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SIS 0400-F8version 1.0 (N° RDE-000120829) 
©DCNS 2007 - all rights reserved / tous droits réservés 
Abnormal Vessel Behaviour Detection 
Capacity 
Olivier Coussaert - CLEAR PRIORITY 
26 th September - Mourillon
SIS 0400-F8version 1.0 (N° RDE-000120829) 
AGENDA 
Objectives 
Abnormal Behavior Detection Capability 
How can users define Abnormal Behaviors? 
Runtime Platform 
Results & Conclusions
SIS 0400-F8version 1.0 (N° RDE-000120829) 
The Problem 
Text 
What are the two or three ships 
whose activity could represent a threat?
SIS 0400-F8version 1.0 (N° RDE-000120829) 
Abnormal Behavior Detection Capability 
Data for 100.000- 
1000.000 ships every 
1/2 - 10 minutes. 
Alerts for 10-100 
ships every days.
SIS 0400-F8version 1.0 (N° RDE-000120829) 
User-Defined Abnormal Behavior 
Condition Concept 
A ship has an abnormal behavior when one or several characteristics of its 
behavior fulfill certain Conditions. 
These Conditions concern kinematic/dynamic elements (variation in speed, 
proximity to another ship) but also contextual (meteorological conditions, 
night/day) or descriptive elements (type, ship owner, history). 
Condition Editor 
The User can pick and combine Conditions from the Condition Dictionnary to 
precisely define what kinds of behavior the platform. has to report.
SIS 0400-F8version 1.0 (N° RDE-000120829) 
Runtime Platform 
Preprocessing 
Analysis Rule 
Engine 
Multi-Agent 
System 
Data 
Alert to Be Studied 
DCNS 
ClearPriority 
IRIT 
Transform Data in 
Events 
Automate Event 
Correlation Analysis to 
Generate Alerts 
Learn from User to Enforce 
the Quality of Generated 
Alerts
SIS 0400-F8version 1.0 (N° RDE-000120829) 
Results & Conclusions 
User-Oriented Approach: Conditions allow to model abnormal 
behavior intuively and hide all the mathematical & technical 
complexities; 
Event Centric: Reducing the gigantic mass of data related to several 
dozen of thousands of ships to a restricted but notable set of events 
allow to achieve high performance. 
Combine the advantages of different technologies: 
combining complex event processing (ClearPriority) with learning 
machine technologies (IRIT) produce high valuable alerts.

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I2C - Abnormal Vessel Behaviour Detection Capacity - Clearpriority

  • 1. SIS 0400-F8version 1.0 (N° RDE-000120829) ©DCNS 2007 - all rights reserved / tous droits réservés Abnormal Vessel Behaviour Detection Capacity Olivier Coussaert - CLEAR PRIORITY 26 th September - Mourillon
  • 2. SIS 0400-F8version 1.0 (N° RDE-000120829) AGENDA Objectives Abnormal Behavior Detection Capability How can users define Abnormal Behaviors? Runtime Platform Results & Conclusions
  • 3. SIS 0400-F8version 1.0 (N° RDE-000120829) The Problem Text What are the two or three ships whose activity could represent a threat?
  • 4. SIS 0400-F8version 1.0 (N° RDE-000120829) Abnormal Behavior Detection Capability Data for 100.000- 1000.000 ships every 1/2 - 10 minutes. Alerts for 10-100 ships every days.
  • 5. SIS 0400-F8version 1.0 (N° RDE-000120829) User-Defined Abnormal Behavior Condition Concept A ship has an abnormal behavior when one or several characteristics of its behavior fulfill certain Conditions. These Conditions concern kinematic/dynamic elements (variation in speed, proximity to another ship) but also contextual (meteorological conditions, night/day) or descriptive elements (type, ship owner, history). Condition Editor The User can pick and combine Conditions from the Condition Dictionnary to precisely define what kinds of behavior the platform. has to report.
  • 6. SIS 0400-F8version 1.0 (N° RDE-000120829) Runtime Platform Preprocessing Analysis Rule Engine Multi-Agent System Data Alert to Be Studied DCNS ClearPriority IRIT Transform Data in Events Automate Event Correlation Analysis to Generate Alerts Learn from User to Enforce the Quality of Generated Alerts
  • 7. SIS 0400-F8version 1.0 (N° RDE-000120829) Results & Conclusions User-Oriented Approach: Conditions allow to model abnormal behavior intuively and hide all the mathematical & technical complexities; Event Centric: Reducing the gigantic mass of data related to several dozen of thousands of ships to a restricted but notable set of events allow to achieve high performance. Combine the advantages of different technologies: combining complex event processing (ClearPriority) with learning machine technologies (IRIT) produce high valuable alerts.