Wind Energy Monitoring and Mitigation Technologies Tool

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As part of its mission to support the global deployment of wind energy through a better understanding of environmental issues, WREN has created a free, online tool to catalog monitoring and mitigating technologies developed to assess and reduce potential wildlife impacts resulting from land-based and offshore wind energy development. The tool will be continuously maintained and updated to ensure the international community has access to current, publicly available information on monitoring and mitigation solutions, their state of development, and related research on their effectiveness.

Results can be refined by selecting from the drop down menus or entering a search term. Listed monitoring and mitigation technologies are reviewed on an annual basis, but can be updated more frequently if needed, by emailing tethys@pnnl.gov. The wind energy community may also contribute additional technologies for consideration by filling out this survey.

You can also download the full list of monitoring and mitigation technologies or look up definition of terms used in this tool.

Displaying 41 - 80 of 81 technologies
Type Stressor & Receptor Technology Description Placement & Integration Research Summary Citations
Monitoring

Offshore

Construction, Operation, Decommissioning
Noise

Marine Mammals
Sea Mammal Research Unit (SMRU) Consulting on behalf of the Scottish Government
iPCoD (interim Population Consequences of Disturbance)

iPCoD is a modeling approach (R package) for assessing and quantifying the potential consequences for marine mammal populations of any disturbance and/or injury that may result from offshore energy developments....Read more

iPCoD is a modeling approach (R package) for assessing and quantifying the potential consequences for marine mammal populations of any disturbance and/or injury that may result from offshore energy developments. It is designed to use the information likely to be provided by developers in their Environmental Statements and Habitats Regulations Assessments.

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Software installed on the developers offsite computer

Large-Scale Field Study

Booth et al. (2013) illustrate how the iPCoD protocol can be used to consider the potential effects of constructing two hypothetical wind farms off the Aberdeenshire coast on the five priority species over two years in their relevant management units....Read more

Booth et al. (2013) illustrate how the iPCoD protocol can be used to consider the potential effects of constructing two hypothetical wind farms off the Aberdeenshire coast on the five priority species over two years in their relevant management units. Additionally, they investigate the cumulative effects of the simultaneous operation of a hypothetical tidal energy installation.

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Booth et al. 2013
Monitoring

Land-based, Offshore

Construction, Operation, Planning
Turbine Collision, Displacement, Attraction, Avoidance

Birds, Bats
Furuno radars, DHI (software)
LAWR (Local Area Weather Radar)

LAWR is a limited range X-Band radar system commonly used for meteorological observations but which has been considered as a system for detecting birds and bats in the proximity of operational wind turbines.

Radar mounted in proximity of turbines, software to process imagery (BirdTrack, BirdWatch)


Skov et al. (2009) utilized a LAWR system to collect data on the long-distance migration of waterbirds across Horns Rev. The monitoring system was deployed at an offshore wind farm in Denmark from September to November of 2008.

Skov et al. 2009
Mitigation

Offshore

Construction, Operation
Habitat Alteration

Habitat, Fish, Ecosystem Processes
Reef Ball™
Layer Cake

Layer Cakes are concrete structures which aim to facilitate reef growth and provide shelter for benthic animals. The structures consist of tiered, cylindrical levels which provide alcoves and increased surface area to facilitate reef establishment.

Placed around the base of offshore wind turbines, typically in groupings

Large-Scale Field Study

Hylkema et al. (2023) compared two types of artificial reefs in the Caribbean (2018) by examining fish assemblage, territorial behavior and grazing intensity between reef balls and layered cakes.

...Read more

Hylkema et al. (2023) compared two types of artificial reefs in the Caribbean (2018) by examining fish assemblage, territorial behavior and grazing intensity between reef balls and layered cakes.

Hylkema et al. (2020) compared three types of artificial reefs in the Caribbean (2018) by examining the early fish colonization rates between reef balls, layered cakes, and piles of local basaltic rocks.

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Hylkema et al. 2023, Hylkema et al. 2020
Monitoring

Land-based, Offshore

Operation, Planning
Turbine Collision

Birds, Bats
DeTect
Merlin Avian Radar System

The MERLIN Avian Radar System is designed to use horizontal and vertical radar to determine the flight path of birds and bats with the intent of capturing flight data. The radar system can be adjusted to remain within a user-assigned perimeter....Read more

The MERLIN Avian Radar System is designed to use horizontal and vertical radar to determine the flight path of birds and bats with the intent of capturing flight data. The radar system can be adjusted to remain within a user-assigned perimeter. The system consists of radar hardware and bird tracking software for automatic registration of bird echos and for data collection during day and night.

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Radar system located in the vicinity of the turbine or mounted vertically on tower

Large-Scale Field Study

May et al. (2017) evaluated the detection ranges of the MERLIN Avian Radar by using an unmanned aerial vehicle to simulate various flight patterns and bird sizes. The study took place off the coast of Central Norway in August 2009.

...Read more

May et al. (2017) evaluated the detection ranges of the MERLIN Avian Radar by using an unmanned aerial vehicle to simulate various flight patterns and bird sizes. The study took place off the coast of Central Norway in August 2009.

Skov et al. (2016) utilized the MERLIN Avian Radar in a study of soaring migrants and their attraction to an offshore wind farm in Denmark during the autumn raptor migration in 2010 and 2011.

Fijn et al. (2015) implemented the MERLIN Avian Radar system at the Dutch offshore wind farm Egmond aan Zee from June 2007 to May 2010 in order to study bird flight intensity in the rotor swept zone (25m-115m) over the North Sea. The Merlin system was used to observe fluxes as well as flight altitudes and paths.

Krijgsveld et al. (2011) studied the collision risks and barrier effects of birds due to the Offshore Wind farm Egmond aan Zee in the Netherlands using the MERLIN Avian Radar System between April 2007 and June 2010.

