid-Term Pr...Universität Salzburg
 

More from Universität Salzburg (20)

Accurate and rapid big spatial data processing by scripting cartographic algo...
Accurate and rapid big spatial data processing by scripting cartographic algo...Accurate and rapid big spatial data processing by scripting cartographic algo...
Accurate and rapid big spatial data processing by scripting cartographic algo...
 
Presentation lemenkova
Presentation lemenkovaPresentation lemenkova
Presentation lemenkova
 
Risks of Cryogenic Landslide Hazards and Their Impact on Ecosystems in Cold E...
Risks of Cryogenic Landslide Hazards and Their Impact on Ecosystems in Cold E...Risks of Cryogenic Landslide Hazards and Their Impact on Ecosystems in Cold E...
Risks of Cryogenic Landslide Hazards and Their Impact on Ecosystems in Cold E...
 
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
 
Detection of Vegetation Coverage in Urban Agglomeration of Brussels by NDVI I...
Detection of Vegetation Coverage in Urban Agglomeration of Brussels by NDVI I...Detection of Vegetation Coverage in Urban Agglomeration of Brussels by NDVI I...
Detection of Vegetation Coverage in Urban Agglomeration of Brussels by NDVI I...
 
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)
 
Interpretation of Landscape Values, Typology and Quality Using Methods of Spa...
Interpretation of Landscape Values, Typology and Quality Using Methods of Spa...Interpretation of Landscape Values, Typology and Quality Using Methods of Spa...
Interpretation of Landscape Values, Typology and Quality Using Methods of Spa...
 
Mapping Land Cover Changes Using Landsat TM: a Case Study of Yamal Ecosystems...
Mapping Land Cover Changes Using Landsat TM: a Case Study of Yamal Ecosystems...Mapping Land Cover Changes Using Landsat TM: a Case Study of Yamal Ecosystems...
Mapping Land Cover Changes Using Landsat TM: a Case Study of Yamal Ecosystems...
 
Economic assessment of landslide risk for the Waidhofen a.d. Ybbs region, Alp...
Economic assessment of landslide risk for the Waidhofen a.d. Ybbs region, Alp...Economic assessment of landslide risk for the Waidhofen a.d. Ybbs region, Alp...
Economic assessment of landslide risk for the Waidhofen a.d. Ybbs region, Alp...
 
Seagrass mapping and monitoring along the coast of Crete, Greece
Seagrass mapping and monitoring along the coast of Crete, GreeceSeagrass mapping and monitoring along the coast of Crete, Greece
Seagrass mapping and monitoring along the coast of Crete, Greece
 
Why Should We Stand for Geothermal Energy ? Example of the Negative Impacts o...
Why Should We Stand for Geothermal Energy ? Example of the Negative Impacts o...Why Should We Stand for Geothermal Energy ? Example of the Negative Impacts o...
Why Should We Stand for Geothermal Energy ? Example of the Negative Impacts o...
 
Using ArcGIS in Teaching Geosciences
Using ArcGIS in Teaching GeosciencesUsing ArcGIS in Teaching Geosciences
Using ArcGIS in Teaching Geosciences
 
How could obligation chain be structured along cross-border gas supply for...
   How could obligation chain be structured along cross-border gas supply for...   How could obligation chain be structured along cross-border gas supply for...
How could obligation chain be structured along cross-border gas supply for...
 
Urban Sprawl in Estonia
Urban Sprawl in EstoniaUrban Sprawl in Estonia
Urban Sprawl in Estonia
 
Using K-means algorithm classifier for urban landscapes classification in Tai...
Using K-means algorithm classifier for urban landscapes classification in Tai...Using K-means algorithm classifier for urban landscapes classification in Tai...
Using K-means algorithm classifier for urban landscapes classification in Tai...
 
Rural Sustainability and Management of Natural Resources in Tian Shan Region,...
Rural Sustainability and Management of Natural Resources in Tian Shan Region,...Rural Sustainability and Management of Natural Resources in Tian Shan Region,...
Rural Sustainability and Management of Natural Resources in Tian Shan Region,...
 
