IEEE Communications Magazine · 2023 · 17 citations · 9 references
ComputingComputer ScienceInformation TechnologyBig Data AnalyticsComputer SecuritySensor FusionContext-aware FusionData IntegrationData SecurityDecision-level FusionMilitary OperationsMilitary TechnologyBig Data ArchitectureContext FusionContext-aware Information FusionData FusionData Fusion For AuthenticationMilitary Decision-makingSituational Awareness Systems
Combining big data and artificial intelligence (AI) has revolutionized industry and research by enabling accurate predictions and informed decision-making. These advancements have also found their place in the military domain, with initiatives aiming to integrate data sources and sensors from different domains, providing a shared situational awareness. In urban military operations, timely and context-aware information is crucial for achieving precision and success. Data fusion, which combines information from diverse sources, is vital in achieving this goal. Furthermore, civilian data provides crucial context information and can significantly impact mission planning. This article proposes the military data space (MDS) concept to explore how big data can support military decision-making by combining civilian and military data. Use cases are presented, highlighting the benefits of data fusion and image authentication in enhancing data quality and trust-worthiness. Furthermore, the challenges of data security, privacy, integrity, acquisition, fusion, networking, and leverage AI approaches are discussed while emphasizing the opportunities to build the next generation of military applications.
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A survey on security and privacy of federated learning
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