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Fijn et al. 2015, May et al. 2017, Skov et al. 2016, Krijgsveld et al. 2011
Monitoring

Land-based, Offshore

Operation, Planning
Turbine Collision, Displacement

Birds
DHI Group
MUSE: Multi-Sensor bird detection

The Multi-Sensor bird detection system MUSE uses a combination of horizontal radar with infrared and visual cameras in order to detect and record flying birds in the proximity of a wind turbine....Read more

The Multi-Sensor bird detection system MUSE uses a combination of horizontal radar with infrared and visual cameras in order to detect and record flying birds in the proximity of a wind turbine. The system is used by an offshore wind farms in the Netherlands, United Kingdom and United States to monitor bird interactions with wind turbines.

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Horizontal radar and cameras located in the vicinity of wind turbines

Small-Scale Field Study

Lagerveld et al. (2020) evaluated various technologies developed to detect bird and bat collisions with wind turbines.

Lagerveld et al. 2020
Monitoring, Mitigation

Offshore

Planning, Construction, Operation, Decommissioning
Attraction, Avoidance, Lighting, Noise, Turbine Collision, Vessel Collision, Vibration

Bats, Birds, Fish, Habitat, Marine Mammals, Marine Reptiles
Mysticetus

Mysticetus

Mysticetus is a suite of tools designed to support real-time monitoring, mitigation, provide spatio-temporal analysis, and regulatory compliance for biological marine resources....Read more

Mysticetus is a suite of tools designed to support real-time monitoring, mitigation, provide spatio-temporal analysis, and regulatory compliance for biological marine resources. Mysticetus provides a full lifecycle decision support tool that increases data collection efficiencies, automates data quality and control, and provides full, graphical situational awareness for protected species observers and managers. Originally developed to address potential impacts to marine resources related to oil and gas exploration, Mysticetus has evolved to include use cases specific to offshore wind siting, construction, and operation over the last six years for multiple offshore wind energy developers off the U.S. Atlantic coast.

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On vessel, platform, or ROV/surface vehicle.

Large-Scale Field Study

Smith et al. (2020) conducted a field comparison of real-time detections made by marine mammal observers using Mysticetus, a rotating infrared camera, and via passive acoustic monitoring offshore Atlantic Canada.

Smith et al. 2020
Mitigation

Offshore

Construction
Noise

Marine Mammals, Fish, Marine Reptiles
AdBm Technologies
Noise Mitigation System

The AdBm Noise Mitigation System aims to reduce the noise produced by pile driving during offshore wind turbine installation. The system consists of Hemholtz resonators contained in a slatted system which unfolds around the monopile during deployment.

Noise Mitigation System surrounds the monopile during pile driving. The system is unfolded in a similar fashion to venetian blinds

Large-Scale Field Study

Elzinga et al. (2019) tested the Noise Mitigation System at the Butendiek and Luchterduinen Offshore Wind Parks in the Netherlands in the fall of 2018.

...Read more

Elzinga et al. (2019) tested the Noise Mitigation System at the Butendiek and Luchterduinen Offshore Wind Parks in the Netherlands in the fall of 2018.

Wochner (2019) discussed the three approaches to reducing noise from pile driving: reducing at the source, breaking the transmissions path, and noise absorption.

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Elzinga et al. 2019, Wochner 2019
Mitigation

Land-based

Planning, Operation
Turbine Collision

Birds
NREL
NREL-Stochastic Soaring Raptor Simulator

SSRS (Stochastic Soaring Raptor Simulator) is a generalizable, probabilistic, predictive model that estimates the potential for collisions between soaring raptors (particularly golden eagles, which rely heavily on updrafts to subsidize flight) to interact with operating wind turbines, without the...Read more

SSRS (Stochastic Soaring Raptor Simulator) is a generalizable, probabilistic, predictive model that estimates the potential for collisions between soaring raptors (particularly golden eagles, which rely heavily on updrafts to subsidize flight) to interact with operating wind turbines, without the need for site-specific data collection. The model uses publicly available wind condition data and ground surface information, combined with energy-minimization principles to simulate thousands of eagles at turbine-scale resolution (50 m) and generate a soaring raptor density map. Model outputs may be used to inform pre-construction studies and siting decisions.

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Open source modeling tool

Laboratory

Sandhu et al. (2022) simulated golden eagle flight paths using an updraft field. Model results were validated with golden eagle telemetry data from a study location containing three wind power plants in Casper, Wyoming (US) for years 2019 and 2020.

Sandhu et al. 2022
Monitoring, Mitigation

Land-based, Offshore

Operation
Turbine Collision

Birds, Bats
nvisionist
nvbird

nvbird aims to use a machine learning algorithm in collaboration with HD cameras to recognize the protected birds, analyze their flight path, and deter them with special sounds. If the incoming bird is not deterred the system is intended to stop the wind generator until the birds fly away.

Even with blade tips on the tower


There is no publicly available literature documenting this technology's testing and validation history.

No available documents.
Monitoring

Offshore

Construction, Operation, Planning
Noise, Avoidance, Cumulative Effects, Displacement

Marine Mammals
MTC Media
PAMGuard

Freely available, open source PAMGuard software is designed to aid in the analysis of passive acoustic monitoring data. The software aims to detect, locate, and classify marine mammals from the sounds they produce.

PAMGuard analyzes passive acoustic monitoring data

Large-Scale Field Study

Clausen et al. (2019) examined the performance of different passive acoustic monitoring filters and detectors in varying ocean noise environments....Read more

Clausen et al. (2019) examined the performance of different passive acoustic monitoring filters and detectors in varying ocean noise environments. The PAMGuard system was used to analyse harbour porpoise clicks and ambient noise data collected in the spring of 2013 and summer of 2014 in the west of Denmark.

Sarnocinska et al. (2017) observed harbor porpoises in the Danish Great and Little Belts between June and November, 2015 with C-PODS and PAMGuard. The accuracy of both methods was compared.

Keating et al. (2013) describe the beaked whale detectors and classifiers used during beaked whale surveys in Southern California (US) in the summer and fall of 2012.

