Sensors, Systems, and Next

PROCEEDINGS OF SPIE
Sensors, Systems, and
Next-Generation Satellites XV
Roland Meynart
Steven P. Neeck
Haruhisa Shimoda
Editors
19–22 September 2011
Prague, Czech Republic
Sponsored by
SPIE
Cooperating Organisations
EOS— European Optical Society
Remote Sensing and Photogrammetry Society (United Kingdom)
Published by
SPIE
Volume 8176
Proceedings of SPIE, 0277-786X, v. 8176
SPIE is an international society advancing an interdisciplinary approach to the science and application of light.
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Roland Meynart, Steven P. Neeck, Haruhisa Shimoda, Proceedings of SPIE Vol. 8176 (SPIE,
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Contents
xi
SESSION 1
Conference Committee
US MISSIONS
8176 02
NASA’s Earth Science Flight Program overview (Invited Paper) [8176-01]
S. P. Neeck, S. M. Volz, NASA Headquarters (United States)
8176 03
Launch and on-orbit checkout of Aquarius/SAC-D Observatory: an international remote
sensing satellite mission measuring sea surface salinity [8176-02]
A. Sen, Jet Propulsion Lab. (United States); D. Caruso, Comisión Nacional de Actividades
Espaciales (Argentina); D. Durham, Jet Propulsion Lab. (United States); C. Falcon, Comisión
Nacional de Actividades Espaciales (Argentina)
8176 05
Joint polar satellite system [8176-04]
T. Trenkle, NASA Goddard Space Flight Ctr. (United States); P. Driggers, Bastion Technologies,
Inc. (United States)
8176 06
Preflight assessment of the cross-track infrared sounder (CrIS) performance [8176-05]
V. V. Zavyalov, C. S. Fish, G. E. Bingham, M. Esplin, M. Greenman, D. Scott, Utah State Univ.
Research Foundation (United States); Y. Han, National Oceanic and Atmospheric
Administration (United States)
SESSION 2
EUROPEAN MISSIONS I
8176 08
Observation requirements for the second generation EUMETSAT polar system visible/infrared
imager [8176-07]
P. L. Phillips, P. Schlüssel, C. J. Accadia, S. Banfi, European Organisation for the Exploitation
of Meteorological Satellites (Germany); I. Zerfowski, Deutsches Zentrum für Luft- und
Raumfahrt e.V. (Germany)
8176 09
PDR status for TROPOMI, the Sentinel 5 precursor instrument for air quality and climate
observations [8176-08]
J. de Vries, R. Voors, Dutch Space B.V. (Netherlands); G. Otter, N. van der Valk, TNO Science
and Industry (Netherlands); I. Aben, R. Hoogeveen, R. Snel, SRON Nationaal Instituut voor
Ruimteonderzoek (Netherlands); Q. Kleipool, P. Veefkind, Koninklijk Nederlands
Meteorologisch Instituut (Netherlands)
SESSION 3
8176 0A
EUROPEAN MISSIONS II
PREMIER's imaging IR limb sounder [8176-10]
S. Kraft, J. Caron, J.-L. Bézy, R. Meynart, J. Langen, B. Carnicero Dominguez, P. Bensi,
P. Silvestrin, European Space Research and Technology Ctr. (Netherlands)
iii
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8176 0C
Aalto-1: a hyperspectral Earth observing nanosatellite [8176-13]
A. Näsilä, A. Hakkarainen, J. Praks, A. Kestilä, K. Nordling, R. Modrzewski, Aalto Univ. School of
Science and Technology (Finland); H. Saari, J. Antila, R. Mannila, VTT Technical Research Ctr.
of Finland (Finland); P. Janhunen, Finnish Meteorological Institute (Finland); R. Vainio, Univ.
of Helsinki (Finland); M. Hallikainen, Aalto Univ. School of Science and Technology (Finland)
8176 0D
Spectropolarimeter for planetary exploration (SPEX): performance measurements with a
prototype [8176-14]
R. Voors, Dutch Space B.V. (Netherlands); S. G. Moon, S. Hannemann, cosine Research B.V.
(Netherlands); J. H. H. Rietjens, SRON (Netherlands); G. van Harten, F. Snik, Utrecht Univ.
(Netherlands); M. Smit, D. M. Stam, SRON (Netherlands); C. U. Keller, Utrecht Univ.
