An adaptive series control for an interior permanent magnet synchronous motor with actuator compensation

被引:0
|
作者
Lordejani, Sajad Naderi [1 ]
Milasi, Rasoul M. [2 ]
机构
[1] Eindhoven Univ Technol, Dept Math & Comp Sci, Eindhoven, Netherlands
[2] Penn State Fayette, Dept Engn, Eberly Campus, Lemont Furnace, PA USA
关键词
Permanent magnet synchronous motor; Series control; Adaptive control; PI control; Machine learning; CURRENT-CONTROL SCHEME; SPEED CONTROL; DEAD-TIME; DRIVE; PMSM; IMPLEMENTATION; OPERATION; SYSTEM;
D O I
10.1007/s11768-022-00107-w
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An adaptive series speed control system for an interior permanent magnet synchronous motor (IPMSM) drive is presented in this paper. This control system consists of a current and a speed control loop, and it is intended to improve the drive's speed tracking performance as well as to compensate for voltage distortions caused by non-ideal characteristics of the drive's actuator, which is a voltage source inverter (VSI). To achieve these goals, a simple model that captures these characteristics of the VSI is developed and embedded in the motor's electrical model. Then, based on the resulting model, an adaptive proportional-integral (PI) control for the current loops is designed, allowing for state regulation and actuator compensation. Additionally, to improve the drive's speed tracking performance, a proportional-model-reference adaptive controller (MRAC) is designed for the speed loop. Techniques from machine learning are used for designing the MRAC to effectively address nonlinearities and uncertainties in the speed dynamic. Finally, simulation results are presented to illustrate the outstanding performance of the proposed multi-loop controller.
引用
收藏
页码:392 / 407
页数:16
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