Research on intelligent regulation of layered water injection based on reinforcement learning SAC algorithm - Hu, Jinzhao; Jia, Deli; Liu, Shichu; Wang, Wenchang; Ren, Fushen (Scientific reports, 2025)
Keywords: 639/166/988; 639/4077/4082/4095; 639/705/117; Algorithms; Artificial intelligence; Automatic allocation algorithm; Control algorithms; Control systems; Deep learning; Efficiency; Energy consumption; Flow characteristics; Flow velocity; Humanities and Social Sciences; Injection; Intelligent optimization; Layered water injection; multidisciplinary; Neural networks; Oil and gas fields; Oil reservoirs; Reinforcement learning; Robotics; Robots; SAC algorithm; Scheduling; Science; Science (multidisciplinary); Water flooding; Working conditions; Intelligent optimization; SAC algorithm; Layered water injection; Automatic allocation algorithm; Reinforcement learning