%0 Journal Article %T Intellectualization of construction and technical expertise of flat roofs as a tool for its life cycle managing %A Dolzhenko, A.V. %A Naumov, A.E. %A Strokova, V.V. %K construction and technical expertise, constructions flaw detection, neural network, artificial intelligence, deep convolutional neural network, life cycle of a flat roof, life cycle management %J Construction and Architecture %D 2023 %N 11 %P 0 %I Publishing Center RIOR