(Netherlands); E. C. Laan, A. L. Verlaan, W. A. Vliegenthart, TNO Science and Industry
(Netherlands); R. ter Horst, R. Navarro, ASTRON (Netherlands); K. Wielenga, Mecon
Engineering B.V. (Netherlands)
SESSION 4
JAPANESE MISSIONS I
8176 0E
Overview of Japanese Earth observation programs (Invited Paper) [8176-15]
H. Shimoda, Japan Aerospace Exploration Agency (Japan)
8176 0F
Eleven years of ASTER onboard calibration [8176-16]
F. Sakuma, M. Kikuchi, N. Ohgi, Japan Resources Observation System and Space Utilization
Organization (Japan); H. Inada, NEC TOSHIBA Space Systems, Ltd. (Japan); S. Akagi,
Mitsubishi Electric Corp. (Japan); H. Ono, Fujitsu Ltd. (Japan)
8176 0G
Disaster monitoring for Japan Earthquake with satellites by JAXA [8176-17]
M. Takahashi, M. Shimada, Y. Miyagi, M. Ohki, N. Kawano, T. Shiraishi, T. Motohka, Japan
Aerospace Exploration Agency (Japan)
8176 0H
On-orbit status of TANSO onboard GOSAT [8176-18]
M. Nakajima, H. Suto, A. Kuze, K. Shiomi, Japan Aerospace Exploration Agency (Japan)
SESSION 5
JAPANESE MISSIONS II
8176 0I
Update of the GOSAT higher level products 2.5 years after the launch [8176-19]
H. Watanabe, A. Yuki, K. Hayashi, F. Kawazoe, N. Kikuchi, F. Takahashi, T. Matsunaga,
T. Yokota, National Institute for Environmental Studies (Japan)
8176 0J
Airborne flight campaign for GOSAT validation [8176-20]
T. Tanaka, National Institute for Environmental Studies (Japan); D. Sakaizawa, Japan
Aerospace Exploration Agency (Japan); I. Morino, Y. Miyamoto, M. Inoue, T. Machida,
National Institute for Environmental Studies (Japan); Y. Sawa, H. Matsueda, Meteorological
Research Institute (Japan); S. Kawakami, M. Nakajima, Japan Aerospace Exploration
Agency (Japan); O. Uchino, National Institute for Environmental Studies (Japan)
iv
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8176 0K
On orbit performance of radio spectrometers of Superconducting Submillimeter-Wave
Limb-Emission Sounder (JEM/SMILES) [8176-21]
H. Ozeki, Toho Univ. (Japan); S. Mizobuchi, Japan Aerospace Exploration Agency (Japan);
K. Tamaki, Toho Univ. (Japan); K. Kikuchi, National Institute of Information and
Communications Technology (Japan); T. Nishibori, Japan Aerospace Exploration Agency
(Japan); S. Ochiai, National Institute of Information and Communications Technology
(Japan); M. Shiotani, Kyoto Univ. (Japan); C. Mitsuda, Fujitsu FIP Corp. (Japan)
8176 0M
Current status of level 2 product of Superconducting Submillimeter-Wave Limb-Emission
Sounder (SMILES) [8176-23]
C. Mitsuda, Fujitsu FIP Corp. (Japan); M. Suzuki, Y. Iwata, N. Manago, Japan Aerospace
Exploration Agency (Japan); Y. Naito, Kyoto Univ. (Japan); C. Takahashi, Fujitsu FIP Corp.
(Japan); K. Imai, Tome R&D Inc. (Japan); E. Nishimoto, H. Hayashi, M. Shiotani, Kyoto Univ.
(Japan); T. Sano, M. Takayanagi, Japan Aerospace Exploration Agency (Japan);
H. Taniguchi, Fujitsu FIP Corp. (Japan)
SESSION 6
JAPANESE MISSIONS III
8176 0N
Status of GCOM-W1/AMSR2 development, algorithms, and products [8176-24]
T. Maeda, K. Imaoka, M. Kachi, H. Fujii, A. Shibata, K. Naoki, M. Kasahara, N. Ito,
K. Nakagawa, Japan Aerospace Exploration Agency (Japan); T. Oki, Japan Aerospace
Exploration Agency (Japan) and The Univ. of Tokyo (Japan)
8176 0P
Status of proto-flight test of the dual-frequency precipitation radar for the global
precipitation measurement [8176-26]
T. Miura, M. Kojima, K. Furukawa, Y. Hyakusoku, Japan Aerospace Exploration Agency
(Japan); T. Iguchi, H. Hanado, K. Nakagawa, National Institute of Information and
Communications Technology (Japan); M. Okumura, NEC TOSHIBA Space Systems, Ltd.
