A real-time diameter control scheme for Cz-si monocrystal pulling, found on particle swarm optimization (PSO) parameter tuning for RNN-PFDL-MFAC, is proposed to achieve accurate diameter control. By analyzing the control parameters that affect the diameter of the Cz-si monocrystal, a three-...