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Computationally Efficient Fixed Switching Frequency Direct Model Predictive Control

delete2022-03-01
delete25
PRE
AI
Q
Qifan Yang *
Π
Πέτρος Καραμανάκος
W
Wei Tian
X
Xiaonan Gao
李
李翔 (Xinyue Li)
T
Tobias Geyer
R
Ralph Kennel
DOI:10.1109/TPEL.2021.3114979delete
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摘要

摘要

En 中文
This article presents a direct model predictive control (MPC) method for drive systems with superior steady-state and dynamic performance. Specifically, the discussed MPC algorithm achieves a steady-state behavior that is similar or better than that of a linear controller with a dedicated modulator, and fast transient responses that characterize direct controllers. Moreover, it ensures a fixed switching frequency by allowing for one switching transition per phase and sampling interval. Furthermore, the controller utilizes the stator current gradient to predict the evolution of the drive system within the prediction horizon. To find the optimal switching time instants-and thus ensure favorable performance-the control and modulation problems are formulated in one computational stage as a constrained quadratic program (QP). To solve the latter within a few microseconds, a computationally efficient QP solver based on a gradient method is proposed that enables the real-time implementation of the presented algorithm. To further alleviate the computational demands of the proposed method, a mechanism that can identify suboptimal switching sequences at the very early stages of the optimization process is proposed. The effectiveness of the proposed control scheme is experimentally verified on a 3 kW drive system consisting of a two-level inverter and an induction machine.
Keyword:
Switches
Control systems
Stators
Switching frequency
Real-time systems
Modulation
Harmonic analysis
AC drives
direct control
model predictive control (MPC)
power electronic systems
quadratic programming

期刊

IEEE Transactions on Power Electronics 封面图
IEEE Transactions on Power Electronics
IF:
6.5
论文数:
1.7W
被引数:
8.3W

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B
bosch
学者数:
2.4K
论文数: 1.7K
被引数: 3
T
Tampere University
学者数:
1.4W
论文数: 1.3W
被引数: 1.4W
T
Technical University of Munich
学者数:
5.2W
论文数: 3.9W
被引数: 6.2W
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