Sound Event Classification in an Industrial Environment: Pipe Leakage Detection Use Case. (arXiv:2205.02706v1 [cs.LG])

Web: http://arxiv.org/abs/2205.02706

In this work, a multi-stage Machine Learning (ML) pipeline is proposed for
pipe leakage detection in an industrial environment. As opposed to other
industrial and urban environments, the environment under study includes many
interfering background noises, complicating the identification of leaks.
Furthermore, the harsh environmental conditions limit the amount of data
collected and impose the use of low-complexity algorithms. To address the
environment's constraints, the developed ML pipeline applies multiple steps,
each addressing the environment's challenges. The proposed ML pipeline …

arxiv classification detection environment event industrial