(Japan)
8176 0Q
Development status of PALSAR-2 onboard ALOS-2 [8176-27]
S. Suzuki, Y. Kankaku, Y. Osawa, Japan Aerospace Exploration Agency (Japan)
8176 0R
Outline of advanced land observing satellite-3 and its instruments [8176-28]
H. Imai, H. Katayama, M. Takahashi, T. Tadono, Y. Hatooka, S. Suzuki, Y. Osawa, Japan
Aerospace Exploration Agency (Japan)
8176 0S
Retrieval of spectral response functions for the hyperspectral sensor of HISUI (Hyperspectral
Imager SUIte) by means of onboard calibration sources [8176-29]
K. Tatsumi, N. Ohgi, H. Harada, T. Kawanishi, F. Sakuma, Japan Resources Observation
System and Space Utilization Organization (Japan); H. Inada, T. Kawashima, NEC Corp.
(Japan); A. Iwasaki, The Univ. of Tokyo (Japan)
SESSION 7
8176 0U
CALIBRATION I
Designing an in-flight airborne calibration site using experience from vicarious radiometric
satellite calibration [8176-31]
S. Livens, W. Debruyn, S. Sterckx, I. Reusen, VITO NV (Belgium)
v
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8176 0V
Principal component noise filtering for NAST-I radiometric calibration [8176-32]
J. Tian, NASA Langley Research Ctr. (United States); W. L. Smith, Sr., Hampton Univ. (United
States) and Univ. of Wisconsin-Madison (United States)
8176 0W
SWIR calibration of Spectralon reflectance factor [8176-33]
G. T. Georgiev, Sigma Space Corp. (United States); J. J. Butler, NASA Goddard Space Flight
Ctr. (United States); C. Cooksey, National Institute of Standards and Technology (United
States); L. Ding, Sigma Space Corp. (United States); K. J. Thome, NASA Goddard Space Flight
Ctr. (United States)
Analysis of MetOp/HIRS instrument self-emission and its impact on on-orbit calibration
[8176-34]
T. Chang, I. M. Systems Group, Inc. (United States); C. Cao, National Oceanic and
Atmospheric Administration (United States)
8176 0X
SESSION 8
CALIBRATION II
8176 0Z
Terra MODIS band 27 electronic crosstalk: cause, impact, and mitigation [8176-36]
J. Sun, Sigma Space Corp. (United States); S. Madhavan, Science Systems and Applications,
Inc. (United States); B. N. Wenny, Sigma Space Corp. (United States); X. Xiong, NASA
Goddard Space Flight Ctr. (United States)
8176 10
Solar and lunar observation planning for Earth-observing sensor [8176-37]
J. Sun, Sigma Space Corp. (United States); X. Xiong, NASA Goddard Space Flight Ctr. (United
States)
8176 11
Using the Moon to track MODIS reflective solar bands calibration stability [8176-38]
X. Xiong, NASA Goddard Space Flight Ctr. (United States); X. Geng, Sigma Space Corp.
(United States); A. Angal, Science Systems and Applications, Inc. (United States); J. Sun,
Sigma Space Corp. (United States); W. Barnes, Univ. of Maryland, Baltimore County (United
States)
8176 12
Alternative approach to characterize response versus scan-angle (RVS) for MODIS
reflective solar bands [8176-39]
H. Chen, Sigma Space Corp. (United States); X. Xiong, NASA Goddard Space Flight Ctr.
(United States); A. Wu, Sigma Space Corp. (United States)
SESSION 9
8176 13
SESSION 10
8176 17
CALIBRATION III
Radiometric calibration of MERIS [8176-40]
S. Delwart, European Space Research and Technology Ctr. (Italy); L. Bourg, ACRI-ST (France)
FOCAL PLANE ASSEMBLIES I
Orthogonal transfer CCD for compensation of image distortion [8176-44]
R. L. Kendrick, Lockheed Martin Advanced Technology Ctr. (United States); S. T. Thurman,
Lockheed Martin Coherent Technologies (United States)
vi
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8176 18
Recent developments of multispectral filter assemblies for CCD, CMOS and bolometer
[8176-45]
R. Le Goff, B. Badoil, P. Fuss, F. Tanguy, SODERN (France); P. Etcheto, Ctr. National d'Études
Spatiales (France)
8176 19
Performances and reliability tests of AlGaN based focal plane array for deep-UV imaging
[8176-46]
J.-L. Reverchon, G. Lehoucq, C. Lyoret, J.-P. Truffer, E. Costard, Alcatel-Thales III-V Lab.
