Accounting for unsearched areas in estimating wind turbine‐caused fatality
ABSTRACT
With wind energy production expanding rapidly, concerns about turbine‐induced bird and bat fatality have grown and the demand for accurate estimation of fatality is increasing. Estimation typically involves counting carcasses observed below turbines and adjusting counts by estimated detection probabilities. Three primary sources of imperfect detection are 1) carcasses fall into unsearched areas, 2) carcasses are removed or destroyed before sampling, and 3) carcasses present in the searched area are missed by observers. Search plots large enough to comprise 100% of turbine‐induced fatality are expensive to search and may nonetheless contain areas unsearchable because of dangerous terrain or impenetrable brush. We evaluated models relating carcass density to distance from the turbine to estimate the proportion of carcasses expected to fall in searched areas and evaluated the statistical cost of restricting searches to areas near turbines where carcass density is highest and search conditions optimal. We compared 5 estimators differing in assumptions about the relationship of carcass density to distance from the turbine. We tested them on 6 different carcass dispersion scenarios at each of 3 sites under 2 different search regimes. We found that even simple distance‐based carcass‐density models were more effective at reducing bias than was a 5‐fold expansion of the search area. Estimators incorporating fitted rather than assumed models were least biased, even under restricted searches. Accurate estimates of fatality at wind‐power facilities will allow critical comparisons of rates among turbines, sites, and regions and contribute to our understanding of the potential environmental impact of this technology. © 2014 The Wildlife Society.
Citing Literature
Number of times cited according to CrossRef: 28
- Sergio A. Cabrera-Cruz, Juan Cervantes-Pasqualli, Montserrat Franquesa-Soler, Óscar Muñoz-Jiménez, Guillermo Rodríguez-Aguilar, Rafael Villegas-Patraca, Estimates of aerial vertebrate mortality at wind farms in a bird migration corridor and bat diversity hotspot, Global Ecology and Conservation, 10.1016/j.gecco.2020.e00966, (e00966), (2020).
- Emma M. Bennett, Cindy E. Hauser, Joslin L. Moore, Evaluating conservation dogs in the search for rare species, Conservation Biology, 10.1111/cobi.13431, 34, 2, (314-325), (2020).
- Dragoş Ştefan Măntoiu, Kseniia Kravchenko, Linn Sophia Lehnert, Anton Vlaschenko, Oana Teodora Moldovan, Ionuţ Cornel Mirea, Răzvan Cătălin Stanciu, Răzvan Zaharia, Răzvan Popescu-Mirceni, Marius Costin Nistorescu, Christian Claus Voigt, Wildlife and infrastructure: impact of wind turbines on bats in the Black Sea coast region, European Journal of Wildlife Research, 10.1007/s10344-020-01378-x, 66, 3, (2020).
- K. Shawn Smallwood, Douglas A. Bell, Skye Standish, Dogs Detect Larger Wind Energy Effects on Bats and Birds, The Journal of Wildlife Management, 10.1002/jwmg.21863, 84, 5, (852-864), (2020).
- Todd E. Katzner, Melissa A. Braham, Tara J. Conkling, Jay E. Diffendorfer, Adam E. Duerr, Scott R. Loss, David M. Nelson, Hannah B. Vander Zanden, Julie L. Yee, Assessing population‐level consequences of anthropogenic stressors for terrestrial wildlife, Ecosphere, 10.1002/ecs2.3046, 11, 3, (2020).
- Jon Domínguez del Valle, Francisco Cervantes Peralta, María I. Jaquero Arjona, Factors affecting carcass detection at wind farms using dogs and human searchers, Journal of Applied Ecology, 10.1111/1365-2664.13714, 57, 10, (1926-1935), (2020).
- Christina M. Davy, Kelly Squires, J. Ryan Zimmerling, Estimation of spatiotemporal trends in bat abundance from mortality data collected at wind turbines, Conservation Biology, 10.1111/cobi.13554, 0, 0, (2020).
- Daniel Y. Choi, Thomas W. Wittig, Bryan M. Kluever, An evaluation of bird and bat mortality at wind turbines in the Northeastern United States, PLOS ONE, 10.1371/journal.pone.0238034, 15, 8, (e0238034), (2020).
- Shivendra Prakash, Corey D. Markfort, Experimental investigation of aerodynamic characteristics of bat carcasses after collision with a wind turbine, Wind Energy Science, 10.5194/wes-5-745-2020, 5, 2, (745-758), (2020).
- Lisa Madsen, Dan Dalthorp, Manuela Maria Patrizia Huso, Andy Aderman, Estimating population size with imperfect detection using a parametric bootstrap, Environmetrics, 10.1002/env.2603, 31, 3, (2019).
- Luís Rosa, Tiago Neves, Diana Vieira, Miguel Mascarenhas, Camera-Trapping Versus Conventional Methodology in the Assessment of Carcass Persistence for Fatality Estimation at Wind Farms, Wind Energy and Wildlife Impacts, 10.1007/978-3-030-05520-2, (165-177), (2019).
- Manuela Huso, Wildlife Mortality at Wind Facilities: How We Know What We Know How We Might Mislead Ourselves, and How We Set Our Future Course, Wind Energy and Wildlife Impacts, 10.1007/978-3-030-05520-2, (27-41), (2019).
- W. Brad Romano, John R. Skalski, Richard L. Townsend, Kevin W. Kinzie, Karyn D. Coppinger, Myron F. Miller, Evaluation of an acoustic deterrent to reduce bat mortalities at an Illinois wind farm, Wildlife Society Bulletin, 10.1002/wsb.1025, 43, 4, (608-618), (2019).
