综合了最小二乘法和多层前馈网络（ＭＬＰ）的优点，提出一种适合于快速非线性预测的智能预测器；并基于它对水轮发电机组有功功率的预测，研究出一种简单实用的仿人智能开关控制策略。由此组成的控制系统有很好的智能性和预见性，且在目前条件下易于现场改造。把它应用于湖南资兴市波水电站的机组功率调节试验中，取得了令人满意的控制性能。 Combining the advantages of least square method and multi-layer feedforward network (MLP), an intelligent predictor that is suitable for fast nonlinear prediction is proposed. Based on its prediction of active power of hydro-generator, a simple and practical Humanoid Intelligent Switch Control Strategy. The resulting control system has good intelligence and predictability and is easily field-rebuilt under current conditions. Apply it to the unit power regulation test of Bohai Hydropower Station in Zixing, Hunan Province, and achieved satisfactory control performance.