GEOSPATIAL WORLD FORUM 2017 GEOSPATIAL + · PDF fileDeep Instinct – Three stages (DARPA...
Transcript of GEOSPATIAL WORLD FORUM 2017 GEOSPATIAL + · PDF fileDeep Instinct – Three stages (DARPA...
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GEOSPATIAL WORLD FORUM
2017
GEOSPATIAL + DEEP LEARNING: SHAPING SMARTER WORLD
Artificial Intelligence Transforming Defense and Security Operations
(An Academic Perspective)
Dr. AMIT MUKHERJEE
(VISITING FELLOW)
IDSA – NEW DELHI
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Cyber Security & Cyber Defense Operations
Israeli Model Approach –
•Five stage Identification design – kill chain.
•(recon-weakness, weaponisation, delivery, exploit).
•Integrated Security Approach – early warnings before exploit phase.
•Intrusion Detection Prevention System
Challenges -
I.Low detection rate
II.Dynamic nature of data of attacks
III.Absence of AI for heuristic identification
Dr. Amit Mukherjee (Visiting Fellow -IDSA)
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ANN(Artificial neural Network) to (Deep Neural Network) Prediction
Systems. Deep Instinct – Three stages (DARPA standards)
ANN-RBS / CBS (Rule Based Systems to Case Based Systems)
Dark trace
Hybrid Security Israel.
Pattern X
AIS – Artificial Immune Systems – detection and counter action.
Cyber Security
Dr. Amit Mukherjee (Visiting Fellow -IDSA)
Cyber Security & Cyber Defense Operations
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Speech Recognition and Language Recognition
Big Data Analytics – Israeli Anti Terror Operations
Robotics – Logistic Support, Combat Role, Security
Driverless Transportation – Air, Water and Land.
Visual Media reasoning (VMR) – DARPA
Persistent Close Air Support (PCAS)- DARPA
Broad Operation Language Translation (BOLT) – DARPA
Dr. Amit Mukherjee (Visiting Fellow -IDSA)
AI in Security Based Systems
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DARPA LCTI Converts a totally dark scene to daylight like illumination
Dr. Amit Mukherjee (Visiting Fellow -IDSA)
AI in Security Platforms
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AI in Autonomous Vehicular Systems AI for inter vehicular communication – Guardium / Segev
Dr. Amit Mukherjee (Visiting Fellow -IDSA)
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AI in Vehicle to Vehicle (V2V) and Vehicle to Infrastructure(V2I) setup for Defense systems Levels of Automation • Service Automation • Functional Automation • Combined Automation • Limited Driving Automation • Full Self Driving Automation
Dr. Amit Mukherjee (Visiting Fellow -IDSA)
AI in Autonomous Security Platforms
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AI-Intelligent Defense Systems
AI – in Smart Missile Systems - Trophy
AI – in BMD
AI – in ALPHA UCAV -is a significant breakthrough in the
application of what is called genetic-fuzzy systems.
Dr. Amit Mukherjee (Visiting Fellow -IDSA)
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Important Aspects of AI in Battlefield Surveillance – GIS Approach
1. Knowledge of Battlefield as it Exists at a given time.
2. Changes Detected within enemy Formations – Identifying Intent.
3. Insight into Enemy Territory - Identifying Motive and Plan.
4. Insight into Enemy Territory - Identifying Deployment & Tactics.
Dr. Amit Mukherjee (Visiting Fellow -IDSA)
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AI – MILITARY GIS APPROACH
. Imagery Intelligence
· Targeting
. Mapping
· Terrain Analysis
· Weather
· Visualization
Dr. Amit Mukherjee (Visiting Fellow -IDSA)