Quantum Annealing Enhanced Reinforcement Learning for Accurate Remaining Useful Lifetime Prediction

In three linesQAQL framework couples quantum annealing with Q-learning for remaining useful life (RUL) prediction in predictive maintenance. Each Q-value update encoded as QUBO solved on D-Wave Advantage system. Validated on NASA C-MAPSS and fleet maintenance datasets: statistically significant improvements over classical and quantum baselines.

Summary generated by Claude — human-verified