Yack et al. (2009) evaluated the efficacy of using PAMGuard software (version 1.0) to detect cetaceans in marine environments by comparing manual detections to those made by PAMGuard during a SWFSC dolphin survey conducted in the eastern tropical Pacific Ocean from 20 August to 28 November, 2007.

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Clausen et al. 2019, Sarnocinska et al. 2016, Keating and Barlow 2013, Yack et al. 2009
Monitoring, Mitigation

Land-based

Operation
Turbine Collision

Bats
Windenergie & Fledermausschutz
ProBat

ProBat is software originally developed at the University of Erlangen for calculating site-specific shutdown algorithms for bat-friendly operation of wind turbines (WEA). The aim is to limit the number of bat strikes per facility and year to the value set by the authorities....Read more

ProBat is software originally developed at the University of Erlangen for calculating site-specific shutdown algorithms for bat-friendly operation of wind turbines (WEA). The aim is to limit the number of bat strikes per facility and year to the value set by the authorities. In contrast to blanket shutdown times, ProBat can be used to calculate site-specific cut-in wind speeds (start-up wind speeds) depending on the level of actual bat activity on site. ProBat is based on extensive research into bat protection at wind turbines in the RENEBAT projects.

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Audio recorder (Batcorder) placed in a wind turbine's nacelle and external software operated on a computer

Large-Scale Field Study

Johst, A. (2022) discussed the data collected by ProBat and compared several software applications used for bat monitoring.

Johst 2022
Monitoring, Mitigation

Land-based, Offshore

Operation
Turbine Collision

Bats
Sens of Life
Probat: Bats monitoring and mitigation

ProBat is a software and sensor package that uses real-time bat data from a Track Bat sensor and real-time sada weather data combined with theoretical risk data for both bats and weather to train an AI to prevent bat contact....Read more

ProBat is a software and sensor package that uses real-time bat data from a Track Bat sensor and real-time sada weather data combined with theoretical risk data for both bats and weather to train an AI to prevent bat contact. ProBat's neural networks are constantly reinforced by supervised machine learning.

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Either integrated in a wind turbine nacelle or mounted on a meteorological tower

No available documents.
Monitoring, Mitigation

Land-based, Offshore

Construction, Operation, Decommissioning
Turbine Collision

Birds
Sens of Life
ProBird

ProBird is a system for bird identification and collision mitigation at wind farms. High sensitivity IP cameras are fixed to wind turbines and arranged to provide several panoramic views of the wind farm. Infrared camera options are available for nocturnal monitoring....Read more

ProBird is a system for bird identification and collision mitigation at wind farms. High sensitivity IP cameras are fixed to wind turbines and arranged to provide several panoramic views of the wind farm. Infrared camera options are available for nocturnal monitoring. The video streams provided by these cameras are stacked and used to record raw bird activity. An algorithm detects motion and applies a quick size filter, removes turbine blades from view, performs a shape analysis to reject clouds and vegetation motion, and performs a risk analysis through use of a neural network. These analyses identify level of risk of possible collision events. In the event of a possible collision, one of two responses is triggered: an acoustic warning or an event-related shutdown of the turbine.

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On turbines, integrated with turbine control system

Large-Scale Field Study

Lagrange and Rico (2019) compared bird detection via the ProBird algorithm with human-identified detection of the collected video from 10 wind farms in France and Germany.

Lagrange and Rico 2019
Mitigation

Offshore

Construction, Operation
Habitat Alteration

Fish, Ecosystem Processes, Habitat, Invertebrates
ARC Marine
Reef cube®

Reef cubes are concrete structures which aim to provide artificial reef structure and shelter for benthic animals. Reef cubes consist of materials developed to facilitate reef establishment. Configuration depends on the target species or habitat.

Reef cubes placed around turbine foundation

Small-Scale Field Study

Bureau Waardenburg (2020) conducted a survey of reef establishment techniques in the interest of enhancing ecosystem health around wind farms in the North Sea. Artificial reef structures such as reef cubes were included in the "toolbox" discussed.

...Read more

Bureau Waardenburg (2020) conducted a survey of reef establishment techniques in the interest of enhancing ecosystem health around wind farms in the North Sea. Artificial reef structures such as reef cubes were included in the "toolbox" discussed.

Brock et al. (1989) compared the efficacy of four artificial reef structures in establishing reef habitat over 12 years off of Oahu, Hawaii (US).

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Bureau Waardenburg bv 2020, Brock and Norris 1989
Mitigation

Offshore

Construction, Operation
Habitat Alteration

Habitat, Fish, Marine Reptiles, Ecosystem Processes
Reef Ball Foundation
ReefBalls

Reef Balls are concrete structures which aim to facilitate reef growth and provide shelter for benthic animals. Reef Balls consist of materials designed to facilitate reef establishment and are typically placed in groupings to initiate reef establishment.

Placed around the base of offshore wind turbines


Del Vita (2016) conducted hydraulic analysis of reef balls in a flume at the University of Naples.

Scyphers et al. (2015) compared the habitat value of oyster shell bags and Reef Balls along eroding coastline in Alabama (US) over the course of two years.

...Read more

Del Vita (2016) conducted hydraulic analysis of reef balls in a flume at the University of Naples.

Scyphers et al. (2015) compared the habitat value of oyster shell bags and Reef Balls along eroding coastline in Alabama (US) over the course of two years.

Langhamer et al. (2012) evaluated the state of artificial reef technology as it relates to the development of marine energy resources. Reef Balls were considered in their application around the base of marine energy infrastructure projects.

Wilson (2007) discussed benthic habitat changes expected in the development of offshore wind turbine. Measures for improving habitat such as artificial reef structures and scour protection measures were also discussed.

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ILARIA DEL VITA 2016, Scyphers et al. 2015, Langhamer 2012, Wilson 2007
Monitoring

Land-based

Construction, Operation, Planning
Turbine Collision

Bats
Normandeau Associates
REMOTE BAT ACOUSTIC TECHNOLOGY (ReBAT®) SYSTEM

The ReBAT® system uses a full-spectrum AR125 microphone (Binary Acoustic Technology, LLC) with the intent of classifying bat calls with a combination of manual expert analysis and SonoBatTM software (SonoBat, Arcata, CA) automated analysis.

