The past, present and future of underwater passive acoustic monitoring
水下
声学
环境科学
地质学
海洋学
物理
作者
John A. Hildebrand,Sean M. Wiggins,Simone Baumann‐Pickering,Kait Frasier,Marie A. Roch
出处
期刊:Journal of the Acoustical Society of America [Acoustical Society of America] 日期:2024-03-01卷期号:155 (3_Supplement): A96-A96
标识
DOI:10.1121/10.0026934
摘要
We review the history of underwater passive acoustic monitoring and predict the future trajectory. Over the past three decades, advances in digital data storage capacity and low power electronics have made it possible to collect autonomous long-term broadband passive acoustic monitoring data. Concomitant advances have taken place in data analysis and curation. Standardized spectra are an excellent first-step in analysis, calculated for all data using multiple frequency bands. These spectra allow in-situ instrument calibration based on an understanding of underwater ambient noise. Software for efficient manual scanning and signal discovery is used for verification and error estimation. Automatic detectors/classifiers are obtained from both supervised and unsupervised machine learning. Detections are aggregated into a database that allows the combination of multiple datasets and association with environmental or other data. Future work will increasing use of arrays of acoustics sensors, the integration of passive acoustics with other sensors, and machine learning that integrates these data streams to provide better understanding of anthropogenic, biological and physical processes in the ocean.