基于人工智能的电潜泵变频器自适应控制技术研究  

Research on Adaptive Control Technology of Electric Submersible Pump Inverter Based on Artificial Intelligence

作　　者：刘攀 Liu Pan(Engineering Technology Branch of CNOOC Energy Development Co.,Ltd.,Tianjin 300450,CHN)

机构地区：[1]中海油能源发展股份有限公司工程技术分公司,天津300450

出　　处：《模具制造》2025年第4期198-200,共3页Die & Mould Manufacture

摘　　要：针对电潜泵变频器控制系统中存在的非线性、时变性和不确定性等问题,提出了一种基于人工智能的自适应控制技术。通过引入深度学习算法和强化学习机制,实现了对电潜泵运行状态的实时监测和智能调节。实验结果表明,该方法能有效提高电潜泵系统的控制精度和运行效率,为油田智能化开采提供了新的技术支撑。This research proposes an adaptive control technology based on artificial intelligence to address the issues of nonlinearity,time-varying,and uncertainty in the frequency converter control system of electric submersible pumps.By introducing deep learning algorithms and reinforcement learning mechanisms,real-time monitoring and intelligent adjustment of the operating status of electric submersible pumps have been achieved.The experimental results show that this method can effectively improve the control accuracy and operational efficiency of the electric submersible pump system,providing new technical support for intelligent oilfield exploitation.

关 键 词：电潜泵 变频器 人工智能 自适应控制 

分 类 号：TP18[自动化与计算机技术—控制理论与控制工程]