Acoustic detectors mounted on the nacelle


Rabie et al. (2022) used ReBat as part of a Turbine Integrated Mortality Reduction (TIMR) system-curtailed turbines on 10 turbines at a wind farm in Fond Du Lac County, Wisconsin (US) in 2008-2009.

...Read more

Rabie et al. (2022) used ReBat as part of a Turbine Integrated Mortality Reduction (TIMR) system-curtailed turbines on 10 turbines at a wind farm in Fond Du Lac County, Wisconsin (US) in 2008-2009.

Foo et al. (2017) used Rebat on two operational wind turbines at Wolf Ridge Wind farm in the southern Great Plains (US) from July 2010 - 2011 to look at bat mortality rates and forging habits in proximity to wind farms.

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Rabie et al. 2022, Hale et al. 2017
Monitoring, Mitigation

Land-based, Offshore

Planning, Construction, Operation, Decommissioning
Turbine Collision

Birds
Robin Radar
Robin Radar 3D Flex system

Robin Radar's 3D Flex system consists of a horizontal S-band radar, combined with a flexible Frequency Modulated Continuous Wave (FMCW) radar....Read more

Robin Radar's 3D Flex system consists of a horizontal S-band radar, combined with a flexible Frequency Modulated Continuous Wave (FMCW) radar. The horizontal S-band radar aims to identify the presence and number of birds in time – including their location, height, direction, speed and route – up to 10 kilometres away. The FMCW radar has a 'scanning' mode, 'staring' mode, and 'automatic acquisition' mode. The system is designed to automatically switch turbines off and on again when the number of birds that enter a pre-set range crosses a specific threshold.

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Free standing towers located on wind farm

Large-Scale Field Study

Zehtindjiev & Whitfield (2021) used the Robin Radar 3D Flex system at the Kaliakra Wind Farm (Bulgaria) to reduce collision risk between December 2020 and February 2021 and to test the system's ability to shut down a turbine to avoid collisions.

...Read more

Zehtindjiev & Whitfield (2021) used the Robin Radar 3D Flex system at the Kaliakra Wind Farm (Bulgaria) to reduce collision risk between December 2020 and February 2021 and to test the system's ability to shut down a turbine to avoid collisions.

Niemi & Tanttu (2020) used the Robin Radar 3D Flex system as part of a deep learning–based automatic bird identification system that was evaluated in terms of bird detection and identification ability at the Tahkoluoto Offshore Wind Farm (Finland).

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Zehtindjiev and Whitfield 2022, Niemi and Tanttu 2020
Monitoring, Mitigation

Land-based, Offshore

Planning, Construction, Operation, Decommissioning
Turbine Collision

Birds
Robin Radar
Robin Radar MAX

Robin Radar's MAX is a single sensor system that aims to create a 3D visualisation of bird flight paths. MAX consists of a radar system including radar antenna, processing station and user interface, breakout box and interconnecting power and network cables....Read more

Robin Radar's MAX is a single sensor system that aims to create a 3D visualisation of bird flight paths. MAX consists of a radar system including radar antenna, processing station and user interface, breakout box and interconnecting power and network cables. The system intends to capture height information for bird tracks and bird movements and display data in real-time. The system is designed to automatically switch turbines off and on again when the number of birds that enter a pre-set range crosses a specific threshold.

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Free standing towers located on wind farm

Large-Scale Field Study

There is no publicly available literature documenting this technology's testing and validation history.

No available documents.
Monitoring, Mitigation

Land-based, Offshore

Operation
Turbine Collision

Birds, Bats
Biodiv-Wind SAS
SafeWind

SafeWind applies Artificial Intelligence algorithms to wildlife video-detection in order to detect birds and bats and deter them from flying into the rotor-swept zone of operational wind turbines. The deterrence system involves emitting warning sounds or shutting down the turbine.

Computing system with detection software inside the turbine tower based on 8 high-resolution cameras (infrared and visual) detection mounted on the turbine tower

Small-Scale Field Study

Soni et al. (2020) evaluated the SafeWind System at Hassel Wind Park in Germany in 2018. They looked at detection range and reaction range for several species.

...Read more

Soni et al. (2020) evaluated the SafeWind System at Hassel Wind Park in Germany in 2018. They looked at detection range and reaction range for several species.

Salkanović et al. (2020) evaluated various systems which use artificial intelligence software with the intent of predicting bird and bat turbine collisions.

Roche et al. (2017) tested the SafeWind system on a 2MW turbine in Mayenne, France during October 2016. Four cameras were installed in addition to a collision recording device. Infrared and video recordings were taken in addition to meteorological measurements. Experimentation is ongoing.

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Soni et al. 2020, Salkanovic et al. 2020, Roche et al. 2017
Monitoring

Offshore, Land-based

Operation, Planning
Turbine Collision

Birds
TERMA
SCANTER 5000 Radar Series: Aircraft Detection Lighting System (ADLS) + Bird Monitoring

The SCANTER 5000 Radars are solid-state surveillance systems which aim to detect and separate small targets close to large targets such as wind turbines and wind farms. SCANTER is a fan beam and solid state radar which connects to a receiver....Read more

The SCANTER 5000 Radars are solid-state surveillance systems which aim to detect and separate small targets close to large targets such as wind turbines and wind farms. SCANTER is a fan beam and solid state radar which connects to a receiver. Side lobe suppression is intended to allow the radar to detect small air targets around, between and above wind turbines up to 18 nautical miles. Turbine aviation lights can be kept off during night time to prevent light pollution and attracting birds while the radar ensures that the light is only turned on when aircraft are detected in the vicinity of the turbines

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Land-based: Free standing towers located inside or outside wind farm.

Offshore: On substation (OSS), Transition Pieces (TP) or dedicated turbine tower/mono-pile.

