System and method for detecting and evaluating running state of intelligent electric energy meter
A smart electric energy meter and operating state technology, applied in the field of intelligent electric energy meter operating state detection and evaluation system, can solve the problems of long fault processing period, heavy sorting workload, less attention to the operating state of metering devices, etc., to improve data processing capabilities and efficiency, optimize management methods and storage structure, and improve the effect of quality control level
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[0318] The technical solution of the present invention is verified by the following examples, and in combination with the idea of integrated learning, T random sampling (such as T=10) is carried out to the training set D to form T groups of training data sets D 1 ,...,D T . T Bayesian network models are trained by machine learning methods. The basic principle is to design a scoring function to measure the fitting degree of the Bayesian network and the data, then search for the Bayesian network structure with the highest score based on the heuristic search algorithm, and learn the parameters of the Bayesian network based on the maximum likelihood method, such as Figure 4 .
[0319] Design a similarity function to estimate the similarity of any two Bayesian networks in state evaluation, cluster the generated T Bayesian networks based on the clustering algorithm, and divide them into K (K Figure 5 shown.
[0320] Using the K Bayesian networks selected in the previous step a...
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