一种帝国主义竞争对手的算法,以优化PID控制器和ANFIS的永久磁同步机为优化

Machrus Ali, A. Raikhani, Budiman Budiman, Hendi Sopian
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引用次数: 9

摘要

永磁同步电机(PMSM)的转矩较小,需要良好的控制才能快速稳定运行。永磁同步电机使用法拉第实验的原理,即在线圈中旋转磁铁,反之亦然。当磁铁在线圈中移动时,线圈中的磁通量发生变化,并且垂直于线圈穿透,因此线圈两端之间存在电位差,关于这是由于磁通量的变化。磁通量可以通过移动线圈中的磁体来改变,反之亦然,通过利用其他能源。为了获得良好的优化结果,需要适当的控制常数。从而获得最佳输出。为了得到正确的常数,需要一种合适的好方法,包括使用人工智能。本研究采用帝国主义竞争算法(ICA)方法。仿真结果表明,本研究的最佳控制器设计为具有最佳轮廓、扭矩轮廓、电压轮廓和旋转轮廓的anfisi - ica。最大电流为2.45 A,最小过冲转矩为0.48 pu,最大电压频率为9.84 khz,最佳旋转(接近参考)为700.02 rpm。这项研究的结果将继续与其他人工智能的使用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Algoritma Persaingan Imperialis Sebagai Optimasi Kontroler PID dan ANFIS Pada Mesin Sinkron Magnet Permanen
Permanent Magnet Syschronous Machine (PMSM) has low torque, so good control is needed to be stable quickly. PMSM uses the principle of faraday experiments which is rotating a magnet in a coil or vice versa. When a magnet moves in a coil, there is a change in magnetic flux in the coil and penetrates perpendicular to the coil so that there is a potential difference between the ends of the coil, regarding this due to changes in magnetic flux. Magnetic flux can be changed by moving a magnet in a coil or vice versa by utilizing other energy sources. To get a good optimization result, the right control constants are needed. So that the best output is obtained. To get the right constants, a suitable and good method is needed, including using artificial intelligence. In this study using the Imperialist Competitive Algorithm (ICA) method. From the simulation results it was found that the best controller design in this study was ANFIS-ICA with the best profile, torque profile, voltage profile, and rotation profile. The largest current is 2.45 A, the smallest overshot torque is 0.48 pu, the largest voltage frequency is 9.84 khz, and the best rotation (close to the reference) is 700.02 rpm. The results of this study will be continued with the use of other artificial intelligence.
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