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Artificial Intelligence and Machine Learning for Mission Assurance in Cyber-Contested Air and Space Operations

OpenAlex · Manish Khaware ·

Executive Summary

This paper proposes an AI-enabled mission assurance architecture for cyber-contested air and space operations, focusing on maintaining operational continuity despite cyber and electromagnetic disruptions. It outlines a five-layer framework integrating continuous risk scoring, Zero Trust principles, intelligent cyber defense, electromagnetic spectrum resilience, and adaptive network prioritization. The framework aims to enhance the resilience of networked military systems and decision-making processes.

Why It Matters

This document is crucial for defense analysts as it details how AI/ML can secure critical military air and space operations against sophisticated cyber and electromagnetic threats, directly impacting future warfare capabilities and doctrine.

Key Takeaways

  • Networked air and space operations are highly vulnerable to cyber and electromagnetic disruption, making cyber resilience essential for mission success.
    Source evidence · PDF page 1
    Networked air and space operations depend on continuous digital connectivity, creating acute vulnerability to cyber and electromagnetic disruption. Advanced air forces increasingly rely on integrated command-and-control, space-enabled communications and distributed sensor–shooter networks, making cyber resilience a prerequisite for mission success.
  • A proposed five-layer AI-enabled mission assurance architecture integrates dynamic risk scoring, Zero Trust, intelligent cyber defense, EMS resilience, and adaptive network prioritization to ensure operational continuity.
    Source evidence · PDF page 4
    This paper proposes a five-layer AI-enabled mission assurance architecture designed to preserve operational outcomes under cyber-contested conditions. The framework is applicable to networked air and space forces operating integrated C2, IAMD and space-enabled ISR systems.
  • Implementing this architecture requires embedding cyber resilience into system design, investing in AI-literate workforces, and integrating cyber-contested scenarios into military training and exercises.
    Source evidence · PDF page 6
    To operationalise this approach, defence organisations should embed cyber resilience requirements into system design and acquisition processes, invest in AI-literate cyber and operational workforces, and integrate cyber-contested scenarios into routine operational training and exercises.

Strategic Relevance

The strategic relevance lies in enhancing the survivability and effectiveness of advanced air and space forces in contested environments, ensuring continuous command and control, and maintaining decision superiority against sophisticated adversaries. It outlines a critical shift towards proactive, AI-driven cyber defense for military operations.

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Key Entities

Artificial IntelligenceMachine LearningCyber ResilienceAir OperationsSpace OperationsMission AssuranceAustralian Defence ForceZero TrustElectromagnetic SpectrumJADC2NATOUS DoD

Best For

Cyber AnalystsMilitary StrategistsAir Force PlannersSpace Force PersonnelDefense Policy Makers

Related Themes

Cyber WarfareMilitary AISpace WarfareAir PowerCommand and ControlElectronic Warfare

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