- Kathleen A. MacGregor, Jérôme Lemaître, The management utility of large-scale environmental drivers of bat mortality at wind energy facilities: The effects of facility size, elevation and geographic location, Global Ecology and Conservation, 10.1016/j.gecco.2019.e00871, (e00871), (2019).
- Richard T. Watson, Patrick S. Kolar, Miguel Ferrer, Torgeir Nygård, Naira Johnston, W. Grainger Hunt, Hanneline A. Smit-Robinson, Christopher J. Farmer, Manuela Huso, Todd E. Katzner, Raptor Interactions With Wind Energy: Case Studies From Around the World, Journal of Raptor Research, 10.3356/JRR-16-100.1, 52, 1, (1-18), (2018).
- Joana Santos, Joana Marques, Tiago Neves, Ana Teresa Marques, Ricardo Ramalho, Miguel Mascarenhas, Environmental Impact Assessment Methods: An Overview of the Process for Wind Farms’ Different Phases—From Pre-construction to Operation, Biodiversity and Wind Farms in Portugal, 10.1007/978-3-319-60351-3, (35-86), (2018).
- João Paula, Margarida Augusto, Tiago Neves, Regina Bispo, Paulo Cardoso, Miguel Mascarenhas, Comparing Field Methods Used to Determine Bird and Bat Fatalities, Biodiversity and Wind Farms in Portugal, 10.1007/978-3-319-60351-3, (135-149), (2018).
- Joana Marques, Luísa Rodrigues, Maria João Silva, Joana Santos, Regina Bispo, Joana Bernardino, Estimating Bird and Bat Fatality at Wind Farms: From Formula-Based Methods to Models to Assess Impact Significance, Biodiversity and Wind Farms in Portugal, 10.1007/978-3-319-60351-3, (151-204), (2018).
- Eric C. Hallingstad, Paul A. Rabie, Andrew C. Telander, Jerry A. Roppe, Laura R. Nagy, Developing an efficient protocol for monitoring eagle fatalities at wind energy facilities, PLOS ONE, 10.1371/journal.pone.0208700, 13, 12, (e0208700), (2018).
- Chris B. Thaxter, Graeme M. Buchanan, Jamie Carr, Stuart H. M. Butchart, Tim Newbold, Rhys E. Green, Joseph A. Tobias, Wendy B. Foden, Sue O'Brien, James W. Pearce-Higgins, Bird and bat species' global vulnerability to collision mortality at wind farms revealed through a trait-based assessment, Proceedings of the Royal Society B: Biological Sciences, 10.1098/rspb.2017.0829, 284, 1862, (20170829), (2017).
- Edward B. Arnett, Erin F. Baerwald, Fiona Mathews, Luisa Rodrigues, Armando Rodríguez-Durán, Jens Rydell, Rafael Villegas-Patraca, Christian C. Voigt, Impacts of Wind Energy Development on Bats: A Global Perspective, Bats in the Anthropocene: Conservation of Bats in a Changing World, 10.1007/978-3-319-25220-9, (295-323), (2016).
- Beatriz Bolívar-Cimé, Addy Bolívar-Cimé, Sergio A. Cabrera-Cruz, Óscar Muñoz-Jiménez, Rafael Villegas-Patraca, Bats in a tropical wind farm: species composition and importance of the spatial attributes of vegetation cover on bat fatalities, Journal of Mammalogy, 10.1093/jmammal/gyw069, 97, 4, (1197-1208), (2016).
- E.A. Masden, A.S.C.P. Cook, Avian collision risk models for wind energy impact assessments, Environmental Impact Assessment Review, 10.1016/j.eiar.2015.09.001, 56, (43-49), (2016).
- J. Ryan Zimmerling, Charles M. Francis, Bat mortality due to wind turbines in Canada, The Journal of Wildlife Management, 10.1002/jwmg.21128, 80, 8, (1360-1369), (2016).
- Fränzi Korner-Nievergelt, Oliver Behr, Robert Brinkmann, Matthew A. Etterson, Manuela M. P. Huso, Dan Dalthorp, Pius Korner-Nievergelt, Tobias Roth, Ivo Niermann, Mortality estimation from carcass searches using the R-package carcass — a tutorial, Wildlife Biology, 10.2981/wlb.00094, 21, 1, (30-43), (2015).
- Armando Rodríguez-Durán, Waldemar Feliciano-Robles, Impact of Wind Facilities on Bats in the Neotropics, Acta Chiropterologica, 10.3161/15081109ACC2015.17.2.012, 17, 2, (365-370), (2015).
- Jennifer L. Stenglein, Timothy R. Van Deelen, Adrian P. Wydeven, David J. Mladenoff, Jane E. Wiedenhoeft, Nancy K. Businga, Julia A. Langenberg, Nancy J. Thomas, Dennis M. Heisey, Mortality patterns and detection bias from carcass data: An example from wolf recovery in Wisconsin, The Journal of Wildlife Management, 10.1002/jwmg.922, 79, 7, (1173-1184), (2015).
- Ana Teresa Marques, Helena Batalha, Sandra Rodrigues, Hugo Costa, Maria João Ramos Pereira, Carlos Fonseca, Miguel Mascarenhas, Joana Bernardino, Understanding bird collisions at wind farms: An updated review on the causes and possible mitigation strategies, Biological Conservation, 10.1016/j.biocon.2014.08.017, 179, (40-52), (2014).




