Darkenbayev, D. ., Zhapbasbayev, U. . and Balakayeva, G. . (2025) “Machine learning-based predictive maintenance system for urban heating networks for real-time failure detection and analysis”, International Journal of Innovative Research and Scientific Studies, 8(6), pp. 1868–1876. doi: 10.53894/ijirss.v8i6.10041.