Adaptive IoT Simulation via Real Device Profile Copying

The patent creates virtual copies of physical devices that replicate their actual settings, hardware configurations, and usage patterns. These virtual copies are generated by collecting real device data and reproducing it in a simulated environment, allowing accurate testing without affecting actual devices.

The system performs preliminary data collection and device characterization before simulations are executed. By gathering actual device settings, usage patterns, and configuration data in advance, the system prepares accurate virtual representations that can be used for subsequent simulations.

Instead of exhaustively testing every possible device permutation, the system creates specific virtual copies that match actual deployed device configurations. This targeted approach tests only the relevant permutations that exist in the real deployment environment.

The system dynamically adjusts simulation parameters based on actual device data collected from the deployment environment. By changing parameters to reflect real-world configurations rather than testing all theoretical possibilities, the system achieves comprehensive coverage of actual scenarios without exhaustive computation.