Mapping Agricultural Lands by Means of GIS for Monitoring Use of Natural Reso...
Mapping Agricultural Lands by Means of GIS for Monitoring Use of Natural Reso...Mapping Agricultural Lands by Means of GIS for Monitoring Use of Natural Reso...
Mapping Agricultural Lands by Means of GIS for Monitoring Use of Natural Reso...
 
Data Sharing, Distribution and Updating Using Social Coding Community Github ...
Data Sharing, Distribution and Updating Using Social Coding Community Github ...Data Sharing, Distribution and Updating Using Social Coding Community Github ...
Data Sharing, Distribution and Updating Using Social Coding Community Github ...
 
Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece. MSc Thesis...
Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece. MSc Thesis...Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece. MSc Thesis...
Seagrass Mapping and Monitoring Along the Coasts of Crete, Greece. MSc Thesis...
 
Seagrass mapping and monitoring along the coast of Crete, Greece. Mid-Term Pr...
Seagrass mapping and monitoring along the coast of Crete, Greece. Mid-Term Pr...Seagrass mapping and monitoring along the coast of Crete, Greece. Mid-Term Pr...
Seagrass mapping and monitoring along the coast of Crete, Greece. Mid-Term Pr...
 

Recently uploaded

SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICESAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICEayushi9330
 
Factory Acceptance Test( FAT).pptx .
Factory Acceptance Test( FAT).pptx       .Factory Acceptance Test( FAT).pptx       .
Factory Acceptance Test( FAT).pptx .Poonam Aher Patil
 
Conjugation, transduction and transformation
Conjugation, transduction and transformationConjugation, transduction and transformation
Conjugation, transduction and transformationAreesha Ahmad
 
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryFAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryAlex Henderson
 
COST ESTIMATION FOR A RESEARCH PROJECT.pptx
COST ESTIMATION FOR A RESEARCH PROJECT.pptxCOST ESTIMATION FOR A RESEARCH PROJECT.pptx
COST ESTIMATION FOR A RESEARCH PROJECT.pptxFarihaAbdulRasheed
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsSérgio Sacani
 
Feature-aligned N-BEATS with Sinkhorn divergence (ICLR '24)
Feature-aligned N-BEATS with Sinkhorn divergence (ICLR '24)Feature-aligned N-BEATS with Sinkhorn divergence (ICLR '24)
Feature-aligned N-BEATS with Sinkhorn divergence (ICLR '24)Joonhun Lee
 
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verified
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verifiedConnaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verified
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verifiedDelhi Call girls
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfrohankumarsinghrore1
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Sérgio Sacani
 
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRLKochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRLkantirani197
 
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.Nitya salvi
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)Areesha Ahmad
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Silpa
 
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptx
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptxSCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptx
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptxRizalinePalanog2
 
Presentation Vikram Lander by Vedansh Gupta.pptx
Presentation Vikram Lander by Vedansh Gupta.pptxPresentation Vikram Lander by Vedansh Gupta.pptx
Presentation Vikram Lander by Vedansh Gupta.pptxgindu3009
 
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls AgencyHire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls AgencySheetal Arora
 
Seismic Method Estimate velocity from seismic data.pptx
Seismic Method Estimate velocity from seismic  data.pptxSeismic Method Estimate velocity from seismic  data.pptx
Seismic Method Estimate velocity from seismic data.pptxAlMamun560346
 
Botany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfBotany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfSumit Kumar yadav
 
Vip profile Call Girls In Lonavala 9748763073 For Genuine Sex Service At Just...
Vip profile Call Girls In Lonavala 9748763073 For Genuine Sex Service At Just...Vip profile Call Girls In Lonavala 9748763073 For Genuine Sex Service At Just...
Vip profile Call Girls In Lonavala 9748763073 For Genuine Sex Service At Just...Monika Rani
 

Recently uploaded (20)

SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICESAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
 
Factory Acceptance Test( FAT).pptx .
Factory Acceptance Test( FAT).pptx       .Factory Acceptance Test( FAT).pptx       .
Factory Acceptance Test( FAT).pptx .
 
