3.8 Proceedings Paper

CAPD: A Context-Aware, Policy-Driven Framework for Secure and Resilient IoBT Operations

出版社

SPIE-INT SOC OPTICAL ENGINEERING
DOI: 10.1117/12.2618106

关键词

Situation Awareness; Context Awareness; Ontology; Knowledge Graph; Internet of Battlefield Things; IoBT; Multi-Domain Operations; Artificial Intelligence

资金

  1. U.S. Army [W911NF2120076]

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The Internet of Battlefield Things (IoBT) enhances the operational effectiveness of infantry units by enabling collaboration, secure information sharing, and resilience to attacks. CAPD provides a framework for data and knowledge exchange among autonomous entities, with an IoBT ontology that facilitates controlled information sharing. It enables situational awareness and mitigation of adversary actions, ensuring the resilience of IoBT systems in contested conditions.
The Internet of Battlefield Things (IoBT) will advance the operational effectiveness of infantry units. However, this requires autonomous assets such as sensors, drones, combat equipment, and uncrewed vehicles to collaborate, securely share information, and be resilient to adversary attacks in contested multi-domain operations. CAPD addresses this problem by providing a context-aware, policy-driven framework supporting data and knowledge exchange among autonomous entities in a battlespace. We propose an IoBT ontology that facilitates controlled information sharing to enable semantic interoperability between systems. Its key contributions include providing a knowledge graph with a shared semantic schema, integration with background knowledge, efficient mechanisms for enforcing data consistency and drawing inferences, and supporting attribute-based access control. The sensors in the IoBT provide data that create populated knowledge graphs based on the ontology. This paper describes using CAPD to detect and mitigate adversary actions. CAPD enables situational awareness using reasoning over the sensed data and SPARQL queries. For example, adversaries can cause sensor failure or hijacking and disrupt the tactical networks to degrade video surveillance. In such instances, CAPD uses an ontology-based reasoner to see how alternative approaches can still support the mission. Depending on bandwidth availability, the reasoner initiates the creation of a reduced frame rate grayscale video by active transcoding or transmits only still images. This ability to reason over the mission sensed environment, and attack context permits the autonomous IoBT system to exhibit resilience in contested conditions.

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