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17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
1
Space Technologies for
Experimental Astronomy
Credits: ESA
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
2
Career
Working experience
 OA Padova (may 2019 – present)
 IAPS Rome (2001 – april 2019 )
Education
 PhD in Space Systems and Technologies at Tor Vergata & IAPS (2006)
http://phdelectronics.uniroma2.it/sistemi-e-tecnologie-per-lo-spazio
https://www.researchgate.net/publication/333315510_A_Reliability_Analysis_on_the_Data_Processing_Syste
m_of_a_Space_Experiment
 MS thesis in CS Science Computing at La Sapienza & IAPS (2001)
https://www.academia.edu/attachments/59367766/download_file?st=MTU1OTc0MTY2MCwxOTMuMjA2LjI0My
4xNDcsNTgyNjI1&s=swp-toolbar
 Astrophysics lab course fellow at La Sapienza & IAPS
(1999);https://www.academia.edu/39235988/A_Robust_Filter_for_the_BeppoSAX_Gamma_Ray_Burst_Monit
or_Triggers
CV, education, experience & publications
 https://www.linkedin.com/in/fralaz1971
 https://orcid.org/0000-0003-4871-4072
 https://www.researchgate.net/profile/Francesco_Lazzarotto2
 https://inaf.academia.edu/FrancescoLazzarotto
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
3
Astronomy Data Handling (1)
Spaceborne instruments developing
 TC/TM decoding/encoding transmission/reception;
 Prototypes and laboratory equipment automation;
 Data Handling Systems Design (HW/SW);
 Data Handling Systems Implementation (HW/SW);
Science data analysis
 Time series data analysis;
 Spectral data analysis
 Imaging;
Software Design Strategies
 Efficient, reusable (OO,GP) & free/open sw libraries/tools;
 Widely adopted International standards;
 Operating in a mission/experiment-neutral way
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
4
Astronomy Data Handling (2)
Space Engineering standards
 European Cooperation for Space Standardization (ECSS) https://ecss.nl
 Consultive Committee for Space Data Systems (CCSDS)
https://public.ccsds.org/default.aspx
Astronomy Data Formats
 FITS+FTOOLS, PDS, VO Tables, …

Science libraries & tools
 CERN ROOT, starjava, GSL, …
Algorithms & methodologies for Data Science
Statistical Pattern Recognitions, Data Mining,
Knowledge Extraction from DataBases, AI
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
5
SAX mission work (1999)
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
6
SAX mission work (2001)
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
7
SAX GRBM archive data classification
GRB flux animation
(Credits: ESA)
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
8
SAX DHA Future development (1)
 Re-operate the GRBM SAX data processing sw on
current computer systems;
 Improve with state-of-the art data sw tools/libraries and
algorithms;
 Pass all the system to free/open-source;
 Apply current space data standards (ecss/ccsds);
 Update the sw design documents and schemas;
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
9
SAX DHA Future development (2)
 Re-organise GRBM sw to include data processing tools fro
other SAX instruments;
 Apply frameworks and results acquired with AGILE &
BepiColombo experience;
 Verify & test the on-line SAX data-archive access;
 Apply the improved data processing system using all SAX
instrument data;
 Extract reusable sw to apply to other space experiments;
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
10
AGILE mission work (2001-2011)
What is AGILE? X/gamma ray mission,
(30 MeV - 50 GeV) (18 - 60 keV).
See https://agile.ssdc.asi.it/
http://agile.rm.iasf.cnr.it
 Contribution to development & maintenance of the
AGILE science data processing system;
 Data acquisition systems based on pseudo-TM/TC
data handling systems;
 Science sw algorithms, libraries and tools
engineering and development;
 Ground Segment software maintenance and
development;
 data analysis and monitoring services of the SA
tool;
 management of data processing servers and
storage system;
 participation in national and international meetings
and conferences;
 Outreach ("Notti della Ricerca") AGILE launch on pslv indian rocket on 23/04/2007
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
11
AGILE AIV
Launch: 23/04/2007 from India
with a pslv rocket and still
operational:
P/L: Silicon Tracker (ST),
MiniCalorimeter (MCAL),
SuperAGILE (SA),
AntiCoincidence (AC)
 Good space resolution and
FOV gamma 30 MeV--30 GeV
(ST)
 X-ray imager 10-40 keV for
accurate positioning transient
sources
 us time resolution in bands 15-
60 keV, 0.3-30 MeV, and 30
MeV-30 GeV
 Search for GRB and transients
in time range from sub-ms to
tenths of seconds.
AGILE P/L during final integration:
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
12
AGILE science results
 http://www.astronomerstelegram.org/?read=11200 19/01/2018 flare from the blazar 3C 279
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
13
SuperAGILE X-Ray imager
X-ray detector for onboard AGILE.
