Different bat guilds perceive their habitat in different ways: a multiscale landscape approach for variable selection in species distribution modelling

Context Unveiling the scale at which organisms respond to habitat features is crucial to understand how they are influenced by anthropogenic environmental changes. We implemented species distribution models (SDMs) based on multiple-scale landscape pattern analysis for four bat species representative...

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Published in:Landscape Ecology
Main Authors: Ducci, Laura, Agnelli, Paolo, Russo, Danilo, Santini, Giacomo, Roscioni, Federica, DI FEBBRARO, Mirko, FRATE, Ludovico, LOY, Anna, CARRANZA, Maria Laura
Other Authors: Frate, Ludovico, Loy, Anna, Carranza, Maria Laura
Format: Article in Journal/Newspaper
Language:English
Published: 2015
Subjects:
Online Access:http://hdl.handle.net/11695/47102
https://doi.org/10.1007/s10980-015-0237-x
http://www.springerlink.com/content/103025/
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spelling ftunivmoliseiris:oai:iris.unimol.it:11695/47102 2024-04-14T08:18:27+00:00 Different bat guilds perceive their habitat in different ways: a multiscale landscape approach for variable selection in species distribution modelling Ducci, Laura Agnelli, Paolo Russo, Danilo Santini, Giacomo Roscioni, Federica DI FEBBRARO, Mirko FRATE, Ludovico LOY, Anna CARRANZA, Maria Laura Ducci, Laura Agnelli, Paolo DI FEBBRARO, Mirko Frate, Ludovico Russo, Danilo Loy, Anna Carranza, Maria Laura Santini, Giacomo Roscioni, Federica 2015 http://hdl.handle.net/11695/47102 https://doi.org/10.1007/s10980-015-0237-x http://www.springerlink.com/content/103025/ eng eng info:eu-repo/semantics/altIdentifier/wos/WOS:000363274900023 volume:30 issue:10 firstpage:2147 lastpage:2159 numberofpages:13 journal:LANDSCAPE ECOLOGY http://hdl.handle.net/11695/47102 doi:10.1007/s10980-015-0237-x info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84945466826 http://www.springerlink.com/content/103025/ Chiroptera Foraging Landscape pattern Moving windows Spatial scale Multiscale approach Nature and Landscape Conservation Ecology Geography Planning and Development info:eu-repo/semantics/article 2015 ftunivmoliseiris https://doi.org/10.1007/s10980-015-0237-x 2024-03-21T18:06:07Z Context Unveiling the scale at which organisms respond to habitat features is crucial to understand how they are influenced by anthropogenic environmental changes. We implemented species distribution models (SDMs) based on multiple-scale landscape pattern analysis for four bat species representative of different foraging guilds: Nyctalus leisleri, Rhinolophus hipposideros, Myotis emarginatus and Pipistrellus pipistrellus. Objectives (a) to assess the environmental factors and the influence of scale on the habitat suitability of bats; (b) to develop an objective methodology to select the best performing variables from a large variable dataset. Methods We performed the study in central Italy (Tuscany): 381 variables were derived from topographical and habitat maps using a moving windows analysis set at three spatial scales (1, 5 and 10 km) that are ecologically meaningful for bats. For each species, we ran 381 univariate models to select the variables for multivariate SDMs. Results All the variables retained in the SDMs described spatial pattern indices underlining the importance of landscape structure for species distribution. Species reacted differently in terms of both scale and landscape pattern. P. pipistrellus only responded to variables at 10 km; N. leisleri and M. emarginatus did so at two scales (5 and 10 km); whereas R. hipposideros also responded to variables at 1 km. Conclusions Our findings make it possible to tailor SDMs according to species-specific landscape pattern requirements at appropriate scales. Our approach, which can be easily extended to other taxa and different spatial scales, represents a significant step towards more effective land management planning. Article in Journal/Newspaper Pipistrellus pipistrellus Università degli Studi del Molise: IRIS Landscape Ecology 30 10 2147 2159
institution Open Polar
collection Università degli Studi del Molise: IRIS
op_collection_id ftunivmoliseiris
language English
topic Chiroptera
Foraging
Landscape pattern
Moving windows
Spatial scale
Multiscale approach
Nature and Landscape Conservation
Ecology
Geography
Planning and Development
spellingShingle Chiroptera
Foraging
Landscape pattern
Moving windows
Spatial scale
Multiscale approach
