BigBear.ai: Identifying Space System Vulnerabilities with AI and Digital Twins
N2K NetworksNovember 27, 202523 min149 views
32 connectionsΒ·40 entities in this videoβBigBear.ai's Mission and Expertise
- π― BigBear.ai provides decision support to customers in the military, Department of Defense, Department of Homeland Security, and the intelligence community.
- π§ Their expertise spans software engineering, cybersecurity, and AI deployments, with a focus on national security and critical infrastructure.
Space Crest: Cyber Resilience for Space Systems
- π Space Crest is BigBear.ai's solution for creating more resilient space systems, integrating cybersecurity, space technology, and AI.
- π‘ It originated from a hypothesis to create a cyber range for space systems using high-fidelity physics models.
- π οΈ Space Crest is enabled by Redwire Space's Acorn 2.0 digital engineering platform, which builds digital twins of satellites.
Digital Twins and Simulation Capabilities
- π°οΈ The Acorn platform allows for the creation of digital twins from models, simulators, emulators, or real hardware components of satellites.
- β‘ These digital twins enable high-fidelity simulations where components interact as they would on a real satellite.
- π Accelerated simulation modes allow for the generation of millions of scenarios, accumulating up to 10,000 years of data in a short period.
- β οΈ This capability allows for testing cyber attacks that may not have occurred in real-world, unclassified environments.
Vulnerability Research and Remediation
- π Space Crest utilizes a red teaming platform with tools like Kali Linux and Metasploit to simulate cyber attacks on satellite systems.
- β The goal is to uncover vulnerabilities, test remediation strategies, and ultimately increase spacecraft resilience.
- π Integration of hardware-in-the-loop and software-in-the-loop allows for testing with actual space components, such as a star tracker, demonstrating denial-of-service attack resilience.
- π¦ This approach can help address supply chain weaknesses by evaluating individual components for vulnerabilities.
Current Market Needs and Success Stories
- π The space market is increasingly requiring digital engineering and digital twins, with many government contracts mandating their use.
- π€ Projects like the Proliferated Warfighter Space Architecture (PWSA) highlight the need for integrating diverse vendor systems through digital engineering.
- π¬ A successful project involved training machine learning models to detect and classify cyber attacks on a modeled satellite, demonstrating the effectiveness of AI in identifying threats.
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Whatβs Discussed
BigBear.aiSpace SystemsCybersecurityArtificial IntelligenceMachine LearningDigital EngineeringDigital TwinsSpace CrestAcorn 2.0Cyber ResilienceVulnerability ResearchRed TeamingSatellite HijackingSupply Chain SecurityNational Security
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