The SCANTER radars provide radar plots/tracks and video in ASTERIX format. SCANTER series can be integrated with SCADA systems and is WTG independent

Large-Scale Field Study

Skov et al. (2018) used SCANTER and LAWR radars to monitor seabird behavior at the Thanet Offshore Wind Farm (UK) between August 2014 and June 2016. In total, the SCANTER radar detected and tracked 1,205 tracks for five target species.

Skov et al. 2018
Monitoring

Offshore

Planning, Construction, Operation, Decommissioning
Turbine Collision, Attraction, Avoidance

Birds, Bats, Marine Mammals, Fish
Akrocean
SeaObs

SeaObs is an offshore observatory monitors environmental parameters and resources through a combination of LiDAR and RaDAR data from associated technology systems (Windsea & Fly’rsea).

Floating offshore system

Pilot Field Study

Northeastern University (2019) discusses Windsea and challenges with floating technology for offshore wind farms.

Northeastern University 2019
Monitoring

Offshore

Planning
Habitat Alteration

Ecosystem Processes, Habitat, Hydrodynamics
Integral Consulting
Sediment Erosion at Depth Flume (SEDflume)

SEDFlume is a tool that aims to provide direct measurement of the erosion properties of marine sediment by measuring erosion rates with depth and characterizing erosion properties of layered sediment....Read more

SEDFlume is a tool that aims to provide direct measurement of the erosion properties of marine sediment by measuring erosion rates with depth and characterizing erosion properties of layered sediment. SEDflume intends to be effective for any type of marine sediments but is most designed for fine sediment and fine sandy sediment mixtures.

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Samples are collected from the seabed, safely stored, and tested in the laboratory.

Large-Scale Field Study

SEDflume has been applied at over 100 sites worldwide to characterize sediment erodibility. McNeil et. al (1996) and Roberts et. al (1998) laid the groundwork for further development and applications by Integral Consulting staff....Read more

SEDflume has been applied at over 100 sites worldwide to characterize sediment erodibility. McNeil et. al (1996) and Roberts et. al (1998) laid the groundwork for further development and applications by Integral Consulting staff. Use of SEDflume and its methods have been approved by the U.S. Environmental Protection Agency and U.S. Army Corps of Engineers to evaluate sediment mobility and inform engineering design. SEDflume has not been applied for an offshore wind development yet.

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McNeil et al. 1996, Roberts et al. 1998
Monitoring

Land-based

Construction, Operation, Planning
Habitat Alteration, Noise

Bats, Ecosystem Processes
SonoBat
SonoBat

SonoBat is bat call analysis software that aims to allow users to identify bat species and number through the detection and extraction of ball calls from audio recordings.

Separate computer not on wind farm

Large-Scale Field Study

Starbuck et al. (2022) used SonoBat to monitor bat activity at 92 sites in northern Arizona (US) in summer and fall of 2016 and 2017 and analyze how land cover and topography effects bat activity.

...Read more

Starbuck et al. (2022) used SonoBat to monitor bat activity at 92 sites in northern Arizona (US) in summer and fall of 2016 and 2017 and analyze how land cover and topography effects bat activity.

Grider et al. (2016) used SonoBat to monitor nightly bat activity at 6 locations in North Carolina (US) from September 2012 to August 2014 using data collected by Song Meter.

Read less
Starbuck et al. 2022, Grider et al. 2016
Monitoring, Mitigation

Land-based, Offshore

Operation, Planning, Construction
Turbine Collision, Habitat Alteration, Displacement

Birds
Spoor
Spoor AI Bird Monitoring System

Spoor´s software aims to use computer vision and AI to detect, track, and classify birds in wind farms to help developers and operators gain insights and guide mitigation measures....Read more

Spoor´s software aims to use computer vision and AI to detect, track, and classify birds in wind farms to help developers and operators gain insights and guide mitigation measures. Spoor is intended to help developers to improve understanding of how birds behave while travelling in the vicinity of wind farms.

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Mounted on the turbine service platform, floating buoys, and other wind farm infrastructure

Large-Scale Field Study

The Spoor AI system is currently installed at the Unitech Zefyros floating turbine test site off the coast of Norway and in the North Sea. Additionally, it has been installed at four Land-based sites and will be installed on Equinor's Hywind Tampen Windfarm. Results are currently unpublished.

Nicholls et al. 2022
Monitoring

Offshore

Planning, Construction, Operation, Decommissioning
Habitat Alteration

Fish, Invertebrates, Marine Mammals
Saildrone
Surveyor

The Saildrone Surveyor is a 72-foot USV providing IHO-compliant multibeam ocean mapping that exceeds the quality delivered by traditional methods. The Surveyor can map continuously for over 180 days and delivering hydrographic information.

Free moving solar, wind and diesel powered USV

Large-Scale Field Study

In 2022, Saildrone received funding to combine its technologies with artificial intelligence and machine learning technologies to create a line-of-sight monitoring network to detect, classify, and localize marine mammals in areas with offshore wind developments on the U.S. Atlantic Coast.

...Read more

In 2022, Saildrone received funding to combine its technologies with artificial intelligence and machine learning technologies to create a line-of-sight monitoring network to detect, classify, and localize marine mammals in areas with offshore wind developments on the U.S. Atlantic Coast.

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No available documents.
Monitoring, Mitigation

Land-based, Offshore

Operation
Avoidance, Turbine Collision, Attraction

Birds
Volacam
The Bird Collision Avoidance System (BCAS Wind)

The BCAS Wind is a fully automated detection and deterrence solution for on- and off-shore wind turbines. With long range detection and deterrence capabilities, the system minimizes WTG stoppages providing fewer interruptions to operation and power generation....Read more

The BCAS Wind is a fully automated detection and deterrence solution for on- and off-shore wind turbines. With long range detection and deterrence capabilities, the system minimizes WTG stoppages providing fewer interruptions to operation and power generation. The system operates 24/7 without any operator input and functions in all weather conditions. The system uses a variety of sensors including a thermal imaging camera and an acoustic module.

