Zhuchkov, K., Zavyalov, A., Lopatin, A., Pochikeev, D., Ovodkova, K. and Vasilchenko, M. 2024. The use of machine learning for various predictive models of the occurrence of pipe defects. Insight - Civil Engineering. 7, 2 (Dec. 2024), 646. DOI:https://doi.org/10.18282/ice.v7i2.646.