Spatial heterogeneity of ambient sound at the habitat type level: ecological implications and applications

While spatial heterogeneity is one the most studied ecological concepts, few or no studies have dealt with the subject of ambient sound heterogeneity from an ecological perspective. Similarly to ambient light conditions, which have been shown to play a significant role in ecological speciation, we investigated the existence of ambient sound heterogeneity and its possible relation to habitat structure and specifically to habitat types (as syntaxonomically defined ecological units). Considering that the structure and composition of animal communities are habitat type specific and that acoustic signals produced by animals may be shaped by the habitat’s vegetation structure, natural soundscapes are likely to be habitat specific. We recorded ambient sound in four forest and two grassland habitat types in Northern Greece. Using digital signal techniques and machine learning algorithms (self organizing maps, random forests), we concluded that ambient sound is not only spatially heterogeneous, but is also directly related to habitat type structure, pointing towards the existence of habitat type specific acoustic signatures. We provide evidence of the importance of soundscape heterogeneity and ambient sound signatures and a possible solution to the social cues versus vegetation characteristics debate in habitat selection theory.

[1]  O. Seehausen,et al.  Ecology, sexual selection and speciation. , 2011, Ecology letters.

[2]  John C. Montgomery,et al.  Localised coastal habitats have distinct underwater sound signatures , 2010 .

[3]  Graeme D Ruxton,et al.  Interspecific information transfer influences animal community structure. , 2010, Trends in ecology & evolution.

[4]  Luigi Piccioli,et al.  Avian soundscapes and cognitive landscapes: theory, application and ecological perspectives , 2011, Landscape Ecology.

[5]  Sandrine Pavoine,et al.  Rapid Acoustic Survey for Biodiversity Appraisal , 2008, PloS one.

[6]  Sandrine Pavoine,et al.  Author's Personal Copy Ecological Indicators Monitoring Animal Diversity Using Acoustic Indices: Implementation in a Temperate Woodland , 2022 .

[7]  N. B. Kotliar,et al.  Multiple scales of patchiness and patch structure: a hierarchical framework for the study of heterogeneity , 1990 .

[8]  Lutgarde M. C. Buydens,et al.  Self- and Super-organizing Maps in R: The kohonen Package , 2007 .

[9]  M. Turner Landscape ecology: what is the state of the science? , 2005 .

[10]  Julian D Olden,et al.  Machine Learning Methods Without Tears: A Primer for Ecologists , 2008, The Quarterly Review of Biology.

[11]  J. Tobias,et al.  SONG DIVERGENCE BY SENSORY DRIVE IN AMAZONIAN BIRDS , 2010, Evolution; international journal of organic evolution.

[12]  Robert V. O'Neill,et al.  A hierarchical perspective can help scientists understand spatial patterns , 2007 .

[13]  D. Hik,et al.  Variation in pika ( ochotona collaris, o. princeps ) vocalizations within and between populations , 2009 .

[14]  A. Goldizen,et al.  Habitat type and density influence vocal signal design in satin bowerbirds. , 2006, The Journal of animal ecology.

[15]  Daniel T. Blumstein,et al.  Birdsong tuned to the environment: green hylia song varies with elevation, tree cover, and noise , 2009 .

[16]  M. Peters,et al.  Long‐distance call evolution in the Felidae: effects of body weight, habitat, and phylogeny , 2010 .

[17]  A. D. Mazaris,et al.  Spatiotemporal analysis of an acoustic environment: interactions between landscape features and sounds , 2009, Landscape Ecology.

[18]  D. Botteldooren,et al.  1/f Noise in Rural and Urban Soundscapes , 2003 .

[19]  M. Holderied,et al.  A test of the senses: fish select novel habitats by responding to multiple cues. , 2012, Ecology.

[20]  Leo Breiman,et al.  Classification and Regression Trees , 1984 .

[21]  Barry Truax,et al.  Soundscape in a context of acoustic and landscape ecology , 2011, Landscape Ecology.

[22]  S. Simpson,et al.  Coral Larvae Move toward Reef Sounds , 2010, PloS one.

[23]  E. Silverman,et al.  Social cues facilitate habitat selection: American redstarts establish breeding territories in response to song , 2006, Biology Letters.

[24]  A. Jeffs,et al.  Location, location, location: finding a suitable home among the noise , 2012, Proceedings of the Royal Society B: Biological Sciences.

[25]  J. Endler Some general comments on the evolution and design of animal communication systems. , 1993, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[26]  Charles H. Brown,et al.  Habitat acoustics and primate communication , 1986, American journal of primatology.

[27]  Tae-Soo Chon,et al.  Self-Organizing Maps applied to ecological sciences , 2011, Ecol. Informatics.

[28]  P. Marler,et al.  Nature's Music: The Science of Birdsong , 2004 .

[29]  Kelly K. Caylor,et al.  Ecosystem-scale spatial heterogeneity of stable isotopes of soil nitrogen in African savannas , 2012, Landscape Ecology.

[30]  E. Morton Ecological Sources of Selection on Avian Sounds , 1975, The American Naturalist.

[31]  R. Macarthur,et al.  On Bird Species Diversity , 1961 .

[32]  N. Stenseth,et al.  Ecological mechanisms and landscape ecology , 1993 .