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Two units on turbine tower

Large-Scale Field Study

Georgiev et al. (2022) analyzed the detection rate efficiency of the BCAS wind system at a wind farm in the Kaliakra region in NE Bulgaria from August to October 2020.

Georgiev and Zehtindjiev 2022
Monitoring

Offshore, Land-based

Operation
Turbine Collision

Bats
Wageningen University
Thermal Stereo Vision Application

The Thermal Stereo Vision Application aims to better understand bat movements in the area surrounding an offshore wind turbine through the collection of 3D and 2D flight path data. The system consists of two thermal cameras in a stereoscopic setup in addition to ultrasonic microphones.

Two synchronized thermal cameras in the vicinity of the turbine, three ultrasound microphones mounted on the turbine tower at varying heights

Small-Scale Field Study

Lagerveld et al. (2020) evaluated various technologies developed to detect bird and bat collisions with wind turbines.

...Read more

Lagerveld et al. (2020) evaluated various technologies developed to detect bird and bat collisions with wind turbines.

Lagerveld et al. (2017) conducted a feasibility study evaluating the use of thermal cameras in a stereoscopic setup to record bat flight paths at an offshore wind turbine. The study was conducted between August and September 2016 at an offshore wind operation in Wieringermeer, the Netherlands.

Read less
Lagerveld et al. 2020, Lagerveld et al. 2017
Monitoring

Land-based, Offshore

Planning, Operation
Attraction, Avoidance, Turbine Collision

Birds, Bats
PNNL
ThermalTracker-3D

The ThermalTracker-3D system aims to evaluate the flight tracks of birds and bats around offshore wind turbines. A pair of thermal video cameras sense movement of animals and objects, day and night, and stereo-vision processing transforms the flight track into three dimensions....Read more

The ThermalTracker-3D system aims to evaluate the flight tracks of birds and bats around offshore wind turbines. A pair of thermal video cameras sense movement of animals and objects, day and night, and stereo-vision processing transforms the flight track into three dimensions. Real-time processing aims to reduce data storage and bandwidth requirements. For floating applications, the ThermalTracker-3D may require camera stabilization to compensate for wave motion.

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Located on ground, surface, or floating platform, looking upward at turbine blades

Pilot Field Study

Matzner et al. (2022) describe the integration of the ThermalTracker-3D system with a wind-profiling buoy and deployment offshore in California. The system was deployed for 14 weeks between May and August 2021, collecting seabird activity data, including nocturnal activity.

...Read more

Matzner et al. (2022) describe the integration of the ThermalTracker-3D system with a wind-profiling buoy and deployment offshore in California. The system was deployed for 14 weeks between May and August 2021, collecting seabird activity data, including nocturnal activity.

Matzner et al. (2020) present a method for tracking the flight trajectories of birds and bats and creating composite images of flight trajectories with data from thermal cameras. Drones were used to assess accuracy of detections near a wind farm in Boulder, Colorado (US) during 2020.

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Matzner et al. 2022, Matzner et al. 2020, Matzner et al. 2015
Monitoring

Offshore, Land-based

Operation, Planning
Turbine Collision, Displacement

Birds, Bats
Dr. Aaron Corcoran (UC Colorado Springs) and Dr. Tyson Hedrick (Univ. North Carolina)
ThruTracker

ThruTracker is a software platform developed for video-based automated animal tracking. The software aims to use time synchronized video from two or more cameras to detect moving objects (such as birds, bats, or insects) within a stationary background....Read more

ThruTracker is a software platform developed for video-based automated animal tracking. The software aims to use time synchronized video from two or more cameras to detect moving objects (such as birds, bats, or insects) within a stationary background. The system can be used for 2 dimensional analysis with a single video feed.

Read less

Software platform, requires time-synchronized video feeds

Small-Scale Field Study

Jaffe et al. (2022) compared methods of conducting population surveys by using traditional techniques (visual counting) and novel ones (passive acoustic detection, drone-acquired thermal imagery). ThruTracker software was used to partially automate the visual counting method.

...Read more

Jaffe et al. (2022) compared methods of conducting population surveys by using traditional techniques (visual counting) and novel ones (passive acoustic detection, drone-acquired thermal imagery). ThruTracker software was used to partially automate the visual counting method.

Corcoran et al. (2021) discussed ThruTracker algorithms, development, and testing. Two case studies using ThruTracker software are presented. One study involved counting bats in North Carolina (US) in August of 2020 with the software using thermal imaging as a video feed. The other case study evaluated the spatial accuracy obtained from using a wind turbine as a calibration object.

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Jaffe et al. 2022, Corcoran et al. 2021
Monitoring, Mitigation

Land-based, Offshore

Operation
Turbine Collision

Bats
TopWind
TopWind Bat Protection System (BPS)

An ultrasound microphone is installed in the nacelle base near the rotor, and at tip-low for larger turbines. The Bat Protection System has a detection range of 45 meters, and can inform automated start/stop functions as informed curtailment or activity-based informed curtailment.

One microphone in the nacelle and an additional microphone at tip-low for towers over 120 meters

Large-Scale Field Study

There is no publicly available literature documenting this technology's testing and validation history.

No available documents.
Monitoring, Mitigation

Land-based

Operation
Turbine Collision

Bats
EPRI, Normandeau Associates Inc
Turbine Integrated Mortality Reduction (TIMR)

Turbine Integrated Mortality Reduction (TIMR) is a detection-based curtailment system which aims to reduce bat-turbine collisions and economic losses to curtailment....Read more

Turbine Integrated Mortality Reduction (TIMR) is a detection-based curtailment system which aims to reduce bat-turbine collisions and economic losses to curtailment. The TIMR system is composed of sound detection hardware (ReBAT®) and software (TIMR server) which uses acoustic and meteorological data to calculate the risk of bat collisions. The TIMR smart curtailment system is an alternative to blanket curtailment as it only curtails when bat echolocation calls are detected.

