Extending bioacoustic monitoring of birds aloft through flight call localization with a three‐dimensional microphone array

Abstract Bioacoustic localization of bird vocalizations provides unattended observations of the location of calling individuals in many field applications. While this technique has been successful in monitoring terrestrial distributions of calling birds, no published study has applied these methods to migrating birds in flight. The value of nocturnal flight call recordings can increase with the addition of three‐dimensional position retrievals, which can be achieved with adjustments to existing localization techniques. Using the time difference of arrival method, we have developed a proof‐of‐concept acoustic microphone array that allows the three‐dimensional positioning of calls within the airspace. Our array consists of six microphones, mounted in pairs at the top and bottom of three 10‐m poles, arranged in an equilateral triangle with sides of 20 m. The microphone array was designed using readily available components and costs less than $2,000 USD to build and deploy. We validate this technique using a kite‐lofted GPS and speaker package, and obtain 60.1% of vertical retrievals within the accuracy of the GPS measurements (±5 m) and 80.4% of vertical retrievals within ±10 m. The mean Euclidian distance between the acoustic retrievals of flight calls and the GPS truth was 9.6 m. Identification and localization of nocturnal flight calls have the potential to provide species‐specific spatial characterizations of bird migration within the airspace. Even with the inexpensive equipment used in this trial, low‐altitude applications such as surveillance around wind farms or oil platforms can benefit from the three‐dimensional retrievals provided by this technique.

[1]  R. Schmidt A New Approach to Geometry of Range Difference Location , 1972, IEEE Transactions on Aerospace and Electronic Systems.

[2]  Kurt M Fristrup,et al.  Accuracy of an acoustic location system for monitoring the position of duetting songbirds in tropical forest. , 2006, The Journal of the Acoustical Society of America.

[3]  K. Horton,et al.  Influence of atmospheric properties on detection of wood-warbler nocturnal flight calls , 2015, International Journal of Biometeorology.

[4]  Karl-Heinz Frommolt,et al.  Applying bioacoustic methods for long-term monitoring of a nocturnal wetland bird , 2014, Ecol. Informatics.

[5]  B. Ferguson,et al.  Locating far-field impulsive sound sources in air by triangulation. , 2002, The Journal of the Acoustical Society of America.

[6]  J L Spiesberger Locating animals from their sounds and tomography of the atmosphere: experimental demonstration. , 1999, The Journal of the Acoustical Society of America.

[7]  Christopher Niezrecki,et al.  Manatee position estimation by passive acoustic localization. , 2007, The Journal of the Acoustical Society of America.

[8]  Dan Farrell Observing the Invisible: Using Microphone Arrays to Study Bat Echolocation - Jason E. Gaudette and James A. Simmons , 2015 .

[9]  R. E. Hudson,et al.  Acoustic sensor networks for woodpecker localization , 2005, SPIE Optics + Photonics.

[10]  Liang An,et al.  A real-time array calibration method for underwater acoustic flexible sensor array , 2015 .

[11]  K. Aihara,et al.  Echolocating bats use future-target information for optimal foraging , 2016, Proceedings of the National Academy of Sciences.

[12]  A. Farnsworth,et al.  A comparison of nocturnal call counts of migrating birds and reflectivity measurements on Doppler radar , 2004 .

[13]  Klaus-Michael Exo,et al.  Bird migration studies and potential collision risk with offshore wind turbines , 2006 .

[14]  J A Kogan,et al.  Automated recognition of bird song elements from continuous recordings using dynamic time warping and hidden Markov models: a comparative study. , 1998, The Journal of the Acoustical Society of America.

[15]  R. Evans,et al.  MONITORING GRASSLAND BIRDS IN NOCTURNAL MIGRATION , 2004 .

[16]  W. M. Schleidt,et al.  Localization of sound producing animals using the arrival time differences of their signals at an array of microphones , 2005, Experientia.

[17]  J. Spiesberger Hyperbolic location errors due to insufficient numbers of receivers. , 2001, The Journal of the Acoustical Society of America.

[18]  Leon Bennun,et al.  Horizon scan of global conservation issues for 2011. , 2011, Trends in ecology & evolution.

[19]  John L Spiesberger,et al.  Probability distributions for locations of calling animals, receivers, sound speeds, winds, and data from travel time differences. , 2005, The Journal of the Acoustical Society of America.

[20]  Andreas M. Ali,et al.  An Empirical Study of Collaborative Acoustic Source Localization , 2007, 2007 6th International Symposium on Information Processing in Sensor Networks.

