Deep-learning source localization using multi-frequency magnitude-only data
Deep-learning source localization using multi-frequency magnitude-only data
A deep learning approach based on big data is proposed to locate broadband acoustic sources using a single hydrophone in ocean waveguides with uncertain bottom parameters. Several 50-layer residual neural networks, trained on a huge number of sound field replicas generated by an acoustic propagation model, are used to handle …