Early and Late Time Acoustic Measures for Underwater Seismic Airgun Signals In Long-Term Acoustic Data Sets

This work presents a new toolkit for describing the acoustic properties of the ocean environment before, during and after a sound event caused by an underwater seismic air-gun. The toolkit uses existing sound measures, but uniquely applies these to capture the early time period (actual pulse) and late time period (reverberation and multiple arrivals). In total, 183 features are produced for each air-gun sound. This toolkit was utilized on data retrieved from a field deployment encompassing five marine autonomous recording units during a 46-day seismic air-gun survey in Baffin Bay, Greenland. Using this toolkit, a total of 147 million data points were identified from the Greenland deployment recordings. The feasibility of extracting a large number of features was then evaluated using two separate methods: a serial computer and a high performance system. Results indicate that data extraction performance took an estimated 216 hours for the serial system, and 18 hours for the high performance computer. This paper provides an analytical description of the new toolkit along with details for using it to identify relevant data.

[1]  C. Clark,et al.  Acoustic masking in marine ecosystems: intuitions, analysis, and implication , 2009 .

[2]  Maria Cobb,et al.  Parallel data processing in a distributed object-oriented model , 1999, Proceedings of the International Symposium on Distributed Objects and Applications.

[3]  P. Miller,et al.  Quantitative measures of air-gun pulses recorded on sperm whales (Physeter macrocephalus) using acoustic tags during controlled exposure experiments. , 2006, The Journal of the Acoustical Society of America.

[4]  J.P.A. Lochner,et al.  The influence of reflections on auditorium acoustics , 1964 .

[5]  K. Williams Recent Arctic marine diatom assemblages from bottom sediments in Baffin Bay and Davis Strait , 1986 .

[6]  Walter M. X. Zimmer,et al.  Passive Acoustic Monitoring of Cetaceans , 2011 .

[7]  K. Stafford,et al.  Low-frequency whale and seismic airgun sounds recorded in the mid-Atlantic Ocean. , 2004, The Journal of the Acoustical Society of America.

[8]  P. E. Nachtigall,et al.  MARINE MAMMAL NOISE-EXPOSURE CRITERIA: INITIAL SCIENTIFIC RECOMMENDATIONS , 2008 .

[9]  Birgit Dietrich,et al.  Handbook Of Acoustical Measurements And Noise Control , 2016 .

[10]  Christopher W. Clark,et al.  Data Mining Sound Archives: A New Scalable Algorithm for Parallel-Distributing Processing , 2015, 2015 IEEE International Conference on Data Mining Workshop (ICDMW).

[11]  Hervé Glotin,et al.  High Performance Computer Acoustic Data Accelerator: A New System for Exploring Marine Mammal Acoustics for Big Data Applications , 2015, ArXiv.

[12]  Jang H. Koo,et al.  Acoustic Measurements of the , 1973 .