A Monte Carlo appraisal of plot and distance sampling for surveys of black grouse and rock ptarmigan populations in alpine protected areas

We used distance sampling to assess density and the detectability of male black grouse (Tetrao tetrix) and rock ptarmigan (Lagopus muta) in 2 protected areas of the Italian Alps. Our sampling effort was not sufficient to provide reliable inference for monitoring projects. Therefore, we used our fiel...

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Published in:The Journal of Wildlife Management
Main Authors: FRANCESCHI, SARA, Nelli L., PISANI, CATERINA, Franzoi A., FATTORINI, LORENZO, Meriggi A.
Other Authors: Franceschi, Sara, Nelli, L., Pisani, Caterina, Franzoi, A., Fattorini, Lorenzo, Meriggi, A.
Format: Article in Journal/Newspaper
Language:English
Published: 2014
Subjects:
Online Access:http://hdl.handle.net/11365/48394
https://doi.org/10.1002/jwmg.661
http://onlinelibrary.wiley.com/doi/10.1002/jwmg.661/full
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spelling ftunivsiena:oai:usiena-air.unisi.it:11365/48394 2024-04-21T08:06:40+00:00 A Monte Carlo appraisal of plot and distance sampling for surveys of black grouse and rock ptarmigan populations in alpine protected areas FRANCESCHI, SARA Nelli L. PISANI, CATERINA Franzoi A. FATTORINI, LORENZO Meriggi A. Franceschi, Sara Nelli, L. Pisani, Caterina Franzoi, A. Fattorini, Lorenzo Meriggi, A. 2014 STAMPA http://hdl.handle.net/11365/48394 https://doi.org/10.1002/jwmg.661 http://onlinelibrary.wiley.com/doi/10.1002/jwmg.661/full eng eng info:eu-repo/semantics/altIdentifier/wos/WOS:000331862600019 volume:78 issue:2 firstpage:359 lastpage:368 numberofpages:10 journal:JOURNAL OF WILDLIFE MANAGEMENT http://hdl.handle.net/11365/48394 doi:10.1002/jwmg.661 info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84895169246 http://onlinelibrary.wiley.com/doi/10.1002/jwmg.661/full info:eu-repo/semantics/closedAccess info:eu-repo/semantics/article 2014 ftunivsiena https://doi.org/10.1002/jwmg.661 2024-03-28T00:46:28Z We used distance sampling to assess density and the detectability of male black grouse (Tetrao tetrix) and rock ptarmigan (Lagopus muta) in 2 protected areas of the Italian Alps. Our sampling effort was not sufficient to provide reliable inference for monitoring projects. Therefore, we used our field results to structure a simulation study to compare the performance of plot-based and distance sampling estimators of density. These 2 methods have different assumptions: plot sampling assumes a perfect detection of animals within the surveyed plots, whereas distance sampling assumes a decrease in detectability as the distance between observer and animal increases. The density and the detectability conditions adopted in the simulation were designed to be similar to those observed in our 2 studies, whereas the spatial patterns presumed for the simulated populations described a wide range of possible scenarios. Sampling points were allocated according to both random and stratified distributions. Simulation results showed that plot sampling underestimated density with bias invariably greater than 30% and confidence intervals with coverage lower than the nominal level of 95%. Conversely, distance sampling estimators provided bias levels invariably smaller than those obtained using plot sampling and bootstrap confidence intervals with empirical coverage near to or greater than 95%. Based on our simulations, the distance sampling estimator was superior to the plot sampling estimator for these grouse species on our study areas in terms of precision and accuracy and the stratified allocation was superior to the random allocation. However, distance sampling would be very costly to implement. Based on our simulations, 4-5 points per km2 would be necessary to achieve reliable estimates of density and density changes. If distance sampling cannot be completed at this intensity, other sampling methods should be adopted. Article in Journal/Newspaper Lagopus muta rock ptarmigan Università degli Studi di Siena: USiena air The Journal of Wildlife Management 78 2 359 368
institution Open Polar
collection Università degli Studi di Siena: USiena air