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Two acoustic microphones mounted on the nacelle and a server at the plant operating center

Large-Scale Field Study

EPRI (2021) modeled wind variables, curtailment thresholds, and bat activity patterns to analyze the possible influences of various curtailment strategies on wind energy production at six wind energy facilities in Alberta, Canada.

...Read more

EPRI (2021) modeled wind variables, curtailment thresholds, and bat activity patterns to analyze the possible influences of various curtailment strategies on wind energy production at six wind energy facilities in Alberta, Canada.

Hayes et al. (2019) compared the reduction in bat fatalities associated with the implementation of the TIMR system at a wind energy facility in Wisconsin (US) in 2015 to the reduction measured using blanket curtailment strategies at other sites in North America and Europe.

Read less
Newman 2021, Hayes et al. 2019
Mitigation

Land-based, Offshore

Operation
Turbine Collision

Bats
Iowa State University
Ultrasonic Blade-mounted Deterrent

The Ultrasonic Blade-mounted Deterrent is an adaptation of the dog whistle which generates high-intensity ultrasonic sound with the aim of deterring bats from flying into the rotor swept zone of an operational wind turbine....Read more

The Ultrasonic Blade-mounted Deterrent is an adaptation of the dog whistle which generates high-intensity ultrasonic sound with the aim of deterring bats from flying into the rotor swept zone of an operational wind turbine. The deterrent operates passively using air traveling over the turbine blades on which it is mounted.

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Deterrent mounted on blades

Laboratory

Sharma (2021) tested the ultrasonic whistle concept at varying air pressures and whistle frequencies at Iowa State University (US).

Zeng et al. (2021) analysed the mechanisms and frequency of an ultrasound whistle at three pressure regimes.

Sharma 2021, Zeng and Sharma 2021
Mitigation

Land-based

Operation
Turbine Collision

Bats
General Electric
Ultrasonic Nacelle-mounted Deterrent

The GE ultrasonic deterrent system aims to reduce the number of bats from flying into the rotor swept zone of an operational wind turbine by producing broad-band sound in a frequency audible to most bat species (30-100 kHz)....Read more

The GE ultrasonic deterrent system aims to reduce the number of bats from flying into the rotor swept zone of an operational wind turbine by producing broad-band sound in a frequency audible to most bat species (30-100 kHz). Compressed air moving through ultrasonic nozzles positioned on the tower of a wind turbine generates the ultrasonic deterrent sound.

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Ultrasonic jets are mounted to the wind turbine tower with air compressors located inside the tower on the service platforms.

Small-Scale Field Study

Romano et al. (2019) conducted a randomized block experiment at a wind farm in Illinois (US) during the autumn bat migration between 2014 and 2016 to evaluate the efficacy of the GE Ultrasonic bat deterrence system in preventing bat fatalities due to turbine collisions.

...Read more

Romano et al. (2019) conducted a randomized block experiment at a wind farm in Illinois (US) during the autumn bat migration between 2014 and 2016 to evaluate the efficacy of the GE Ultrasonic bat deterrence system in preventing bat fatalities due to turbine collisions.

Kinzie et al. (2018) aimed to increase the efficacy of the GE 4-nozzle continuous ultrasonic system by 50%. The redesigned deterrent system includes a 6 nozzle system with a pulsing signal. Alterations were evaluated using acoustic and video recordings and 3D bat path visualization at wind farms in Texas and Illinois (US) from August to September of 2015.

Read less
Romano et al. 2019, Kinzie 2018
Monitoring, Mitigation

Offshore

Planning, Construction, Operation, Decommissioning
Turbine Collision, Displacement

Bats, Birds
DeTect
VESPER Fixed-Beam Vertical Profile Radar

VESPER Fixed-Beam Vertical Profile Radar works to provide species differentiation and identification of birds, insects, and bats based on measurement of wingbeat frequency as they pass through the beam....Read more

VESPER Fixed-Beam Vertical Profile Radar works to provide species differentiation and identification of birds, insects, and bats based on measurement of wingbeat frequency as they pass through the beam. The VESPER system is capable of being operated independently or in concert with a MERLIN bird radar system to provide specific data on the type of target that has been detected, (i.e. bird, bat or insect) and allows inclusion/measurement of insect data.

DeTect has discontinued this product but uses aspects of the technology in the current MERLIN Radar.

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Radar system located in the vicinity of the turbine

Small-Scale Field Study

Tetra Tech Inc. (2012) used Vesper Radar as part of the pre construction monitoring of birds and bat at Block Island offshore wind farm.

Kelly et al. (2019) discusses the developement of Vesper Radar and the challenges of radar monitoring at offshore wind energy facilities.

Tetra Tech Inc. 2012, Kelly et al. 2009
Monitoring

Offshore

Operation, Planning
Turbine Collision

Birds
Institut für Angewandte Ökologie (IfAÖ)
Visual Automatic Recording System (VARS)

The Visual Automatic Recording System (VARS) is a camera-based system developed for the detection of flying birds in the rotor-swept zone of offshore wind turbines....Read more

The Visual Automatic Recording System (VARS) is a camera-based system developed for the detection of flying birds in the rotor-swept zone of offshore wind turbines. The system consists of two motion-controlled infrared cameras which intend to automatically record flying birds and a software system to detect birds and process imagery.

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VARS cameras mounted on the nacelle and tower

Small-Scale Field Study

Hill et al. (2014) deployed VARS in the German Alpha Ventus offshore wind farm between 2010 and 2013. Variations in the distribution of flying birds were observed to determine a potential collision rate per turbine.

Hill et al. 2014
Monitoring

Offshore

Planning, Construction, Operation, Decommissioning
Noise, Turbine Collision

Marine Mammals, Birds, Bats
Saildrone
Voyager

The Saildrone Voyager, currently in development, is a 33-foot USV equipped with a set of metocean sensors and a continuous wave LiDAR....Read more

The Saildrone Voyager, currently in development, is a 33-foot USV equipped with a set of metocean sensors and a continuous wave LiDAR. Saildrone’s passive acoustics, optical cameras, and advanced machine learning algorithms deliver real-time detection of anything in the vicinity of offshore wind farms—including commercial and recreational boats or other vessels that may choose not to transmit their position, as well identifying natural visitors like whales, seabirds, and bats to support environmental impact mitigation strategies.

