1. High precision real-time simulation method of harmonic power flow in urban rail flexible traction power supply system.
- Author
-
Zhang, Gang, Wang, Renyu, Wang, Yunda, Yu, Hong, Wei, Wei, Wei, Ming, and Liu, Zhigang
- Subjects
- *
ELECTRICAL load , *POWER resources , *FLOW simulations , *SIMULATION methods & models , *MULTISCALE modeling - Abstract
Harmonic power flow simulation is the main method to deduce and evaluate the steady-state harmonic content of urban rail flexible traction power supply system (FTPSS). The AC power quality of FTPSS can be optimized by conducting harmonic power flow simulation. However, traditional modeling and simulation methods are inefficient, so that it is difficult to achieve the real-time and accurate deduction of the harmonic power flow. Therefore, a high precision real-time simulation method of harmonic power flow based on multi-layer perceptron (MLP) is proposed in this paper. Firstly, the harmonic model of fully controlled converter is established by adopting MLP, which reduces the complexity of the model and improves the efficiency of harmonic calculation. Subsequently, the high precision data samples are used for the regression training of MLP model to ensure the accuracy of harmonic calculation. Moreover, the high precision real-time simulation of harmonic power flow is realized through the synchronous and interactive solution of MLP model and power flow model. Finally, theoretical analysis and simulation are conducted. The results demonstrate that the steady-state harmonic calculation time of the MLP model is significantly reduced to merely 1.02% of the traditional mechanism model's duration, which enables the harmonic power flow simulation to be effectively integrated into real-time system applications. In addition, the RMSE of the MLP model is only 0.0147, indicating the accuracy of the real-time simulation. The method proposed in this paper can quickly and precisely calculate the harmonic power flow, which is of practical value for harmonic evaluation and optimization of FTPSS. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF