The invention relates to the technical field of
power equipment state detection, in particular to a
transformer winding turn-to-turn
short circuit degree evaluation and positioning method,
system and device and a storage medium. Preparing a layered calibration sample and carrying out turn number calibration, replacing a winding sample layer by layer, collecting
frequency response data and carrying out denoising
processing, and constructing a sample
data set covering different
layers and
short circuit degrees; mapping the phase-
frequency response and the amplitude-
frequency response into a polar graph, converting the polar graph into a
grayscale image, extracting multi-dimensional texture features, and performing dimension reduction and
weight distribution optimization to form a deformation evaluation matrix; frequency response data of a winding to be measured are collected, feature vectors are extracted, and two-dimensional matching calculation is carried out on the feature vectors and global features and layered features of the deformation evaluation matrix; an error correction factor is introduced to determine a short-circuit degree quantized value and position a fault layer number, and a fault level is determined according to an evaluation threshold and a result is output; the problems that in the prior art,
sample preparation precision is low, data collection
interference resistance is weak, a fault layer cannot be positioned, and evaluation adaptability is poor are solved.