[33]  Hans Slabbekoorn,et al.  Chapter 6 – Singing in the wild: The ecology of birdsong , 2004 .

[34]  S. Cornell,et al.  Random Forest characterization of upland vegetation and management burning from aerial imagery , 2009 .

[35]  J. Fischer,et al.  THE “ACOUSTIC ADAPTATION HYPOTHESIS”—A REVIEW OF THE EVIDENCE FROM BIRDS, ANURANS AND MAMMALS , 2009 .

[36]  Andy Liaw,et al.  Classification and Regression by randomForest , 2007 .

[37]  Leo Breiman,et al.  Random Forests , 2001, Machine Learning.

[38]  Adam S Hadley,et al.  Social information trumps vegetation structure in breeding-site selection by a migrant songbird , 2008, Proceedings of the Royal Society B: Biological Sciences.

[39]  Clinton D. Francis,et al.  Landscape patterns of avian habitat use and nest success are affected by chronic gas well compressor noise , 2011, Landscape Ecology.

[40]  J. A. Stanley,et al.  Juvenile coral reef fish use sound to locate habitats , 2011, Coral Reefs.

[41]  Stuart H. Gage,et al.  Measuring and interpreting the temporal variability in the soundscape at four places in Sequoia National Park , 2011, Landscape Ecology.

[42]  Mikko Mönkkönen,et al.  Numerical and behavioural responses of migrant passerines to experimental manipulation of resident tits (Parus spp.): heterospecific attraction in northern breeding bird communites? , 1990, Oecologia.

[43]  Y. Matsinos,et al.  Spatio-temporal variability in human and natural sounds in a rural landscape , 2008, Landscape Ecology.

[44]  W. Kunin,et al.  Extinction risk and the 1/f family of noise models. , 1999, Theoretical population biology.

[45]  M. Schneider,et al.  Speciation through sensory drive in cichlid fish , 2008, Nature.

[46]  D. Theobald,et al.  Anthropogenic noise exposure in protected natural areas: estimating the scale of ecological consequences , 2011, Landscape Ecology.

[47]  Richard H. Wagner,et al.  A taxonomy of biological information , 2010 .

[48]  M. Holderied,et al.  Spatial patterns in reef-generated noise relate to habitats and communities: evidence from a Panamanian case study , 2010 .

[49]  Miroslav Šálek,et al.  Edge effect of low-traffic forest roads on bird communities in secondary production forests in central Europe , 2010, Landscape Ecology.

[50]  Lenore Fahrig,et al.  Functional landscape heterogeneity and animal biodiversity in agricultural landscapes. , 2011, Ecology letters.

[51]  Bernd Fritzsch,et al.  The Evolution of the amphibian auditory system , 1988 .

[52]  J. Endler The Color of Light in Forests and Its Implications , 1993 .

[53]  Christian Breiteneder,et al.  Features for Content-Based Audio Retrieval , 2010, Adv. Comput..

[54]  Luis J. Villanueva-Rivera,et al.  Soundscape Ecology: The Science of Sound in the Landscape , 2011 .

[55]  Nadia Pieretti,et al.  The soundscape methodology for long-term bird monitoring: A Mediterranean Europe case-study , 2011, Ecol. Informatics.

[56]  D. R. Cutler,et al.  Utah State University From the SelectedWorks of , 2017 .

[57]  Teuvo Kohonen,et al.  Self-Organizing Maps , 2010 .

[58]  Hans Slabbekoorn,et al.  Habitat-dependent ambient noise: consistent spectral profiles in two African forest types. , 2004, The Journal of the Acoustical Society of America.

[59]  G. Boncoraglio,et al.  Habitat structure and the evolution of bird song: a meta-analysis of the evidence for the acoustic adaptation hypothesis , 2007 .

[60]  Matthias O. Franz,et al.  Plant Classification from Bat-Like Echolocation Signals , 2008, PLoS Comput. Biol..

[61]  A. D. Mazaris,et al.  Habitat type richness associations with environmental variables: a case study in the Greek Natura 2000 aquatic ecosystems , 2011, Biodiversity and Conservation.

[62]  Sarah L. Dumyahn,et al.  What is soundscape ecology? An introduction and overview of an emerging new science , 2011, Landscape Ecology.

[63]  R. Macarthur,et al.  On Bird Species Diversity. II. Prediction of Bird Census from Habitat Measurements , 1962, The American Naturalist.

[64]  John A. Wiens,et al.  Allerton Park 1983: the beginnings of a paradigm for landscape ecology? , 2008, Landscape Ecology.

[65]  S. J. Melles,et al.  Disentangling habitat and social drivers of nesting patterns in songbirds , 2009, Landscape Ecology.

[66]  Jean Clobert,et al.  Informed dispersal, heterogeneity in animal dispersal syndromes and the dynamics of spatially structured populations. , 2009, Ecology letters.

[67]  Thierry Aubin,et al.  SEEWAVE, A FREE MODULAR TOOL FOR SOUND ANALYSIS AND SYNTHESIS , 2008 .

[68]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[69]  Jianguo Wu Effects of changing scale on landscape pattern analysis: scaling relations , 2004, Landscape Ecology.

[70]  Trevor Hastie,et al.  The Elements of Statistical Learning , 2001 .

[71]  S. Simpson,et al.  Adaptive Avoidance of Reef Noise , 2011, PloS one.