Skip to main content

PNNL

  • About
  • News & Media
  • Careers
  • Events
  • Research
    • Scientific Discovery
      • Biology
        • Chemical Biology
        • Ecosystem Science
        • Human Health
          • Cancer Biology
          • Exposure Science & Pathogen Biology
        • Integrative Omics
          • Advanced Metabolomics
          • Chemical Biology
          • Mass Spectrometry-Based Measurement Technologies
          • Spatial and Single-Cell Proteomics
          • Structural Biology
        • Microbiome Science
          • Biofuels & Bioproducts
          • Human Microbiome
          • Soil Microbiome
          • Synthetic Biology
        • Predictive Phenomics
        • Computational Biology
      • Chemistry
        • Computational Chemistry
        • Chemical Separations
        • Chemical Physics
        • Catalysis
      • Earth & Coastal Sciences
        • Global Change
        • Atmospheric Science
          • Atmospheric Aerosols
          • Human-Earth System Interactions
          • Modeling Earth Systems
        • Coastal Science
        • Ecosystem Science
        • Subsurface Science
        • Terrestrial Aquatics
      • Materials Sciences
        • Materials in Extreme Environments
        • Precision Materials by Design
        • Science of Interfaces
        • Solid Phase Processing
          • Cold Spray
          • Friction Stir Welding & Processing
          • ShAPE
      • Nuclear & Particle Physics
        • Dark Matter
        • Fusion Energy Science
        • Neutrino Physics
      • Quantum Information Sciences
    • Energy Resiliency
      • Electric Grid Modernization
        • Emergency Response
        • Grid Analytics
          • AGM Program
          • Tools and Capabilities
        • Grid Architecture
        • Grid Cybersecurity
        • Grid Energy Storage
        • Transmission
        • Distribution
      • Energy Efficiency
        • Appliance and Equipment Standards
        • Building Energy Codes
        • Building Technologies
          • Advanced Building Controls
          • Advanced Lighting
          • Building-Grid Integration
        • Building and Grid Modeling
        • Commercial Buildings
        • Federal Buildings
          • Federal Performance Optimization
          • Resilience and Security
        • Residential Buildings
          • Building America Solution Center
          • Energy Efficient Technology Integration
          • Home Energy Score
        • Energy Efficient Technology Integration
      • Energy Storage
        • Electrochemical Energy Storage
        • Flexible Loads and Generation
        • Grid Integration, Controls, and Architecture
        • Regulation, Policy, and Valuation
        • Science Supporting Energy Storage
        • Chemical Energy Storage
      • Environmental Management
        • Waste Processing
        • Radiation Measurement
        • Environmental Remediation
      • Fossil Energy
        • Subsurface Energy Systems
        • Carbon Management
          • Carbon Capture
          • Carbon Storage
          • Carbon Utilization
        • Advanced Hydrocarbon Conversion
      • Nuclear Energy
        • Fuel Cycle Research
        • Advanced Reactors
        • Reactor Operations
        • Reactor Licensing
      • Renewable Energy
        • Solar Energy
        • Wind Energy
          • Wind Resource Characterization
          • Wildlife and Wind
          • Community Values and Ocean Co-Use
          • Wind Systems Integration
          • Wind Data Management
          • Distributed Wind
        • Marine Energy
          • Environmental Monitoring for Marine Energy
          • Marine Biofouling and Corrosion
          • Marine Energy Resource Characterization
          • Testing for Marine Energy
          • The Blue Economy
        • Hydropower
          • Environmental Performance of Hydropower
          • Hydropower Cybersecurity and Digitalization
          • Hydropower and the Electric Grid
          • Materials Science for Hydropower
          • Pumped Storage Hydropower
          • Water + Hydropower Planning
        • Grid Integration of Renewable Energy
        • Geothermal Energy
      • Transportation
        • Bioenergy Technologies
          • Algal Biofuels
          • Aviation Biofuels
          • Waste-to-Energy and Products
        • Hydrogen & Fuel Cells
        • Vehicle Technologies
          • Emission Control
          • Energy-Efficient Mobility Systems
          • Lightweight Materials
          • Vehicle Electrification
          • Vehicle Grid Integration
    • National Security
      • Chemical & Biothreat Signatures
        • Contraband Detection
        • Pathogen Science & Detection
        • Explosives Detection
        • Threat-Agnostic Biodefense
      • Cybersecurity
        • Discovery and Insight
        • Proactive Defense
        • Trusted Systems
      • Nuclear Material Science
      • Nuclear Nonproliferation
        • Radiological & Nuclear Detection
        • Nuclear Forensics
        • Ultra-Sensitive Nuclear Measurements
        • Nuclear Explosion Monitoring
        • Global Nuclear & Radiological Security
      • Stakeholder Engagement
        • Disaster Recovery
        • Global Collaborations
        • Legislative and Regulatory Analysis
        • Technical Training
      • Systems Integration & Deployment
        • Additive Manufacturing
        • Deployed Technologies
        • Rapid Prototyping
        • Systems Engineering
      • Threat Analysis
        • Advanced Wireless Security
          • 5G Security
          • RF Signal Detection & Exploitation
        • Internet of Things
        • Maritime Security
        • Millimeter Wave
        • Mission Risk and Resilience
    • Data Science & Computing
      • Artificial Intelligence
      • Graph and Data Analytics
      • Software Engineering
      • Computational Mathematics & Statistics
      • Future Computing Technologies
        • Adaptive Autonomous Systems
    • Publications & Reports
    • Featured Research
  • People
    • Inventors
    • Lab Leadership
    • Lab Fellows
    • Staff Accomplishments
  • Partner with PNNL
    • Education
      • Undergraduate Students
      • Graduate Students
      • Post-graduate Students
      • University Faculty
      • University Partnerships
      • K-12 Educators and Students
      • STEM Education
        • STEM Workforce Development
        • STEM Outreach
        • Meet the Team
      • Internships
    • Community
      • Regional Impact
      • Philanthropy
      • Volunteering
    • Industry
      • Available Technologies
      • Industry
      • Industry Partnerships
      • Licensing & Technology Transfer
      • Entrepreneurial Leave
      • Visual Intellectual Property Search (VIPS)
  • Facilities & Centers
    • All Facilities
      • Atmospheric Radiation Measurement User Facility
      • Electricity Infrastructure Operations Center
      • Energy Sciences Center
      • Environmental Molecular Sciences Laboratory
      • Grid Storage Launchpad
      • Institute for Integrated Catalysis
      • Interdiction Technology and Integration Laboratory
      • PNNL Portland Research Center
      • PNNL Seattle Research Center
      • PNNL-Sequim (Marine and Coastal Research)
      • Radiochemical Processing Laboratory
      • Shallow Underground Laboratory

