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THE BDE SECURE
SOCIETIES PILOT
3rd BDE Hangout “Big Data in Secure Societies”5 December 2016
Michele Lazzarini, EU SatCen
RTDI Project Officer
User Requirements in Secure Societies
 Data Chain
o To exploit data coming from space (using open data and tools)
o To integrate satellite, geospatial and other data
o To develop automatic tools for the whole data chain management
o Possible applications of Big Data should be mainly related to access, archiving,
analysis, visualization and dissemination
 Platform Characteristics
o Reliable, stable, efficient, time reducing, economically convenient, open source-
based, user-friendly, multi-lingual and interoperable
o Security compliant, geospatial oriented, Platform as a Service (PaaS), single
access, customizable and extensible
Pilot General Description
Remote Sensing Big Data Platform Social Sensing
Change Detection Workflow
Event Detection Workflow
Pilot Data
 Sentinel-1
o Sen-1A launched in 2014, Sen-1B launched in 2016
o C-band Synthetic Aperture Radar (day and night)
o Revisiting Time of 6 days (in interferometric conditions)
o Ground resolution of 5 x 20 m
o Level-1 Ground Range Detected images
 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
Change Detection Workflow
 Area of Interest and dates range are set in the GUI
 Sentinel-1images are downloaded from the Sentinel
Scientific Data Hub
 Pre-processing operations based on SNAP* are
performed to prepare the data for the processing step
 A change detection algorithm (in house tool) is applied to
detect areas with changes
 Output maps are then associated with social media and
news items and presented to the end-user for cross-
validation
*http://step.esa.int/main/toolboxes/snap/
Event Detection Workflow
 News (Reuters) and social media (Twitter accounts) sources
are monitored
 Items from specific news sources might be clustered into
events (based on topic clustering) or searched via
keywords
 Locations in the news items as well as in tweets and events
can be determined
 News location and contents from the detected events
could be verified with satellite images from the Change
Detection Workflow
Pilot Demo
Second Phase
 Change Detection
o Further SNAP modules (e.g. Subset) to be adapted to SPARK
o Optimize scalability of existing Spark-based Sentinel-1 operators
o Fully integrate the Pixel Aggregator module (DBScan) into the workflow
o Refinements of the results visualization
 Event Detection
o Dockerize SPARK version of the workflow
o Activation of the Change Detection workflow from the Event Detection one
o Add the possibility to search for keywords through a Twitter Search API
 Whole Pilot
o Cybersecurity mechanisms to be added (e.g. authentication/authorization)
o Improvement of Sextant functionalities
UNCLASSIFIED / FOR OFFICIAL USE ONLY
European Union Satellite Centre © 2016
Michele Lazzarini
RTDI Project Officer
michele.lazzarini@satcen.europa.eu

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SC7 Hangout 3: The BDE Secure Societies Pilot

  • 1. THE BDE SECURE SOCIETIES PILOT 3rd BDE Hangout “Big Data in Secure Societies”5 December 2016 Michele Lazzarini, EU SatCen RTDI Project Officer
  • 2. User Requirements in Secure Societies  Data Chain o To exploit data coming from space (using open data and tools) o To integrate satellite, geospatial and other data o To develop automatic tools for the whole data chain management o Possible applications of Big Data should be mainly related to access, archiving, analysis, visualization and dissemination  Platform Characteristics o Reliable, stable, efficient, time reducing, economically convenient, open source- based, user-friendly, multi-lingual and interoperable o Security compliant, geospatial oriented, Platform as a Service (PaaS), single access, customizable and extensible
  • 3. Pilot General Description Remote Sensing Big Data Platform Social Sensing Change Detection Workflow Event Detection Workflow
  • 4. Pilot Data  Sentinel-1 o Sen-1A launched in 2014, Sen-1B launched in 2016 o C-band Synthetic Aperture Radar (day and night) o Revisiting Time of 6 days (in interferometric conditions) o Ground resolution of 5 x 20 m o Level-1 Ground Range Detected images  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
  • 5. Change Detection Workflow  Area of Interest and dates range are set in the GUI  Sentinel-1images are downloaded from the Sentinel Scientific Data Hub  Pre-processing operations based on SNAP* are performed to prepare the data for the processing step  A change detection algorithm (in house tool) is applied to detect areas with changes  Output maps are then associated with social media and news items and presented to the end-user for cross- validation *http://step.esa.int/main/toolboxes/snap/
  • 6. Event Detection Workflow  News (Reuters) and social media (Twitter accounts) sources are monitored  Items from specific news sources might be clustered into events (based on topic clustering) or searched via keywords  Locations in the news items as well as in tweets and events can be determined  News location and contents from the detected events could be verified with satellite images from the Change Detection Workflow
  • 8. Second Phase  Change Detection o Further SNAP modules (e.g. Subset) to be adapted to SPARK o Optimize scalability of existing Spark-based Sentinel-1 operators o Fully integrate the Pixel Aggregator module (DBScan) into the workflow o Refinements of the results visualization  Event Detection o Dockerize SPARK version of the workflow o Activation of the Change Detection workflow from the Event Detection one o Add the possibility to search for keywords through a Twitter Search API  Whole Pilot o Cybersecurity mechanisms to be added (e.g. authentication/authorization) o Improvement of Sextant functionalities
  • 9. UNCLASSIFIED / FOR OFFICIAL USE ONLY European Union Satellite Centre © 2016 Michele Lazzarini RTDI Project Officer michele.lazzarini@satcen.europa.eu