Low-voltage distribution network topology identification method and system based on mutual information
A technology of low-voltage distribution network and identification method, applied in transmission systems, digital transmission systems, electrical components, etc., can solve the problems of frequent update of distribution network, difficulty in realizing topology identification of distribution network, and complicated wiring, etc. Difficulty in topology identification, improved stability, and the effect of reducing dependencies
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Embodiment 1
[0048] This embodiment provides a low-voltage distribution network topology identification method based on mutual information, the steps of which are as follows:
[0049] Step (1): Collect the time series voltage amplitude information data V={V 1 ,...,V i ,...,VN}(500-1000 time sections) as the input to identify the topology of the low-voltage distribution station area, N represents the number of users under the meter, V i Represents the voltage vector under a user, the length of the vector is determined by the number of collections, and the collected data are all under the same distribution station area;
[0050] The obtained data will have missing values, repeated values, etc., and data preprocessing is required before use. Data preprocessing usually varies for different tasks and dataset properties. Common processes for data preprocessing are: removing unique attributes, dealing with missing values, attribute encoding, data standardization and regularization, feature sel...
Embodiment 2
[0085] This embodiment provides a low-voltage distribution network topology identification system based on mutual information, which includes:
[0086] Data acquisition module: collect the time series voltage amplitude information data V={V 1 ,...,V i ,...,V N} As the input to identify the topology of the low-voltage distribution station area, N represents the number of users under the meter, V i Represents the voltage vector under a user, the length of the voltage vector is determined by the number of collections, and the collected data are all under the same distribution station area;
[0087] Data preprocessing module: preprocess the time series voltage amplitude information data of users' smart meters in the low-voltage distribution station area, fill in missing values and delete abnormal data, and abnormal data are outliers;
[0088] Mutual information calculation module: According to the definition of information entropy, the calculation formula of mutual informatio...
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