K. Srinivas, et al. “Unsupervised Deep Characterization of Machine Behavior Through Acoustic Signal Transitions”. International Journal of Data Science and IoT Management System, vol. 5, no. 2(1), Apr. 2026, pp. 171-8, https://doi.org/10.64751/ijdim.2026.v5.n2(1).pp171-181.