(France); E. Frayssinet, J. Brault, J.-Y. Duboz, Ctr. de Recherche sur l'Hétéro-Epitaxie et ses
Applications, CNRS (France); A. Giuliani, M. Réfrégier, M. Idir, Synchrotron SOLEIL (France)
8176 1A
15 µm pixel-pitch VGA InGaAs module for very low background applications [8176-47]
A. Rouvié, O. Huet, J. L. Reverchon, J. A. Robo, J. P. Truffer, J. Decobert, E. Costard, P. Bois,
Alcatel-Thales III-V Lab. (France)
SESSION 11
FOCAL PLANE ASSEMBLIES II
8176 1D
Hybrid backside illuminated CMOS image sensors possessing low crosstalk [8176-50]
P. Ramachandra Rao, K. De Munck, K. Minoglou, J. De Vos, D. Sabuncuoglu, P. De Moor,
IMEC (Belgium)
8176 1E
Current status of the EarthCARE BBR detectors development [8176-51]
M. Allard, L. Martin, C. Proulx, J.-P. Bouchard, P. Côte, E.-H. Oulachgar, INO (Canada);
J. Delderfield, D. Parker, Rutherford Appleton Lab. (United Kingdom); F. Châteauneuf, INO
(Canada)
8176 1F
SOFRADIR in space: an overview on the activity and on the main programs [8176-52]
P. Pidancier, P. Chorier, B. Fieque, A. Delannoy, SOFRADIR (France)
8176 1H
Ultra low dark current CdHgTe FPAs in the SWIR range at CEA and Sofradir [8176-54]
O. Gravrand, L. Mollard, O. Boulade, Commissariat à l'Énergie Atomique, LETI (France);
V. Moreau, CEA-IRFU-Service d'Astrophysique (France); E. Sanson, Sofradir (France);
G. Destefanis, Commissariat à l'Énergie Atomique, LETI (France)
8176 1I
SESSION 12
8176 1J
Infrared ROIC for very low flux and very low noise applications [8176-55]
B. Fieque, E. Sanson, L. Martineau, P. Chorier, Sofradir (France); O. Boulade, V. Moreau, CEA
Saclay Service d’Astrophysique (France); H. Geoffray, Ctr. National d'Études Spatiales
(France)
MISSIONS AND SENSING I
The atmospheric processes on climate and its changes (APOCC) initiative [8176-56]
M. Bergeron, T. Piekutowski, Canadian Space Agency (Canada); E. Hilsenrath, Univ. of
Maryland, Baltimore County (United States); R. Wilkinson, S. Melo, Canadian Space Agency
(Canada)
vii
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8176 1K
TICFIRE: a far infrared payload to monitor the evolution of thin ice clouds [8176-57]
J.-P. Blanchet, Univ. du Québec à Montréal (Canada); A. Royer, Univ. de Sherbrooke
(Canada); F. Châteauneuf, INO (Canada); Y. Bouzid, Univ. du Québec à Montréal
(Canada); Y. Blanchard, Univ. de Sherbrooke (Canada); J.-F. Hamel, J. de Lafontaine, NGC
Aerospace Ltd. (Canada); P. Gauthier, Univ. du Québec à Montréal (Canada); N. T. O'Neill,
Univ. de Sherbrooke (Canada); O. Pancrati, INO (Canada); L. Garand, Environment
Canada (Canada)
8176 1L
Image quality effects due to image plane sampling: experimental results [8176-58]
R. L. Kendrick, A. Cochrane, K. Schulz, R. Bell, E. Smith, Lockheed Martin Advanced
Technology Ctr. (United States)
8176 1M
Architecting 'operational' Earth monitoring satellites based on coupled climate modeling