op_collection_id ftunivsiena
language English
description We used distance sampling to assess density and the detectability of male black grouse (Tetrao tetrix) and rock ptarmigan (Lagopus muta) in 2 protected areas of the Italian Alps. Our sampling effort was not sufficient to provide reliable inference for monitoring projects. Therefore, we used our field results to structure a simulation study to compare the performance of plot-based and distance sampling estimators of density. These 2 methods have different assumptions: plot sampling assumes a perfect detection of animals within the surveyed plots, whereas distance sampling assumes a decrease in detectability as the distance between observer and animal increases. The density and the detectability conditions adopted in the simulation were designed to be similar to those observed in our 2 studies, whereas the spatial patterns presumed for the simulated populations described a wide range of possible scenarios. Sampling points were allocated according to both random and stratified distributions. Simulation results showed that plot sampling underestimated density with bias invariably greater than 30% and confidence intervals with coverage lower than the nominal level of 95%. Conversely, distance sampling estimators provided bias levels invariably smaller than those obtained using plot sampling and bootstrap confidence intervals with empirical coverage near to or greater than 95%. Based on our simulations, the distance sampling estimator was superior to the plot sampling estimator for these grouse species on our study areas in terms of precision and accuracy and the stratified allocation was superior to the random allocation. However, distance sampling would be very costly to implement. Based on our simulations, 4-5 points per km2 would be necessary to achieve reliable estimates of density and density changes. If distance sampling cannot be completed at this intensity, other sampling methods should be adopted.
author2 Franceschi, Sara
Nelli, L.
Pisani, Caterina
Franzoi, A.
Fattorini, Lorenzo
Meriggi, A.
format Article in Journal/Newspaper
author FRANCESCHI, SARA
Nelli L.
PISANI, CATERINA
Franzoi A.
FATTORINI, LORENZO
Meriggi A.
spellingShingle FRANCESCHI, SARA
Nelli L.
PISANI, CATERINA
Franzoi A.
FATTORINI, LORENZO
Meriggi A.
A Monte Carlo appraisal of plot and distance sampling for surveys of black grouse and rock ptarmigan populations in alpine protected areas
author_facet FRANCESCHI, SARA
Nelli L.
PISANI, CATERINA
Franzoi A.
FATTORINI, LORENZO
Meriggi A.
author_sort FRANCESCHI, SARA
title A Monte Carlo appraisal of plot and distance sampling for surveys of black grouse and rock ptarmigan populations in alpine protected areas
title_short A Monte Carlo appraisal of plot and distance sampling for surveys of black grouse and rock ptarmigan populations in alpine protected areas
title_full A Monte Carlo appraisal of plot and distance sampling for surveys of black grouse and rock ptarmigan populations in alpine protected areas
title_fullStr A Monte Carlo appraisal of plot and distance sampling for surveys of black grouse and rock ptarmigan populations in alpine protected areas
title_full_unstemmed A Monte Carlo appraisal of plot and distance sampling for surveys of black grouse and rock ptarmigan populations in alpine protected areas
title_sort monte carlo appraisal of plot and distance sampling for surveys of black grouse and rock ptarmigan populations in alpine protected areas
publishDate 2014
url http://hdl.handle.net/11365/48394
https://doi.org/10.1002/jwmg.661
http://onlinelibrary.wiley.com/doi/10.1002/jwmg.661/full
genre Lagopus muta
rock ptarmigan
genre_facet Lagopus muta
rock ptarmigan
op_relation info:eu-repo/semantics/altIdentifier/wos/WOS:000331862600019
volume:78
issue:2
firstpage:359
lastpage:368
numberofpages:10
journal:JOURNAL OF WILDLIFE MANAGEMENT
http://hdl.handle.net/11365/48394
doi:10.1002/jwmg.661
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84895169246
http://onlinelibrary.wiley.com/doi/10.1002/jwmg.661/full
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container_title The Journal of Wildlife Management
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