[21]  Klaus Riede,et al.  Automatic bird sound detection in long real-field recordings: Applications and tools , 2014 .

[22]  Cynthia F. Moss,et al.  Bats coordinate sonar and flight behavior as they forage in open and cluttered environments , 2014, Journal of Experimental Biology.

[23]  Andreas M. Ali,et al.  Acoustic monitoring in terrestrial environments using microphone arrays: applications, technological considerations and prospectus , 2011 .

[24]  O. G. Libby The Nocturnal Flight of Migrating Birds , 1899 .

[25]  Daniel J. Mennill,et al.  Sound Finder: a new software approach for localizing animals recorded with a microphone array , 2014 .

[26]  Hans-Ulrich Schnitzler,et al.  Estimation of the acoustic range of bat echolocation for extended targets. , 2012, The Journal of the Acoustical Society of America.

[27]  Kelly Servick,et al.  Eavesdropping on ecosystems. , 2014, Science.

[28]  Hervé Glotin,et al.  Real-time 3D tracking of whales by echo-robust precise TDOA estimates with a widely-spaced hydrophone array , 2006 .

[29]  Eva-Marie Nosal,et al.  Methods for tracking multiple marine mammals with wide-baseline passive acoustic arrays. , 2013, The Journal of the Acoustical Society of America.

[30]  James A Simmons,et al.  Spatial memory and stereotypy of flight paths by big brown bats in cluttered surroundings , 2013, Journal of Experimental Biology.

[31]  M. C. Baker,et al.  Population Differentiation in a Complex Bird Sound: A Comparison of Three Bioacoustical Analysis Procedures , 2003 .

[32]  R. Graber,et al.  An Audio Technique for the Study of Nocturnal Migration of Birds , 1959 .

[33]  Peter K. McGregor,et al.  Accuracy of a passive acoustic location system: empirical studies in terrestrial habitats , 1997 .

[34]  Jason W. Horn,et al.  Aeroecology: probing and modeling the aerosphere. , 2007, Integrative and comparative biology.

[35]  P. Madsen,et al.  Estimating source position accuracy of a large-aperture hydrophone array for bioacoustics , 2001 .

[36]  K. Horton,et al.  A comparison of traffic estimates of nocturnal flying animals using radar, thermal imaging, and acoustic recording. , 2015, Ecological applications : a publication of the Ecological Society of America.

[37]  Ronald P. Larkin,et al.  Nocturnal flight calls of Dickcissels and Doppler radar echoes over south Texas in spring , 2002 .

[38]  L. Miller,et al.  Echolocation signals of the bat Eptesicus serotinus recorded using a vertical microphone array: effect of flight altitude on searching signals , 1999, Behavioral Ecology and Sociobiology.

[39]  K. Cortopassi,et al.  THE COMPARISON OF HARMONICALLY RICH SOUNDS USING SPECTROGRAPHIC CROSS-CORRELATION AND PRINCIPAL COORDINATES ANALYSIS , 2000 .

[40]  C W Clark,et al.  Calibration and comparison of the acoustic location methods used during the spring migration of the bowhead whale, Balaena mysticetus, off Pt. Barrow, Alaska, 1984-1993. , 2000, The Journal of the Acoustical Society of America.

[41]  W. Sutherland,et al.  A Horizon Scan of Global Conservation Issues for 2016. , 2016, Trends in ecology & evolution.

[42]  Charles E Taylor,et al.  Acoustic localization of antbirds in a Mexican rainforest using a wireless sensor network. , 2010, The Journal of the Acoustical Society of America.

[43]  van J Etten NAVIGATION SYSTEMS. FUNDAMENTALS OF LOW- AND VERY-LOW-FREQUENCY HYPERBOLIC TECHNIQUES , 1970 .

[44]  David R. Wilson,et al.  Field test of an affordable, portable, wireless microphone array for spatial monitoring of animal ecology and behaviour , 2012 .

[45]  Jürgen Altmann,et al.  Medium-range localisation of aircraft via triangulation , 2000 .

[46]  J. Spiesberger,et al.  Passive Localization of Calling Animals and Sensing of their Acoustic Environment Using Acoustic Tomography , 1990, The American Naturalist.

[47]  Andrew Farnsworth,et al.  FLIGHT CALLS AND THEIR VALUE FOR FUTURE ORNITHOLOGICAL STUDIES AND CONSERVATION RESEARCH , 2005 .