From dusk till dawn: Ecoacoustic monitoring reveals wind energy impacts on roding Eurasian woodcock (Scolopax rusticola)
Data files
Aug 25, 2025 version files 730.38 KB
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Engler_et_al_WLB-01492_Data.xlsx
726 KB
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README.md
4.37 KB
Abstract
Renewable energy is vital for reducing carbon emissions, yet its infrastructure poses challenges for biodiversity. While wind power impacts on bats and raptors are well-studied, effects on elusive species remain largely unknown. The Eurasian Woodcock (Scolopax rusticola), a nocturnal forest bird, performs characteristic courtship flights at twilight known as roding. Despite evidence suggesting potential impacts on the species, details regarding the effects of wind energy use in forests on the habitat use and roding of Woodcocks remain unclear. We compared the vocal activity of Woodcocks at 15 windfarms scattered throughout central Germany. We used passive acoustic monitoring in a paired design, with control sites situated ≥3 km from wind turbines. We took recordings for three hours at dawn and dusk over ten days in June 2023—during peak roding season. We validated presumed Woodcock matches by BirdNET to assess precision for the species, accompanied by a stratified screening to estimate recall rates. We compared true vs. false positive BirdNET hits in relation to the twilight periods during dawn and dusk, respectively. Further, we compared the presence of Woodcocks as well as their continuity throughout the recording period, separately for dusk and dawn. We found that the Woodcocks’ roding activity was confined by darkness and by the vocal activity of other species (mainly Thrushes), which during the morning/evening chorus partially overlapped with the acoustic niche of the Woodcocks. Detection probabilities of BirdNET were not affected by differences in soundscapes with and without windfarm instalments. Likewise, species’ presence did not change between windfarm and control sites. However, we found that roding activity of Woodcocks was significantly reduced at wind power sites by around 59% (95%CI = 40%-75%). We discuss our findings with regards to environmental management of the species for windpower planning, including the use of passive acoustic monitoring for elusive species.
Dataset DOI: 10.5061/dryad.pvmcvdnz3
Description of the data and file structure
Excel Table with supporting and raw data used in the manuscript. The file contains three sheets:
- "Woodcock_IDs_MS" contains all BirdNET detections of Eurasian Woodcocks in the recordings used for the paper. Each detection was validated as either TRUE or FALSE. The sheet includes location and time information, site information (control or impact, number of windpower plants (WEA) as well as the distance to the closest WEA), as well as time differences of the detection time relative to solar positions (time difference to sunset/sunrise "SASUdiff", time difference to transition between civil and nautical twilight "DDdiff", when the sun is 6° below horizon, and time difference to the transition between nautical and astronomical twilight "NautDD", when sun is 12° below horizon).
- "RecallRecordings" contains site and time information on the recordings as well as time stamps between the start and end of nautical twilight used to estimate the Recall for BirdNET Woodcock detections.
- "Recall_results" contains the time stamp of the Woodcock vocalisations discovered in the recall analysis as well as the type of vocalisation detected.
Files and variables
File: Engler_et_al_WLB-01492_Data.xlsx
Description: Excel file containing raw data for analysing roding Eurasian Woodcocks
Variables (Sheet: Woodcock_IDs_MS - Lists all BirdNET detections of presumed Eurasian Woodcocks)
- Site_pair: Pair ID for a respective site pair containing of a site with a nearby windfarm and a control site nearby without windfarms within 3 km.
- Device: Device ID to link back to original recording files (also site ID).
- Date: Date in Format YYYYMMDD
- Time: Time (CET) in Format HHMMSS
- TimeOfDay: categorical "evening" or "morning"
- detection_sec: second in the recording of a respective BirdNET detection of a presumed Eurasian Woodcock
- detection_time: Time (CET) in Excel date format
- Species: scientific name (always Scolopax rusticola)
- Conf: Confidence score given by BirdNET
- Validated: Binary TRUE or FALSE state from manual validation
- Site: Indicated whether "windfarm" or "control" site
- Lat: Latitude (WGS84)
- Lon: Longitude (WGS84)
- WEA500: Number of windpower plants within 500 m around recording site.
- nxtWEA_m: Distance (in meters) to the closest windpower plant.
- SASUdiff: time difference (in decimal minutes) between a detection and sunset/sunrise (sun at 0° horizontal position)
- DDdiff: time difference (in decimal minutes) between a detection and the transition time between civil and nautical twilight (sun -6° horizontal position)
- NautDD: time difference (in decimal minutes) between a detection and the transition time between nautical and astronomical twilight (sun -12° horizontal position)
Variables (Sheet: RecallRecordings)
- Device: Device ID to link back to original recording files (also site ID).
- Date: Date in Format YYYYMMDD
- TimeOfDay: categorical "evening" or "morning"
- AI_detected: Binary variable, whether BirdNET has detected Eurasian Woodcock in the specific recording
- AI_detections: Number of BirdNET detections of presumed Eurasian Woodcocks in the specific recording
- site: Indicated whether "windfarm" or "control" site
- lat: Latitude (WGS84)
- lon: Longitude (WGS84)
- nautStart: Time stamp of the start of the nautical twilight at that site and day (Format: DD.MM.YYYY HH:MM:SS)
- nautEnds: Time stamp of the end of the nautical twilight at that site and day (Format: DD.MM.YYYY HH:MM:SS)
- RecStart: Time stamp of the begin of the recording at that site and day (Format: DD.MM.YYYY HH:MM:SS)
- nautStartOffset: Second of the recording where nautical twilight starts
- nautEndOffset: Second of the recording where nautical twilight ends
Variables (Sheet: Recall_results)
- Device: Device ID to link back to original recording files (also site ID).
- Vocalization (s): Second in the recording when the vocalisation happened.
- Type: Type of vocalization (whistle or croak calls), also no_Woodcock when no Eurasian Woodcock could be identified in a recording.
Missing data code: Blank cells and NAs.
