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DEMO OF THE BDE PILOT FOR
SECURE SOCIETIES
2nd Workshop on “Big Data in Secure Societies”18/10/2016
Manolis Koubarakis, University of Athens
Michele Lazzarini, EU Satellite Center
George Papadakis, University of Athens
Emanouil Thanos, University of Athens
SC7 – Secure Societies
SC7 societal challenge is about protecting freedom and security
of Europe and its citizens. In other words:
 enhance resilience against natural and man-made disasters
 develop novel solutions for the protection of critical infrastructure
 fight crime and terrorism
 improve border security
 provide enhanced cyber-security
20-oct.-16www.big-data-europe.eu
Main Objective of the SC7 Pilot
Automatically detect
land cover evolution,
caused by physical or
human activities, and
alert users
accordingly.
20-oct.-16www.big-data-europe.eu
Amatrice Earthquake August 24, 2016
Technical Objectives
Track changes in land cover/land use by integrating
heterogeneous information sources:
 Detect changes using satellite images
 Monitor related information in social media
20-oct.-16www.big-data-europe.eu
High-Level Architecture
20-oct.-16www.big-data-europe.eu
Remote Sensing Big Data Platform Social Sensing
Change
Detection
Workflow
Event
Detection
Workflow
Pilot Data Sources
◎ Sentinel-1
o Free and open data (radar images)
o Satellites operated by ESA in the framework of the Copernicus
programme funded and managed by EC
o Same area acquired every 6 days with 2 satellites
◎ Twitter
o Free Twitter Public Streams API and specific user accounts
o Plain text along with metadata in JSON format
◎ Reuters
o News articles through RSS feeds in XML format
20-oct.-16www.big-data-europe.eu
Pilot Architecture
20-oct.-16www.big-data-europe.eu
Event Detection
Change Detection
Pilot Status
◎ Change Detection Workflow
o System able to search, download and (pre-)process images in parallel (Spark)
◎ Event Detection Workflow
o System able to continuously monitor social media and news agencies
o Events clustered and mapped to geolocations
◎ Activation Workflow
o GIS interface (Sextant) allows users to activate the two workflows
o Geographic information stored in Strabon and queried through SPARQL
◎ All components and workflows setup on BDE infrastructure
20-oct.-16www.big-data-europe.eu
Future Developments
◎ Overall SC7 Pilot
o Add cybersecurity mechanisms (e.g. authentication / authorization)
o Add more data sources for both workflows (e.g., HR satellite images)
◎ Change Detection Workflow
o Improve classification accuracy
◎ Event Detection Workflow
o Dockerize Spark version
◎ Activation Workflow
o New GUI functionalities according to user feedback
20-oct.-16www.big-data-europe.eu
Demo
◎ GUI / Sextant functionalities for BigDataEurope (Real Time)
◎ Change Detection activation (Real Time)
◎ Event Detection activation (Real Time)
◎ Results Visualization (Not Real Time)
1. Pilot on UoA server
2. BackUp Video
20-oct.-16www.big-data-europe.eu
 Thank You!
 Questions?
20-oct.-16www.big-data-europe.eu

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SC7 Workshop 2: Demo of the BigDataEurope pilot for Secure Societies

  • 1. DEMO OF THE BDE PILOT FOR SECURE SOCIETIES 2nd Workshop on “Big Data in Secure Societies”18/10/2016 Manolis Koubarakis, University of Athens Michele Lazzarini, EU Satellite Center George Papadakis, University of Athens Emanouil Thanos, University of Athens
  • 2. SC7 – Secure Societies SC7 societal challenge is about protecting freedom and security of Europe and its citizens. In other words:  enhance resilience against natural and man-made disasters  develop novel solutions for the protection of critical infrastructure  fight crime and terrorism  improve border security  provide enhanced cyber-security 20-oct.-16www.big-data-europe.eu
  • 3. Main Objective of the SC7 Pilot Automatically detect land cover evolution, caused by physical or human activities, and alert users accordingly. 20-oct.-16www.big-data-europe.eu Amatrice Earthquake August 24, 2016
  • 4. Technical Objectives Track changes in land cover/land use by integrating heterogeneous information sources:  Detect changes using satellite images  Monitor related information in social media 20-oct.-16www.big-data-europe.eu
  • 5. High-Level Architecture 20-oct.-16www.big-data-europe.eu Remote Sensing Big Data Platform Social Sensing Change Detection Workflow Event Detection Workflow
  • 6. Pilot Data Sources ◎ Sentinel-1 o Free and open data (radar images) o Satellites operated by ESA in the framework of the Copernicus programme funded and managed by EC o Same area acquired every 6 days with 2 satellites ◎ Twitter o Free Twitter Public Streams API and specific user accounts o Plain text along with metadata in JSON format ◎ Reuters o News articles through RSS feeds in XML format 20-oct.-16www.big-data-europe.eu
  • 8. Pilot Status ◎ Change Detection Workflow o System able to search, download and (pre-)process images in parallel (Spark) ◎ Event Detection Workflow o System able to continuously monitor social media and news agencies o Events clustered and mapped to geolocations ◎ Activation Workflow o GIS interface (Sextant) allows users to activate the two workflows o Geographic information stored in Strabon and queried through SPARQL ◎ All components and workflows setup on BDE infrastructure 20-oct.-16www.big-data-europe.eu
  • 9. Future Developments ◎ Overall SC7 Pilot o Add cybersecurity mechanisms (e.g. authentication / authorization) o Add more data sources for both workflows (e.g., HR satellite images) ◎ Change Detection Workflow o Improve classification accuracy ◎ Event Detection Workflow o Dockerize Spark version ◎ Activation Workflow o New GUI functionalities according to user feedback 20-oct.-16www.big-data-europe.eu
  • 10. Demo ◎ GUI / Sextant functionalities for BigDataEurope (Real Time) ◎ Change Detection activation (Real Time) ◎ Event Detection activation (Real Time) ◎ Results Visualization (Not Real Time) 1. Pilot on UoA server 2. BackUp Video 20-oct.-16www.big-data-europe.eu
  • 11.  Thank You!  Questions? 20-oct.-16www.big-data-europe.eu