2021
DOI: 10.18280/jesa.540217
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Feedforward Neural Network-DTC of Multi-phase Permanent Magnet Synchronous Motor Using Five-Phase Neural Space Vector Pulse Width Modulation Strategy

Abstract: In this work, the direct torque control (DTC) is applied to the five-phase permanent magnet synchronous motor (FP-PMSM). The DTC method based on classical space vector pulse width modulation (SVPWM) is a common solution used to overcome traditional problems; such as stator flux ripple, electromagnetic torque ripple and gives more total harmonic distortion (THD) of the stator current. The actual paper is based on improving the performance of DTC-SVPWM by using the feedforward neural networks (FNNs) instead of t… Show more

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Cited by 8 publications
(4 citation statements)
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“…DFTC is well-known for its robust strategy, simple algorithm, and fast-flux/torque response, which requires no modulation techniques, current control, or coordinate transformation [44]. This method has been applied to several electric machines such as induction motor [45], a brushless DC electric motor [46], interior permanent magnet synchronous motor [47], five-phase induction motor [48], brushless doubly-fed machine [49,50], permanent magnet synchronous motor (PMSM) [51], six-phase induction motor [52], and five-phase PMSM [53,54]. In [55], the DFTC control scheme reduced the electromagnetic torque, stator current, and rotor flux compared to the FOC method.…”
Section: Dftc-tosmc Control Of the Ag-based Srwpmentioning
confidence: 99%
“…DFTC is well-known for its robust strategy, simple algorithm, and fast-flux/torque response, which requires no modulation techniques, current control, or coordinate transformation [44]. This method has been applied to several electric machines such as induction motor [45], a brushless DC electric motor [46], interior permanent magnet synchronous motor [47], five-phase induction motor [48], brushless doubly-fed machine [49,50], permanent magnet synchronous motor (PMSM) [51], six-phase induction motor [52], and five-phase PMSM [53,54]. In [55], the DFTC control scheme reduced the electromagnetic torque, stator current, and rotor flux compared to the FOC method.…”
Section: Dftc-tosmc Control Of the Ag-based Srwpmentioning
confidence: 99%
“…The designed modified SVM strategy is very simple and easy to achieve in practice compared to classic SVM technique. The principle of the modified SVM consists in calculating the minimums value(Min) and maximums value (Max) of the rotor voltages [49]. Among the reasons for using modified SVM are the simplicity of the algorithm, it takes up less space, and the cost is lower compared to the classic SVM method.…”
mentioning
confidence: 99%
“…This method was used for the first time to control the asynchronous motor, and this is due to the characteristics and advantages that it has compared to other methods. This technique was used to control the doubly-fed induction generator (DFIG) [1], asynchronous motor (AS) [2], multi-phase synchronous motor [3], multi-phase induction motor [4], and synchronous motor [5]. This method has several problems, including fluctuations in rotor flux, torque, and current [6].…”
Section: Introductionmentioning
confidence: 99%