Oil and Gas Leak Detection Technology Based on Adaptive Dynamic Programming

This study developed an innovative oil and gas leak detection method using Adaptive Dynamic Programming (ADP) technology. This approach integrates multisensor data fusion, multi-feature data analysis, and real-time decision-making adjustments, significantly enhancing detection sensitivity and accuracy. Compared to conventional methods, ADP exhibits superior adaptability and dynamic optimization in complex, variable pipeline environments. The results confirm high detection rates and low false positives across various test scenarios. The method effectively counters interference from background noise and fluid dynamics, making it suitable for extensive, long-distance pipeline monitoring. Despite challenges such as high computational complexity and reliance on advanced hardware, future research will focus on algorithmic improvements. These enhancements aim to increase detection precision and reliability under extreme conditions, providing robust technical support for the safe operation of oil and gas pipelines.