2 x one-dimensional imager,
operating in the 18-60 keV band,
FoV ~2st, 2 us time resolution.
8 keV energy resolution (FWHM).
Pointing phase (attitude control)
6 arcmins resolution
Spinning phase (since Oct 2009)
pointing drift ∼0.1 degree/s.
Imaging sofware needs longer
expositions, summing sub-images
for same FoV at different times.
Time series using FFT to filter
counts fluctuations due to spinning
to detect transients.
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
14
SuperAGILE Source Catalog@ASDC
POINTING + SPINNING
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
15
SuperAGILE development (2002-2011)
 Support to hardware AIV;
 Data acquisition/reduction/analysis sw;
 Contribution to the AGILE EGSE;
 Contribution to the AGILE TM processing;
 X/Gamma Ray maps integration.
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
16
SuperAGILE measurements
conceptual model
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
17
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
18
The AGILE data flow
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
19
AGILE mission work (2004)
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
20
Space Applications Reliability (2006)
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
21
Reliability analysis on
instrument detection performance
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
22
AGILE mission work (2008)
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
23
AGILE DHA Future Development
 Updating all SA sw to current systems/libraries versions;
 Uniforming SA sw to AGILE services and distribution;
 Complete SA sw integration into SSDC@ASI;
 Apply Data Mining, pattern recognition & classifications
techniques developed for SAX to the AGILE archive;
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
24
SERENA AIV (2011-2018)
 SERENA integrated tests (SIT);
 SFT, EMC, SVT system-tests;
 Contribution to SERENA egse (FMI);
 Sci-ops definition support (power,TM);
 EDDS data provider;
 NECP preparation & monitoring;
 Pipelines, QLA, PDS4 archive
Supporting all the integration phases until BepiColombo launch (19/10/2018)
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
25
Composed of 4 detectors, 2 for neutral (STROFIO & ELENA) and 2
for ionised (MIPA & PICAM) particles, to study the Mercury exospheric
environment.
Primary Science Objectives:
 Chemical and elemental composition of the exosphere;
 Neutral gas density profiles and asymmetries;
 Exo-ionosphere composition;
 Exo-ionosphere spatial and energy distribution;
 Ion precipitation rate;
 Surface emission rate and release processes (neutrals ,ions);
 Particle loss rate from Mercury's environment;
Further Science Objectives:
 Remote sensing of the surface composition;
 Magnetosphere structure and dynamics;
 Planetary response to solar wind variations;
 ENA imaging to compare solar-planetary relationship;
 Heavy ion sputtering products;
SERENA experiment onboard BC-MPO
SERENA units on MPO orbiter S/C
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
26
BepiColombo/SERENA (2013)
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
27
BepiColombo/SERENA (2019)
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
28
Tutoring
Phd Program in Astronomy, Astrophysics and Space Science (Univ. La Sapienza, Tor Vergata, INAF).
2nd year student Adrian Kazakov, “Processing and science analysis of data from the
BepiColombo/SERENA particle detectors”
10th Young Researcher Meeting, Rome 18-21/06/2019
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
29
On-going: BepiColombo common work
 SERENA QLA + SIMBIO QLA (discussion at SIMBIO TM
18/06/19)
 BC level sw libraries/tools/standards
(bscs-common-telemetry, MIB, SCOS-2000 )
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
30
Future Work: Space DHA framework
 Defining & refining models, methods, algorithms, libraries,
and tools appliable to different space astronomy projects;
 Cost-effective and realiable systems;
 Technology transfer to other science experiments and
operationals projects;
17/06/2019 Space Technologies Francesco Lazzarotto
INAF-OAPD francesco.lazzarotto@inaf.it
31
References
1) “Advances in Machine Learning and Data Mining for Astronomy”, 2016,Way M. J. et al, Crc
Press
2) “Development of a Comprehensive Mission Operations System Designed to Operate Multiple Small
Satellites”, Sorensen et al, 2011
3) “Defining an Open Source Strategy for NASA”, Mattmann et al, 2011
4) “Statistical Themes and Lessons for Data Mining”, Glymour C. et al, 1997, Kluwer
5) “Data Mining: an overview”, Madigan, D., 2008, https://slideplayer.com/slide/8812315
6) “Scientific Data Mining in Astronomy”, Borne K., 2009, Crc Press
7) “ROOT - An Object Oriented Data Analysis Framework, 1996, Brune R. , Rademakers F., http://root.cern.ch
8) The Data Revolution: Big Data, Open Data, Data Infrastructures and Their
Consequences , Rob Kitchin. 2014
9) “The Ground Segment Data Processing System of the SuperAGILE instrument”, Lazzarotto F, 2008,
ASP
10)“BC SRN/ELENA testing with ELENA SCOE”, Lazzarotto F., 2013, ESAW@ESOC
proceedings

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Space Technologies for Experimental Astronomy

  • 1. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 1 Space Technologies for Experimental Astronomy Credits: ESA
