A tool for real-time acoustic species identification of delphinid whistles.

The ability to identify delphinid vocalizations to species in real-time would be an asset during shipboard surveys. An automated system, Real-time Odontocete Call Classification Algorithm (ROCCA), is being developed to allow real-time acoustic species identification in the field. This Matlab-based tool automatically extracts ten variables (beginning, end, minimum and maximum frequencies, duration, slope of the beginning and end sweep, number of inflection points, number of steps, and presence/absence of harmonics) from whistles selected from a real-time scrolling spectrograph (ISHMAEL). It uses classification and regression tree analysis (CART) and discriminant function analysis (DFA) to identify whistles to species. Schools are classified based on running tallies of individual whistle classifications. Overall, 46% of schools were correctly classified for seven species and one genus (Tursiops truncatus, Stenella attenuata, S. longirostris, S. coeruleoalba, Steno bredanensis, Delphinus species, Pseudorca crassidens, and Globicephala macrorhynchus), with correct classification as high as 80% for some species. If classification success can be increased, this tool will provide a method for identifying schools that are difficult to approach and observe, will allow species distribution data to be collected when visual efforts are compromised, and will reduce the time necessary for post-cruise data analysis.

[1]  Harold Mills,et al.  Automatic detection and classification of nocturnal migrant bird calls , 1995 .

[2]  C. Clark,et al.  Communication and Acoustic Behavior of Dolphins and Whales , 2000 .

[3]  W. Perryman,et al.  Marine mammal data collected during a survey in the eastern tropical Pacific Ocean aboard the NOAA ships McArthur and David Starr Jordan and the UNOLS ship Endeavor, July 31-December 9, 1998 , 1999 .

[4]  D. Kinzey Marine mammal data collected during a survey in the eastern tropical Pacific Ocean aboard the NOAA ships McArthur and David Starr Jordan, July 28-December 9, 2000 , 2000 .

[5]  J. Hildebrand,et al.  Gaussian mixture model classification of odontocetes in the Southern California Bight and the Gulf of California. , 2007, The Journal of the Acoustical Society of America.

[6]  I. Dimopoulos,et al.  Artificial neural networks as a classification method in the behavioural sciences , 1997, Behavioural Processes.

[7]  S. Chivers,et al.  Marine mammal data collected during a survey in the eastern tropical Pacific Ocean aboard the NOAA ships McArthur II and David Starr Jordan, July 29 - December 10, 2003 , 2004 .

[8]  James V. Carretta,et al.  The abundance of cetaceans in California waters. Part II: Aerial surveys in winter and spring of 1991 and 1992 , 1995 .

[9]  W. Au Echolocation Signals of the Atlantic Bottlenose Dolphin ( Tursiops truncatus) in Open Waters , 1980 .

[10]  E. Iversen,et al.  The abundance of cetaceans in California waters. Part I: ship surveys in summer and fall of 1991 , 1995 .

[11]  S. Harris,et al.  Habitat use by bats (Chiroptera) assessed by means of a broad-band acoustic method , 1997 .

[12]  P. O. Thompson,et al.  20-Hz pulses and other vocalizations of fin whales, Balaenoptera physalus, in the Gulf of California, Mexico. , 1990, The Journal of the Acoustical Society of America.

[13]  K. Stafford,et al.  Geographic and seasonal variation of blue whale calls in the North Pacific , 2023, J. Cetacean Res. Manage..

[14]  Christopher W. Clark,et al.  Distribution and Behavior of the Bowhead Whale , Balaena mysticetus , Based on Analysis of Acoustic Data Collected During the 1993 Spring Migration off Point Barrow , Alaska , 2001 .

[15]  William A. Watkins,et al.  The harmonic interval : fact or artifact in spectral analysis of pulse trains , 1968 .

[16]  Tomonari Akamatsu,et al.  A passive acoustic monitoring method applied to observation and group size estimation of finless porpoises. , 2005, The Journal of the Acoustical Society of America.

[17]  W. Steiner,et al.  Species-specific differences in pure tonal whistle vocalizations of five western North Atlantic dolphin species , 1981, Behavioral Ecology and Sociobiology.

[18]  P. Slater,et al.  Context-specific use suggests that bottlenose dolphin signature whistles are cohesion calls , 1998, Animal Behaviour.

[19]  P. Wade,et al.  Estimates of Cetacean Abundance and Distribution in the Eastern Tropical Pacific , 1993 .

[20]  Julie N Oswald,et al.  The effect of recording and analysis bandwidth on acoustic identification of delphinid species. , 2004, The Journal of the Acoustical Society of America.

[21]  John N. S. Matthews,et al.  Quantitative analysis of tonal calls from five odontocete species , 1999 .

[22]  E. D. Chesmore,et al.  Application of time domain signal coding and artificial neural networks to passive acoustical identification of animals , 2001 .

[23]  S. Parsons,et al.  Acoustic identification of twelve species of echolocating bat by discriminant function analysis and artificial neural networks. , 2000, The Journal of experimental biology.

[24]  Denise L. Herzing,et al.  Acoustics and Social Behavior of Wild Dolphins: Implications for a Sound Society , 2000 .

[25]  Justin Matthews,et al.  A REVIEW OF FREQUENCY AND TIME PARAMETERS OF CETACEAN TONAL CALLS , 1999 .

[26]  Jay Barlow,et al.  ACOUSTIC IDENTIFICATION OF NINE DELPHINID SPECIES IN THE EASTERN TROPICAL PACIFIC OCEAN , 2000 .

[27]  W. Au,et al.  The broadband social acoustic signaling behavior of spinner and spotted dolphins. , 2003, The Journal of the Acoustical Society of America.

[28]  P. O. Thompson,et al.  UNDERWATER SOUNDS OF BLUE WHALES, BALAENOPTERA MUSCULUS, IN THE GULF OF CALIFORNIA, MEXICO , 1996 .

[29]  Jay Barlow,et al.  ESTIMATES OF SPERM WHALE ABUNDANCE IN THE NORTHEASTERN TEMPERATE PACIFIC FROM A COMBINED ACOUSTIC AND VISUAL SURVEY , 2005 .

[30]  J. Goold,et al.  Time and frequency domain characteristics of sperm whale clicks. , 1995, The Journal of the Acoustical Society of America.

[31]  Peter J. Corkeron,et al.  Using calls to estimate the abundance of inshore dolphins: a case study with Pacific humpback dolphins Sousa chinensis , 2002 .