ThermalTracker-3D

Gleaning bird and bat flight data in 3D

According to the U.S. Department of Energy, more than 2,000 gigawatts of electricity could be generated from the abundant, strong, and consistent winds blowing off U.S. coastlines each year—nearly double the nation’s current electricity use. Even a small fraction of that renewable energy source could provide inexpensive, clean power to nearly 6.5-million homes.

Instrument with cameras
ThermalTracker-3D. Photo:Shari Matzner | PNNL

However, while it represents significant energy potential, offshore wind also comes with some uncertainty—specifically, how wind technologies such aslarge turbines would affect bird and bat populations in remote locations. In these difficult-to-access locations are the habitats and flight pathways of several avian species.

Before offshore wind developers can begin developing and siting wind farms, they must first have solid data to support environmental permitting to protect these birds and bats—especially those covered under the Endangered Species Act and Migratory Bird Treaty Act—from collision with powerful wind turbine blades and displacement from habitats.

But much of this data—such as passage rates, flight height, and flight speed—are not available to support the risk assessments needed for environmental permitting, especially for U.S. offshore wind locations. 

The result is that the environmental permitting may impose excessive monitoring and mitigation requirements that are challenging or costly using existing detection and tracking technologies, particularly at these remote offshore locations.

ThermalTracker-3D: Data to help birds and bats coexist with turbines

Bird flight tracks using ThermalTracker-3D
Flight track image of a detected bird.
Photo: Shari Matzner | PNNL

ThermalTracker-3D is a solution developed by engineers at the Pacific Northwest National Laboratory (PNNL). The system, patented in December 2020, is a thermal stereo vision technology that can quantify the flight activity of birds and bats at remote locations targeted for offshore wind farm development.

The technology is made up of custom software that automatically captures 3D flight tracks of birds and bats from a stereo pair of thermal cameras, in real-time. The flight track data is saved in a concise format that is transmitted from remote locations to shore—eliminating the need for complex visits to the remote site to retrieve the data.

ThermalTracker-3D is the only known system of its type equipped with 3D tracking capability, providing the most comprehensive information needed to determine if birds and bats are flying at heights where they are at risk of collision with turbine blades and whether they are avoiding existing turbines.  The 3D capability captures detailed information about wingspan, body length, flight speed and height—critical data needed to avoid excessive monitoring and mitigation requirements imposed by environmental risk assessments.

ThermalTracker-3D deployed on California buoy
Deployed on a buoy.
Shari Matzner | PNNL

The ThermalTracker-3D software operates in real time and only saves images that show flight tracks— reducing the amount of saved data to less than 1/300 of the raw video data. This allows the system to run in remote locations for several weeks without running out of storage or bandwidth.

The stereo vision also helps reveal the size of animals to infer their species. The thermal cameras allow the system to operate not only in daytime but also at night to glean information on nocturnal species—which differs from existing systems that rely on light and are limited to daytime operations. It is also the only system that has the best accuracy in all weather conditions, including those where visibility is limited—especially important for rugged, blustery, and often stormy weather encountered off the nation’s coastlines. And it detects birds and bats small to large in size, where similar systems only capture medium- to large-sized birds and bats.

ThermalTracker-3D is easily integrated with offshore platforms such as buoys, substations, or turbines. The technology was deployed in 2021 on a lidar research buoy stationed off the coast of California that collected oceanographic and meteorological data in support of the Bureau of Ocean Energy Management (BOEM). BOEM gathered data over a one-year period to support decisions on wind lease sites that will bring a new form of renewable energy to that state. ThermalTracker-3D collected seabird data needed to characterize BOEM’s planned wind energy locations—seabird flight activity correlated with wind speed and direction.

The U.S. Department of Energy’s Wind Energy Technologies Office supported development of ThermalTracker-3D.

Contact

Jenny Wehof
Systems Engineer
jennifer.wehof@pnnl.gov
509-372-6917

Research topics

Wind Energy
Renewable Energy
Energy Resiliency
Offshore Wind
Wind Data Management
Environmental Monitoring and Wind-Wildlife Impacts

PNNL

  • Get in Touch
    • Contact
    • Careers
    • Doing Business
    • Environmental Reports
    • Security & Privacy
    • Vulnerability Disclosure Policy
  • Research
    • Scientific Discovery
    • Energy Resiliency
    • National Security
Subscribe to PNNL News
Department of Energy Logo Battelle Logo
Pacific Northwest National Laboratory (PNNL) is managed and operated by Battelle for the Department of Energy
  • YouTube
  • Facebook
  • X (formerly Twitter)
  • Instagram
  • LinkedIn