Conjugation, transduction and transformation
Conjugation, transduction and transformationConjugation, transduction and transformation
Conjugation, transduction and transformation
 
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryFAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
 
COST ESTIMATION FOR A RESEARCH PROJECT.pptx
COST ESTIMATION FOR A RESEARCH PROJECT.pptxCOST ESTIMATION FOR A RESEARCH PROJECT.pptx
COST ESTIMATION FOR A RESEARCH PROJECT.pptx
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
 
Feature-aligned N-BEATS with Sinkhorn divergence (ICLR '24)
Feature-aligned N-BEATS with Sinkhorn divergence (ICLR '24)Feature-aligned N-BEATS with Sinkhorn divergence (ICLR '24)
Feature-aligned N-BEATS with Sinkhorn divergence (ICLR '24)
 
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verified
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verifiedConnaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verified
Connaught Place, Delhi Call girls :8448380779 Model Escorts | 100% verified
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdf
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
 
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRLKochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
Kochi ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Kochi ESCORT SERVICE❤CALL GIRL
 
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
❤Jammu Kashmir Call Girls 8617697112 Personal Whatsapp Number 💦✅.
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.
 
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptx
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptxSCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptx
SCIENCE-4-QUARTER4-WEEK-4-PPT-1 (1).pptx
 
Presentation Vikram Lander by Vedansh Gupta.pptx
Presentation Vikram Lander by Vedansh Gupta.pptxPresentation Vikram Lander by Vedansh Gupta.pptx
Presentation Vikram Lander by Vedansh Gupta.pptx
 
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls AgencyHire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
 
Seismic Method Estimate velocity from seismic data.pptx
Seismic Method Estimate velocity from seismic  data.pptxSeismic Method Estimate velocity from seismic  data.pptx
Seismic Method Estimate velocity from seismic data.pptx
 
Botany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfBotany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdf
 
Vip profile Call Girls In Lonavala 9748763073 For Genuine Sex Service At Just...
Vip profile Call Girls In Lonavala 9748763073 For Genuine Sex Service At Just...Vip profile Call Girls In Lonavala 9748763073 For Genuine Sex Service At Just...
Vip profile Call Girls In Lonavala 9748763073 For Genuine Sex Service At Just...
 