Nature and Landscape Conservation
Ecology
Geography
Planning and Development
Ducci, Laura
Agnelli, Paolo
Russo, Danilo
Santini, Giacomo
Roscioni, Federica
DI FEBBRARO, Mirko
FRATE, Ludovico
LOY, Anna
CARRANZA, Maria Laura
Different bat guilds perceive their habitat in different ways: a multiscale landscape approach for variable selection in species distribution modelling
topic_facet Chiroptera
Foraging
Landscape pattern
Moving windows
Spatial scale
Multiscale approach
Nature and Landscape Conservation
Ecology
Geography
Planning and Development
description Context Unveiling the scale at which organisms respond to habitat features is crucial to understand how they are influenced by anthropogenic environmental changes. We implemented species distribution models (SDMs) based on multiple-scale landscape pattern analysis for four bat species representative of different foraging guilds: Nyctalus leisleri, Rhinolophus hipposideros, Myotis emarginatus and Pipistrellus pipistrellus. Objectives (a) to assess the environmental factors and the influence of scale on the habitat suitability of bats; (b) to develop an objective methodology to select the best performing variables from a large variable dataset. Methods We performed the study in central Italy (Tuscany): 381 variables were derived from topographical and habitat maps using a moving windows analysis set at three spatial scales (1, 5 and 10 km) that are ecologically meaningful for bats. For each species, we ran 381 univariate models to select the variables for multivariate SDMs. Results All the variables retained in the SDMs described spatial pattern indices underlining the importance of landscape structure for species distribution. Species reacted differently in terms of both scale and landscape pattern. P. pipistrellus only responded to variables at 10 km; N. leisleri and M. emarginatus did so at two scales (5 and 10 km); whereas R. hipposideros also responded to variables at 1 km. Conclusions Our findings make it possible to tailor SDMs according to species-specific landscape pattern requirements at appropriate scales. Our approach, which can be easily extended to other taxa and different spatial scales, represents a significant step towards more effective land management planning.
author2 Ducci, Laura
Agnelli, Paolo
DI FEBBRARO, Mirko
Frate, Ludovico
Russo, Danilo
Loy, Anna
Carranza, Maria Laura
Santini, Giacomo
Roscioni, Federica
format Article in Journal/Newspaper
author Ducci, Laura
Agnelli, Paolo
Russo, Danilo
Santini, Giacomo
Roscioni, Federica
DI FEBBRARO, Mirko
FRATE, Ludovico
LOY, Anna
CARRANZA, Maria Laura
author_facet Ducci, Laura
Agnelli, Paolo
Russo, Danilo
Santini, Giacomo
Roscioni, Federica
DI FEBBRARO, Mirko
FRATE, Ludovico
LOY, Anna
CARRANZA, Maria Laura
author_sort Ducci, Laura
title Different bat guilds perceive their habitat in different ways: a multiscale landscape approach for variable selection in species distribution modelling
title_short Different bat guilds perceive their habitat in different ways: a multiscale landscape approach for variable selection in species distribution modelling
title_full Different bat guilds perceive their habitat in different ways: a multiscale landscape approach for variable selection in species distribution modelling
title_fullStr Different bat guilds perceive their habitat in different ways: a multiscale landscape approach for variable selection in species distribution modelling
title_full_unstemmed Different bat guilds perceive their habitat in different ways: a multiscale landscape approach for variable selection in species distribution modelling
title_sort different bat guilds perceive their habitat in different ways: a multiscale landscape approach for variable selection in species distribution modelling
publishDate 2015
url http://hdl.handle.net/11695/47102
https://doi.org/10.1007/s10980-015-0237-x
http://www.springerlink.com/content/103025/
genre Pipistrellus pipistrellus
genre_facet Pipistrellus pipistrellus
op_relation info:eu-repo/semantics/altIdentifier/wos/WOS:000363274900023
volume:30
issue:10
firstpage:2147
lastpage:2159
numberofpages:13
journal:LANDSCAPE ECOLOGY
http://hdl.handle.net/11695/47102
doi:10.1007/s10980-015-0237-x
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84945466826
http://www.springerlink.com/content/103025/
op_doi https://doi.org/10.1007/s10980-015-0237-x
container_title Landscape Ecology
container_volume 30
container_issue 10
container_start_page 2147
op_container_end_page 2159
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