dr.nematollah karimi

A Intelligent Edge-Cloud Integration for Resilient and Real-Time AI Decision Systems

The analysis indicates that effective edge-cloud AI systems require adaptive workload placement, privacy-preserving distributed learning, security-aware inference, explainability, fault tolerance, and continuous resource optimization rather than simple physical distribution of computation.