  • 2. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 2 Career Working experience  OA Padova (may 2019 – present)  IAPS Rome (2001 – april 2019 ) Education  PhD in Space Systems and Technologies at Tor Vergata & IAPS (2006) http://phdelectronics.uniroma2.it/sistemi-e-tecnologie-per-lo-spazio https://www.researchgate.net/publication/333315510_A_Reliability_Analysis_on_the_Data_Processing_Syste m_of_a_Space_Experiment  MS thesis in CS Science Computing at La Sapienza & IAPS (2001) https://www.academia.edu/attachments/59367766/download_file?st=MTU1OTc0MTY2MCwxOTMuMjA2LjI0My 4xNDcsNTgyNjI1&s=swp-toolbar  Astrophysics lab course fellow at La Sapienza & IAPS (1999);https://www.academia.edu/39235988/A_Robust_Filter_for_the_BeppoSAX_Gamma_Ray_Burst_Monit or_Triggers CV, education, experience & publications  https://www.linkedin.com/in/fralaz1971  https://orcid.org/0000-0003-4871-4072  https://www.researchgate.net/profile/Francesco_Lazzarotto2  https://inaf.academia.edu/FrancescoLazzarotto
  • 3. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 3 Astronomy Data Handling (1) Spaceborne instruments developing  TC/TM decoding/encoding transmission/reception;  Prototypes and laboratory equipment automation;  Data Handling Systems Design (HW/SW);  Data Handling Systems Implementation (HW/SW); Science data analysis  Time series data analysis;  Spectral data analysis  Imaging; Software Design Strategies  Efficient, reusable (OO,GP) & free/open sw libraries/tools;  Widely adopted International standards;  Operating in a mission/experiment-neutral way
  • 4. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 4 Astronomy Data Handling (2) Space Engineering standards  European Cooperation for Space Standardization (ECSS) https://ecss.nl  Consultive Committee for Space Data Systems (CCSDS) https://public.ccsds.org/default.aspx Astronomy Data Formats  FITS+FTOOLS, PDS, VO Tables, …  Science libraries & tools  CERN ROOT, starjava, GSL, … Algorithms & methodologies for Data Science Statistical Pattern Recognitions, Data Mining, Knowledge Extraction from DataBases, AI
  • 5. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 5 SAX mission work (1999)
  • 6. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 6 SAX mission work (2001)
  • 7. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 7 SAX GRBM archive data classification GRB flux animation (Credits: ESA)
  • 8. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 8 SAX DHA Future development (1)  Re-operate the GRBM SAX data processing sw on current computer systems;  Improve with state-of-the art data sw tools/libraries and algorithms;  Pass all the system to free/open-source;  Apply current space data standards (ecss/ccsds);  Update the sw design documents and schemas;
  • 9. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 9 SAX DHA Future development (2)  Re-organise GRBM sw to include data processing tools fro other SAX instruments;  Apply frameworks and results acquired with AGILE & BepiColombo experience;  Verify & test the on-line SAX data-archive access;  Apply the improved data processing system using all SAX instrument data;  Extract reusable sw to apply to other space experiments;
  • 10. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 10 AGILE mission work (2001-2011) What is AGILE? X/gamma ray mission, (30 MeV - 50 GeV) (18 - 60 keV). See https://agile.ssdc.asi.it/ http://agile.rm.iasf.cnr.it  Contribution to development & maintenance of the AGILE science data processing system;  Data acquisition systems based on pseudo-TM/TC data handling systems;  Science sw algorithms, libraries and tools engineering and development;  Ground Segment software maintenance and development;  data analysis and monitoring services of the SA tool;  management of data processing servers and storage system;  participation in national and international meetings and conferences;  Outreach ("Notti della Ricerca") AGILE launch on pslv indian rocket on 23/04/2007
  • 11. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 11 AGILE AIV Launch: 23/04/2007 from India with a pslv rocket and still operational: P/L: Silicon Tracker (ST), MiniCalorimeter (MCAL), SuperAGILE (SA), AntiCoincidence (AC)  Good space resolution and FOV gamma 30 MeV--30 GeV (ST)  X-ray imager 10-40 keV for accurate positioning transient sources  us time resolution in bands 15- 60 keV, 0.3-30 MeV, and 30 MeV-30 GeV  Search for GRB and transients in time range from sub-ms to tenths of seconds. AGILE P/L during final integration:
  • 12. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 12 AGILE science results  http://www.astronomerstelegram.org/?read=11200 19/01/2018 flare from the blazar 3C 279
  • 13. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 13 SuperAGILE X-Ray imager X-ray detector for onboard AGILE. 2 x one-dimensional imager, operating in the 18-60 keV band, FoV ~2st, 2 us time resolution. 8 keV energy resolution (FWHM). Pointing phase (attitude control) 6 arcmins resolution Spinning phase (since Oct 2009) pointing drift ∼0.1 degree/s. Imaging sofware needs longer expositions, summing sub-images for same FoV at different times. Time series using FFT to filter counts fluctuations due to spinning to detect transients.
