A DUAL-BRANCH NEURAL FORECASTING ARCHITECTURE WITH SESSION BEHAVIORAL PROFILING AND ELASTIC WEIGHT CONSOLIDATION FOR ADAPTIVE CLOUD RESOURCE ALLOCATION
The AI-driven Adaptive Resource Allocation Engine (AARAE) provides proactive resource control for multi-tenant cloud environments. Reactive autoscaling systems suffer from allocation lag: scaling actions trigger only after hypervisor metrics cross predefined thresholds. AARAE extracts early-warning behavioral signature...