%0 Journal Article %T Improving the Training Quality of Reference Diagnostic Models of Complex Technical Objects by Augmentation of Training Data %A Grachev, V.V. %A Fedotov, M.V. %K machine learning model, training sample, intelligent classifier, diagnostic object, generative adversarial networks, data augmentation, multidimensional samples uniformity control, spatial analysis, Ripley’s function %J Transport automation research %D 2023 %N 9 %P 15 %I FSBEI HE "Emperor Alexander I St. Petersburg State Transport University"