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Free moving solar, wind, and diesel powered USV

Large-Scale Field Study

In 2022, Saildrone received funding to combine its technologies with artificial intelligence and machine learning technologies to create a line-of-sight monitoring network to detect, classify, and localize marine mammals in areas with offshore wind developments on the U.S. Atlantic Coast.

...Read more

In 2022, Saildrone received funding to combine its technologies with artificial intelligence and machine learning technologies to create a line-of-sight monitoring network to detect, classify, and localize marine mammals in areas with offshore wind developments on the U.S. Atlantic Coast.

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No available documents.
Monitoring

Land-based

Operation, Planning
Turbine Collision

Bats
Wildlife Imaging Systems LLC
Wildlife Activity and Mortality Detection System

Wildlife Imaging Systems aims to improve wildlife monitoring and mortality assessments around operational wind turbines with automated artificial intelligence software paired with commercially available camera systems....Read more

Wildlife Imaging Systems aims to improve wildlife monitoring and mortality assessments around operational wind turbines with automated artificial intelligence software paired with commercially available camera systems. The concept is to use three thermal cameras to monitor the airspace around the wind turbine, two cameras dedicated to monitoring wildlife mortality that falls to the ground and one camera dedicated to quantifying the activity in the turbine rotor swept area. The system software was developed to count and track wildlife flight paths.

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Cameras mounted at the bottom of the turbine tower, accompanying artificial intelligence software

Small-Scale Field Study

There is no publicly available literature documenting this technology's testing and validation history.

No available documents.
Mitigation

Offshore, Land-based

Operation
Turbine Collision

Birds, Bats
Flash Technology
Wind Turbine Obstruction Lighting

The Wind Turbine Obstruction Lighting system employs lights of FAA Type L-864 with the intent of deterring bats and birds from flying into the rotor swept zone of an operational wind turbine....Read more

The Wind Turbine Obstruction Lighting system employs lights of FAA Type L-864 with the intent of deterring bats and birds from flying into the rotor swept zone of an operational wind turbine. Lights are pulsed at a rate of 30FPM and positioned so as to be visible from all directions as recommended by BOEM with the goal of reducing avian collision risk.

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Per BOEM guidance: Two FAA Type L-864 mounted on opposite rear sides of the nacelle, three or more FAA Type L-810 spaced around mast

Small-Scale Field Study

Kerlinger et al. (2010) analysed avian collision fatality data from 30 wind farms across the United States collected after 1995 to observe the effects of various types of obstruction lighting on avian mortalities.

...Read more

Kerlinger et al. (2010) analysed avian collision fatality data from 30 wind farms across the United States collected after 1995 to observe the effects of various types of obstruction lighting on avian mortalities.

Gehring et al. (2009) studied the effects of various forms of obstruction lighting (flashing, non-flashing, white, red) on avian mortalities associated with communication towers in Michigan (US) from May to September of 2005.

Bureau of Ocean Energy Management (2021) guidelines for obstruction lighting implemented on offshore wind turbines. FAA Type L-864 pulsing lights at the highest point of the turbine nacelle are currently recommended for offshore wind turbines.

Read less
Kerlinger et al. 2010, Gehring et al. 2009, Bureau of Ocean Energy Management (BOEM) 2021
Monitoring

Land-based, Offshore

Operation
Turbine Collision

Birds, Bats
Oregon State University
Wind Turbine Sensor Unit for Monitoring of Avian and Bat Collisions (WTSU)

The Wind Turbine Sensor Unit for Monitoring of Avian & Bat Collisions aims to detect the impact of an avian collision with the blades of an operational wind turbine....Read more

The Wind Turbine Sensor Unit for Monitoring of Avian & Bat Collisions aims to detect the impact of an avian collision with the blades of an operational wind turbine. The sensor unit is triggered on impact and is composed of accelerometers, microphones (contact and bioacoustic).  Cameras (infrared and visual) installed on each blade will save a number of images before and after the event for impact confirmation and specie recognition.

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Accelerometers and contact microphones installed at the base of each turbine blade, visual cameras mounted on tower, microphones mounted on the nacelle, and a computer system in the nacelle.

Small-Scale Field Study

Albertani et al. (2021) discussed the development of the strike detection system. The visual deterrent was tested with wild eagles in Oregon (US) in January and February of 2020....Read more

Albertani et al. (2021) discussed the development of the strike detection system. The visual deterrent was tested with wild eagles in Oregon (US) in January and February of 2020. The integrated system was evaluated at a turbine in Colorado (US) in October 2018 and July 2019, and in New Mexico in April 2019.

Hu et al. (2021) evaluated the sensitivity of the multi-sensor strike detection system at wind turbines in Tucumcari, New Mexico and Boulder, Colorado (US) using launched tennis balls.

Suryan et al. (2016) conducted individual component tests at laboratories and field sites in Corvallis and Newport, Oregon, and in Seattle and Sequim, Washington, as well as at the North American Wind Research and Training Center in New Mexico and the National Wind Technology Center in Colorado. A fully integrated system was tested at the National Wind Technology Center in October 2014 and April 2015.

Read less
Albertani et al. 2021, Hu et al. 2018, Suryan et al. 2016
Monitoring

Offshore

Planning, Construction, Operation, Decommissioning
Turbine Collision, Attraction, Avoidance

Birds, Bats
Akrocean
Windsea

WINDSEA is a floating LiDAR system powered by clean energy (wave and solar) with 365/7 supervision at an Land-based control center.

Independent buoys on offshore wind farms

Pilot Field Study

Northeastern University (2019) discusses Windsea and challenges with floating technology for offshore wind farms.

Northeastern University 2019