Power distribution network single-phase earth fault identification method and system, terminal and medium
A single-phase ground fault, identification method technology, applied in the direction of fault location, character and pattern recognition, measuring electricity, etc., can solve the problems of different working conditions of the distribution network, low sensitivity of the algorithm, and differentiated configuration depending on configuration parameters. Achieve the effects of avoiding poor interference, improving accuracy, and improving recognition generalization ability
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Embodiment 1
[0041] Embodiment 1: A method for identifying a single-phase-to-ground fault in a distribution network, such as figure 1 shown, including the following steps:
[0042] S1: According to the characteristic engineering of the zero-sequence equivalent network structure that fits the ground fault, the characteristic engineering includes the amplitude cycle, the amplitude cycle and the phase cycle corresponding to the zero-sequence voltage and zero-sequence current respectively;
[0043] S2: Use the principal component analysis method to perform dimension reduction and optimization processing on the feature engineering to obtain the fault feature set;
[0044] S3: Construct a single-phase-to-ground fault classification model with a machine learning algorithm based on the fault feature set;
[0045] S4: Input the fault collection data into the single-phase ground fault classification model for fault identification, and obtain the fault identification result.
[0046] combine figu...
Embodiment 2
[0078] Embodiment 2: A single-phase-to-ground fault identification system of a distribution network, such as Image 6 As shown, it includes engineering construction module, engineering processing module, model construction module and fault identification module.
[0079] Among them, the engineering construction module is used to construct the feature engineering that fits the ground fault according to the zero-sequence equivalent network. The feature engineering includes the amplitude cycle, the mutation amplitude cycle, and the phase cycle corresponding to the zero-sequence voltage and zero-sequence current respectively; engineering processing The module is used to perform dimension reduction and optimization on feature engineering by principal component analysis to obtain the fault feature set; the model building module is used to build a single-phase ground fault classification model with machine learning algorithms based on the fault feature set; the fault identification mo...
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