“A Systematic Review of Deep Learning and Quantum Reinforcement Learning for Secure Predictive Maintenance in Upstream Oil and Gas Systems”. Journal of Computing Research and Innovation, vol. 11, no. 2, Sept. 2026, pp. 183-12, https://doi.org/10.24191/jcrinn.v11i2.601.