Quality assessment of data from CHRIS/PROBA

  • 1. QUALITY ASSESSMENT OF DATA FROM CHRIS/PROBA POLINA LEMENKOVA INFO Student ID: 3 23369248. Course: ’GEOG6038 Calibration and Val- idation of Earth Observation Data’. Practical 1: Quality assessment of data from CHRIS/PROBA. Student: Lemenkova P. Supervisor: Prof. Dr. E. J. Milton. Funding: Erasmus Mundus MSc Scholarship GEM- L0022/2009/EW, University of Southampton, UK. 2009. Acknowledgement: I thank Brian Amberg and Thomas Vetter (Univeraität Basel) for baposter LATEX source code used for this poster. INTRODUCTION Image: Vertical air photo of Thorney Island. ROI: Thorney Island, Chichester harbour (UK): unique wetland environment, a place for rare bird colonies. Monitor- ing this place is important for environmental management. CHRIS/PROBA image characteristics: 18 bands, 07/10/2004, 17m ground resolution. DATA: CHRIS/PROBA IMAGE CHRIS (Compact High Resolution Imaging Spectrometer): new imaging spectrometer carried on board a space plat- form PROBA, http://www.chris-proba.org.uk/. More infor- mation: Cutter M.A., Lobb D.R. Cockshott R. (2000) Compact High Resolution Imaging Spectrometer. Elsevier Science Ltd, Kent, UK. Kuusk A., Kuusk J., Lang M.. A dataset for the vali- dation of reflectance models. Remote Sensing of Environment 113 (2009) 889–892 PROBA: Project for On Board Autonomy. The satellite was successfully launched in late Octo- ber 2001, Shriharikota (India). Info: Bermin J. PROBA – Project for On-Board Autonomy and web: http://earth.esa.int/missions/thirdpartymission/proba.html CHRIS IMAGE QUALITY For the quality of CHRIS images .hdr files were examined: 1. CHRIS...47AO_41.hdr (taken at +36◦) 2. CHRIS...47A1_41.hdr (taken at -36◦) 3. CHRIS...47A2_41.hdr (taken at +55◦) 4. CHRIS...47A3_41.hdr (taken at -55◦) 5. CHRIS...479F_41.hdr (taken at nadir) Images taken at the nadir are of good quality, while those at different angles have defects Left: Comparing images taken at +55◦dgr (47A2_41) and nadir images (479F_41) right Right: Images taken at +36◦dgr (47A0_41), left and nadir images (479F_41) right. CHRIS.hdrfiles Left: Inverted Image received from bands Combination 4(R)-2(G)-1(B). Right: Images taken at +36◦and -36◦(CHRIS 47A0_41 and CHRIS 47A1_41) both have inverted direction. SPECTRAL BANDS NarrowbandsNarrowbands IMAGE NOISE 2 types of noise affecting CHRIS images: 1. vertical noise (vertical stripes corrected by comparing values of neighbor pixels) 2. horizontal noise (easy to detect and correct using horizontal profile of each file Example of vertical noises in CHRIS image (left). Image source: Garcia J.G., Moreno J. Removal of noises in CHRIS/PROBA images: Applica- tion to the Sparc Campaign Data. Correction of noises can be made through DIELMO 3D Methodology. Example of horizontal noise in CHRIS image. CHRIS_CH_041007_479F_41 Bands_12-8-1 CHRIS_CH_041007_479F_41 Bands_7-4-1 CHRIS_CH_041007_479F_41 Bands_11-4-2 CHRIS_CH_041007_479F_41 Bands_6-5-2 CHRIS_CH_041007_479F_41 Bands_15-4-1 IMAGE INVERSION Inverted Image, bands: Left:13-12-11. Right: 9(R)-10(G)-11(B). ← Left: CHRIS Superspectral Land: Many narrow bands around the red-edge. Image source: Barnsley M.J. et al. The PROBA/CHRIS Mission: A Low-Cost Smallsat for Hyperspectral, Multi-Angle, Observations of the Earth Surface and Atmosphere. . ⇐Right: CHRIS Superspectral Water: many narrow bands in visible wavelengths. Figure contrasts per frame evidence for each patch with or w/o a background model. ←Quality natural-colored image of wetlands: nadir-taken CHRIS image with bands combination of corresponding spectral channels. View angles in a CHRIS/PROBA acquisition. BIBLIOGRAPHY Author’s publications on Geography, Remote Sensing and GIS: 1 P. Lemenkova, “Using ArcGIS in Teaching Geosciences”, Russian, B.Sc. Thesis (Lomonosov Moscow State University, Faculty of Edu- cational Studies, Moscow, Russia, June 5, 2007), 58 pp., https : / / thesiscommons.org/nmjgz. 2 P. Lemenkova, “Geoecological Mapping of the Barents and Pe- chora Seas”, Russian, B.Sc. Thesis (Lomonosov Moscow State Univer- sity, Faculty of Geography, Department of Cartography and Geoin- formatics, Moscow, Russia, May 18, 2004), 78 pp., https : / / thesiscommons.org/bvwcr. 3 P. Lemenkova, Ecological and Geographical Mapping of the Baltic Sea Region in the Gulf of Finland, Russian, Moscow, Russia: Lomonosov Moscow State University, Mar. 30, 2002, https://zenodo.org/ record/2574447, Term Paper. 4 H. W. Schenke and P. Lemenkova, “Zur Frage der Meeresboden- Kartographie: Die Nutzung von AutoTrace Digitizer für die Vek- torisierung der Bathymetrischen Daten in der Petschora-See”, Ger- man, Hydrographische Nachrichten 25, 16–21, ISSN: 0934-7747 (2008). 5 I. Suetova, L. Ushakova, and P. Lemenkova, “Geoinformation map- ping of the Barents and Pechora Seas”, Geography and Natural Re- sources 4, edited by V. A. Snytko, 138–142, ISSN: 1875-3728 (2005), http://www.izdatgeo.ru/journal.php?action=output& id=3&lang_num=2&id_dop=68.