| CPC G06Q 50/265 (2013.01) [G06N 5/045 (2013.01); G06N 10/20 (2022.01)] | 20 Claims |
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1. A device, comprising:
a quantum processing system including a processor; and
a memory that stores executable instructions that, when executed by the quantum processing system, facilitate performance of operations, the operations comprising:
acquiring, in real time, multi-modal sensor data including quantum illumination data, quantum holographic sensor data, and conventional information from distributed sources;
processing the multi-modal sensor data using quantum entanglement-based imaging to generate three-dimensional images with a spatial resolution exceeding a Rayleigh limit, thereby improving an accuracy of object detection and classification in low-visibility or high-noise environments;
storing the three-dimensional images and classified objects as a graph in a quantum graph database, wherein the quantum graph database enables faster retrieval and analysis of spatial relationships between objects compared to classical databases;
creating a quantum digital twinning model of a public safety event based on the multi-modal sensor data and the quantum graph database;
generating a map view of an area, wherein the map view shows images determined by the quantum digital twinning model corresponding to the public safety event;
providing recommendations for actions to mitigate the public safety event, wherein the recommendations are determined from the quantum digital twinning model; and
generating and providing an analysis explaining how the recommendations were determined by the quantum processing system, wherein the analysis includes a visualization of causal relationships between detected objects and recommended actions generated using quantum-classical federated reinforcement learning, thereby improving user trust and decision-making speed.
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