and existing sensor capabilities with constellation efficiencies: Part III [8176-59]
D. B. Helmuth, R. M. Bell, D. A. Bennett, D. A. Grant, T. N. Miller, C. A. Lentz, Lockheed Martin
Space Systems Co. (United States)
8176 1N
Development and fabrication of a hyperspectral, mirror based IR-telescope with
ultra-precise manufacturing and mounting techniques for a snap-together system
assembly [8176-60]
S. Risse, Fraunhofer-Institut für Angewandte Optik und Feinmechanik (Germany);
S. Scheiding, Fraunhofer-Institut für Angewandte Optik und Feinmechanik (Germany) and
Friedrich-Schiller-Univ. Jena (Germany); A. Gebhardt, C. Damm, Fraunhofer-Institut für
Angewandte Optik und Feinmechanik (Germany); W. Holota, Holota Optics (Germany);
R. Eberhardt, Fraunhofer-Institut für Angewandte Optik und Feinmechanik (Germany);
A. Tünnermann, Fraunhofer-Institut für Angewandte Optik und Feinmechanik (Germany)
and Friedrich-Schiller-Univ. Jena (Germany)
SESSION 13
MISSIONS AND SENSING II
8176 1O
The design of a space-borne multispectral canopy lidar to estimate global carbon stock
and gross primary productivity [8176-61]
J. Jack, E. Rumi, The Univ. of Edinburgh (United Kingdom); D. Henry, UK Astronomy
Technology Ctr. (United Kingdom); I. Woodhouse, C. Nichol, The Univ. of Edinburgh (United
Kingdom); M. Macdonald, Univ. of Strathclyde (United Kingdom)
8176 1Q
An update on the NAST-I airborne FTS [8176-63]
A. M. Larar, NASA Langley Research Ctr. (United States); W. L. Smith, Hampton Univ. (United
States) and Univ. of Wisconsin-Madison (United States); D. K. Zhou, X. Liu, A. Noe,
D. Oliver, M. Flood, NASA Langley Research Ctr. (United States); L. Rochette, LR Tech, Inc.
(Canada); J. Tian, NASA Langley Research Ctr. (United States)
8176 1R
Space-based hyperspectral imaging spectroradiometer for coastal studies [8176-64]
J. J. Puschell, J. Silny, L. Cook, S. Champion, S. Schiller, D. La Komski, J. Nastal, Raytheon
Space & Airborne Systems (United States); N. Malone, Raytheon Vision Systems (United
States); C. Davis, Oregon State Univ. (United States)
viii
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SESSION 14
MISSIONS AND SENSING III
8176 1U
DubaiSat-1 mission overview [8176-67]
A. Al Rais, Emirates Institution for Advanced Science and Technology (United Arab Emirates)
8176 1W
Gain control strategy for multispectral camera [8176-69]
D. Wang, Y. Man, Beijing Institute of Space Mechanics and Electricity (China); X. Shi, Beijing
Institute of Tracking and Telecommunication Technology (China)
SESSION 15
ADDRESSING NATURAL DISASTERS AND SUSTAINABLE RESOURCES USING SATELLITE DATA
8176 1Y
Use of SAR data for hydro-morphological characterization in sub-Saharan Africa: a case
study [8176-72]
M. N. Papa, F. Ciervo, Univ. degli Studi di Salerno (Italy); Y. Koussoube, Univ. de
Ouagadougou (Burkina Faso); G. Di Martino, A. Iodice, D. Riccio, G. Ruello, I. Zinno, Univ.
