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Dryad

Forest bat activity declines with increasing wind speed in the proximity of operating wind turbines

Cite this dataset

Ellerbrok, Julia (2024). Forest bat activity declines with increasing wind speed in the proximity of operating wind turbines [Dataset]. Dryad. https://doi.org/10.5061/dryad.vx0k6djxg

Abstract

The increasing use of onshore wind energy is leading to an increased deployment of wind turbines in structurally rich habitats such as forests. Forest-affiliated bats, in turn, are at risk of colliding with the rotor blades. Due to the legal protection of bats in Europe, it is imperative to restrict the operation of wind turbines to periods of low bat activity to avoid collisions. However, bats have also been observed to avoid wind turbines over several hundred meters distance, indicating a displacement that cannot solely be explained by modifications to the habitat. This avoidance suggests a displacement of bats by indirect factors related to wind turbine operation, e.g., wake turbulences and noise emissions. Therefore, we investigated whether the activity of forest-affiliated bats is influenced by operation mode (on/off) under variable wind conditions along transects from 80 to 450 m distance to wind turbines. We divided recordings by foraging guild, i.e., either narrow-space (Myotis, Plecotus), edge-space (Pipistrellus, Barbastella), or open-space foraging bats (Nyctalus, Eptesicus, Vespertilio), and analyzed the effects of wind turbine operation and wind speed on the recorded bat guild activity with mixed effects models. The acoustic activity of narrow-space foraging bats decreased by 91% with increasing wind speed when wind turbines were operating, while bat activity remained unaffected by wind speed when turbines were not operating. This was neither observed for open-space foraging bats nor for edge-space foraging bats, and neither wind turbine operation nor wind speed (ranging between 0 – 4 m/s at 10 m height above ground) were found to affect bat activity when considered alone. Wind turbine noise emissions are known to increase with rotor speed and consequently, wind speed, thus presenting a likely explanation for the interactive negative effect of turbine operation and wind speed specifically on noise-sensitive narrow-space foraging bats. To understand potential ecological long-term consequences for bat populations in forest areas with wind turbines and to design effective conservation measures, future research should focus on disentangling the effects of different disturbances related to turbine operation.

README: Wind turbines operating at high wind speeds have a negative impact on the activity of forest bats


Data set contains bat calls from 12 forests with wind turbines, recorded in increasing distance to turbines.
Further, it contains information on operation status and weather at the time of recording as well as data characterizing the habitat structure.
Based on this data set, we investigated how bat call activity is influenced by wind turbine operation at different weather conditions.
Our main finding: Bats of the narrow-space foraging guild (forest specialist) are decreasing activity with increasing wind speed, but only around operating wind turbines. This pattern suggests that avoidance behavior of bats towards wind turbines, which was observed in various recent studies, is caused by factors related to turbine operation, for example noise emissions.

Description of the data and file structure

R_analysis_dryad.Rmd: Commented R-script. Use the R-script to load and analyze the data from the excel-tables.

final_data_narrow.xlsx: Excel-sheet containing the bat data for the narrow-space foraging guild plus environmental and wind turbine data. Excel-sheets contain descriptions of the content of each column on the second page.

final_data_open_edge.xlsx: Excel-sheet containing the bat data for the open-space and edge-space foraging guild plus environmental and wind turbine data. Excel-sheets contain descriptions of the content of each column on the second page.

Sharing/Access information

Wind turbine operation data was provided by the respective companies.
Data on wind turbine size, age and capacities was retrieved from: https://www.hlnug.de/themen/luft/windenergie-in-hessen
Climate data were downloaded from: ERA5-Land hourly data from 1981 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). 10.24381/cds.e2161bac
All other data were collected by us in the field.

Code/Software

Open the file "R_analyses_dryad.Rmd" with the program RStudio. Make sure R is installed on your computer (we used version 4.2.2).
The file is divided in chunks. Begin from the start and run each chunk, one after another, by clicking the little green arrow in the top right corner.

Methods

Bat calls were recorded with automated ultrasonic recorders at increasing distances to wind turbines in forests. 12 study sites, 8 sampling periods between 2020 and 2021.

Wind turbine data was provided by the respective companies.

Usage notes

Open commented R-script (R_analyses.Rmd) in RStudio and run it chunk by chunk.

Funding

Deutsche Bundesstiftung Umwelt, Award: 34123/01-33/2