  • 14. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 14 SuperAGILE Source Catalog@ASDC POINTING + SPINNING
  • 15. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 15 SuperAGILE development (2002-2011)  Support to hardware AIV;  Data acquisition/reduction/analysis sw;  Contribution to the AGILE EGSE;  Contribution to the AGILE TM processing;  X/Gamma Ray maps integration.
  • 16. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 16 SuperAGILE measurements conceptual model
  • 17. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 17
  • 18. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 18 The AGILE data flow
  • 19. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 19 AGILE mission work (2004)
  • 20. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 20 Space Applications Reliability (2006)
  • 21. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 21 Reliability analysis on instrument detection performance
  • 22. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 22 AGILE mission work (2008)
  • 23. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 23 AGILE DHA Future Development  Updating all SA sw to current systems/libraries versions;  Uniforming SA sw to AGILE services and distribution;  Complete SA sw integration into SSDC@ASI;  Apply Data Mining, pattern recognition & classifications techniques developed for SAX to the AGILE archive;
  • 24. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 24 SERENA AIV (2011-2018)  SERENA integrated tests (SIT);  SFT, EMC, SVT system-tests;  Contribution to SERENA egse (FMI);  Sci-ops definition support (power,TM);  EDDS data provider;  NECP preparation & monitoring;  Pipelines, QLA, PDS4 archive Supporting all the integration phases until BepiColombo launch (19/10/2018)
  • 25. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 25 Composed of 4 detectors, 2 for neutral (STROFIO & ELENA) and 2 for ionised (MIPA & PICAM) particles, to study the Mercury exospheric environment. Primary Science Objectives:  Chemical and elemental composition of the exosphere;  Neutral gas density profiles and asymmetries;  Exo-ionosphere composition;  Exo-ionosphere spatial and energy distribution;  Ion precipitation rate;  Surface emission rate and release processes (neutrals ,ions);  Particle loss rate from Mercury's environment; Further Science Objectives:  Remote sensing of the surface composition;  Magnetosphere structure and dynamics;  Planetary response to solar wind variations;  ENA imaging to compare solar-planetary relationship;  Heavy ion sputtering products; SERENA experiment onboard BC-MPO SERENA units on MPO orbiter S/C
  • 26. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 26 BepiColombo/SERENA (2013)
  • 27. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 27 BepiColombo/SERENA (2019)
  • 28. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 28 Tutoring Phd Program in Astronomy, Astrophysics and Space Science (Univ. La Sapienza, Tor Vergata, INAF). 2nd year student Adrian Kazakov, “Processing and science analysis of data from the BepiColombo/SERENA particle detectors” 10th Young Researcher Meeting, Rome 18-21/06/2019
  • 29. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 29 On-going: BepiColombo common work  SERENA QLA + SIMBIO QLA (discussion at SIMBIO TM 18/06/19)  BC level sw libraries/tools/standards (bscs-common-telemetry, MIB, SCOS-2000 )
  • 30. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 30 Future Work: Space DHA framework  Defining & refining models, methods, algorithms, libraries, and tools appliable to different space astronomy projects;  Cost-effective and realiable systems;  Technology transfer to other science experiments and operationals projects;
  • 31. 17/06/2019 Space Technologies Francesco Lazzarotto INAF-OAPD francesco.lazzarotto@inaf.it 31 References 1) “Advances in Machine Learning and Data Mining for Astronomy”, 2016,Way M. J. et al, Crc Press 2) “Development of a Comprehensive Mission Operations System Designed to Operate Multiple Small Satellites”, Sorensen et al, 2011 3) “Defining an Open Source Strategy for NASA”, Mattmann et al, 2011 4) “Statistical Themes and Lessons for Data Mining”, Glymour C. et al, 1997, Kluwer 5) “Data Mining: an overview”, Madigan, D., 2008, https://slideplayer.com/slide/8812315 6) “Scientific Data Mining in Astronomy”, Borne K., 2009, Crc Press 7) “ROOT - An Object Oriented Data Analysis Framework, 1996, Brune R. , Rademakers F., http://root.cern.ch 8) The Data Revolution: Big Data, Open Data, Data Infrastructures and Their Consequences , Rob Kitchin. 2014 9) “The Ground Segment Data Processing System of the SuperAGILE instrument”, Lazzarotto F, 2008, ASP 10)“BC SRN/ELENA testing with ELENA SCOE”, Lazzarotto F., 2013, ESAW@ESOC proceedings

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