degli Studi di Napoli Federico II (Italy)
8176 1Z
Monitoring urban land cover with the use of satellite remote sensing techniques as a means
of flood risk assessment in Cyprus [8176-73]
D. Alexakis, D. Hadjimitsis, A. Agapiou, K. Themistocleous, Cyprus Univ. of Technology
(Cyprus); A. Retalis, National Observatory of Athens (Greece)
8176 20
SVM spatio-temporal vegetation classification using HR satellite images [8176-74]
S. Réjichi, F. Chaâbane, SUP'COM (Tunisia)
POSTER SESSION
8176 21
A new space instrumental concept for the measurement of CO2 concentration in the
atmosphere [8176-12]
C. Buil, V. Pascal, J. Loesel, C. Pierangelo, L. Roucayrol, L. Tauziede, Ctr. National d'Études
Spatiales (France)
8176 23
Operation planning for Japanese future hyperspectral and multispectral senor: HISUI and
usage of cloud climate data [8176-75]
K. Ogawa, Rakuno Gakuen Univ. (Japan); T. Matsunaga, S. Yamamoto, National Institute for
Environmental Studies (Japan); O. Kashimura, T. Tachikawa, Earth Remote Sensing Data
Analysis Ctr. (Japan); A. Iwasaki, The Univ. of Tokyo (Japan); S. Tsuchida, National Institute of
Advanced Industrial Science and Technology (Japan); J. Tanii, Japan Resources
Observation System and Space Utilization Organization (Japan); S. Rokugawa, The Univ. of
Tokyo (Japan)
8176 24
A study of calibration KOMPSAT-2 image by relative radiometric calibration [8176-76]
C. G. Jin, H. Y. Ahn, Pukyong National Univ. (Korea, Republic of); S. G. Lee, Korea Aerospace
Research Institute (Korea, Republic of); C. U. Choi, Pukyong National Univ. (Korea, Republic
of)
8176 26
Earth observation mission operation of COMS during in-orbit test [8176-78]
Y.-M. Cho, Korea Aerospace Research Institute (Korea, Republic of)
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8176 27
The concept of a multibeam delay/Doppler radar altimeter [8176-79]
S. Yang, H. Liu, K. Xu, X. Xu, Ctr. for Space Science and Applied Research (China)
8176 28
Miniaturized spectral imager for Aalto-1 nanosatellite [8176-80]
R. Mannila, VTT Technical Research Ctr. of Finland (Finland); A. Näsilä, J. Praks, Aalto Univ.
School of Science and Technology (Finland); H. Saari, J. Antila, VTT Technical Research Ctr.
of Finland (Finland)
8176 2A
A comparative study of relationship to solar radiation and extraction of vegetation: using
Kompsat-2 and IKONOS image [8176-82]
H. Y. Ahn, S. Y. Park, C. U. Choi, Pukyong National Univ. (Korea, Republic of)
Author Index
x
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Conference Committee
Symposium Chairs
Karin Stein, Fraunhofer-Institut für Optronik, Systemtechnik und
Bildauswertung (Germany)
Charles R. Bostater, Florida Institute of Technology (United States)
Conference Chairs
Roland Meynart, European Space Research and Technology Center
(Netherlands)
Steven P. Neeck, NASA Headquarters (United States)
Haruhisa Shimoda, Japan Aerospace Exploration Agency (Japan)
Program Committee
Yann H. Kerr, Centre d'Etudes Spatiales de la Biosphère (France)
Olivier Saint-Pe, EADS Astrium (France)
Xiaoxiong Jack Xiong, NASA Goddard Space Flight Center (United
States)
Session Chairs
1
US Missions
Steven P. Neeck, NASA Headquarters (United States)
2
European Missions I
Roland Meynart, European Space Research and Technology Center
(Netherlands)
3
European Missions II
Roland Meynart, European Space Research and Technology Center
(Netherlands)
4
Japanese Missions I
Haruhisa Shimoda, Japan Aerospace Exploration Agency (Japan)
5
Japanese Missions II
Haruhisa Shimoda, Japan Aerospace Exploration Agency (Japan)
6
Japanese Missions III
Haruhisa Shimoda, Japan Aerospace Exploration Agency (Japan)
xi
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7
Calibration I
Xiaoxiong Jack Xiong, NASA Goddard Space Flight Center (United
States)
8
Calibration II
Xiaoxiong Jack Xiong, NASA Goddard Space Flight Center (United
States)
9
Calibration III
Xiaoxiong Jack Xiong, NASA Goddard Space Flight Center (United
States)
10
Focal Plane Assemblies I
Olivier Saint-Pé, EADS Astrium (France)
11
Focal Plane Assemblies II
Olivier Saint-Pé, EADS Astrium (France)
12
Missions and Sensing I
Toshiyoshi Kimura, Japan Aerospace Exploration Agency (Japan)
13
Missions and Sensing II
Roland Meynart, European Space Research and Technology Center
(Netherlands)
14
Missions and Sensing III
Steven P. Neeck, NASA Headquarters (United States)
15
Addressing Natural Disasters and Sustainable Resources Using Satellite
Data
Shahid Habib, NASA Goddard Space Flight Center (United States)
xii
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