TY JOUR TI Intellectualization of construction and technical expertise of flat roofs as a tool for its life cycle managing KW construction and technical expertise KW constructions flaw detection KW neural network KW artificial intelligence KW deep convolutional neural network KW life cycle of a flat roof KW life cycle management JO Construction and Architecture AU Dolzhenko, A.V. AU Naumov, A.E. AU Strokova, V.V. PY 2023 IS 11 PB Publishing Center RIOR