Dual-Polarisation Weather Radar for Advanced Monitoring of Aerial Biodiversity (BioDAR)
Lead Research Organisation:
University of Leeds
Department Name: Inst of Integrative & Comparative Biolog
Abstract
The BioDAR Project will revolutionise the way in which we record the abundance and diversity of animals that live in the air, by harnessing the power of next generation weather radar. Weather radar scan the entirety of the UK every 5 minutes, and similar types of radar are used around the world for the same purpose. These radar routinely detect bees and other insects, but since animals are not of interest to meteorologists, they are discarded as unwanted "noise". That "noise" is a veritable treasure trove of information on insect diversity and abundance, but what is required is a way to link what a radar sees to the insects that we wish to monitor. The BioDAR Project brings together leading ecologists and radar scientists to collaborate on a programme of work that will produce, test, and disseminate computer algorithms to turn radar noise into high quality biological data with the potential to produce a step change in the way in which we monitor the environment.
In the first phase of the project, we will use computer scanning techniques that can image objects 1/10th the width of a human hair to produce high resolution 3D models of a range of 60 different insects of different shapes. Using software techniques from physics, we can simulate what the radar might see when each of those animals passes through the radar beam. The results of those simulations will be used to produce algorithms that can classify results from the radar data into different kinds of insects based on their shape, as well as quantifying the diversity and number of insects passing through the beam.
In the second phase of the project, we will then test the classification algorithms by comparing our radar predictions against three different datasets. First, we will look at three existing datasets that have used (i) special radar called "vertical looking radar" to scan small areas of sky, (ii) a network of 18 suction traps that capture insects every day, and (iii) a network of 83 light traps that catch nocturnal moths. Next, we will conduct our own insect sampling using nets at a range of heights from 12m to 1km attached to balloons. Finally, we will attempt to produce our own insect assemblage in the radar beam using lab-reared bluebottle flies to saturate the air in different locations around the radar. These three tests will help us to understand how our algorithms perform in the field.
In the third phase of the project, we will combine the lessons learned about our classification algorithms in the first and second phases to produce a national map of aerial insect biodiversity and abundance. This map will be used to investigate a pressing issue in conservation: the effect of human modification of the landscape on insects. We will examine this issue in three ways, by looking at the impacts of light pollution, urbanisation, and agri-environment schemes (which are designed to help nature on farmland). We would expect lower insect biodiversity and abundance near areas with high nocturnal light pollution, higher intensity of urbanisation, and in the absence of agri-environment schemes.
The final part of the project will take everything that we have learned (the classification algorithms from phase 1, the validation studies in phase 2, and the national mapping data from phase 3, and make them available to all researchers and the general public. We will make all of our data and analysis transparent so that any researcher can replicate the work, which we hope will enable other countries to make use of our findings to apply the BioDAR approach to their own weather radar networks. The data will also be turned into an online portal which can be accessed by the general public to see insect biodiversity and abundance in an interface similar to a weather forecast. The final datasets will be of great interest to a range of end users, including local and national governments, farmers, and conservation groups.
In the first phase of the project, we will use computer scanning techniques that can image objects 1/10th the width of a human hair to produce high resolution 3D models of a range of 60 different insects of different shapes. Using software techniques from physics, we can simulate what the radar might see when each of those animals passes through the radar beam. The results of those simulations will be used to produce algorithms that can classify results from the radar data into different kinds of insects based on their shape, as well as quantifying the diversity and number of insects passing through the beam.
In the second phase of the project, we will then test the classification algorithms by comparing our radar predictions against three different datasets. First, we will look at three existing datasets that have used (i) special radar called "vertical looking radar" to scan small areas of sky, (ii) a network of 18 suction traps that capture insects every day, and (iii) a network of 83 light traps that catch nocturnal moths. Next, we will conduct our own insect sampling using nets at a range of heights from 12m to 1km attached to balloons. Finally, we will attempt to produce our own insect assemblage in the radar beam using lab-reared bluebottle flies to saturate the air in different locations around the radar. These three tests will help us to understand how our algorithms perform in the field.
In the third phase of the project, we will combine the lessons learned about our classification algorithms in the first and second phases to produce a national map of aerial insect biodiversity and abundance. This map will be used to investigate a pressing issue in conservation: the effect of human modification of the landscape on insects. We will examine this issue in three ways, by looking at the impacts of light pollution, urbanisation, and agri-environment schemes (which are designed to help nature on farmland). We would expect lower insect biodiversity and abundance near areas with high nocturnal light pollution, higher intensity of urbanisation, and in the absence of agri-environment schemes.
The final part of the project will take everything that we have learned (the classification algorithms from phase 1, the validation studies in phase 2, and the national mapping data from phase 3, and make them available to all researchers and the general public. We will make all of our data and analysis transparent so that any researcher can replicate the work, which we hope will enable other countries to make use of our findings to apply the BioDAR approach to their own weather radar networks. The data will also be turned into an online portal which can be accessed by the general public to see insect biodiversity and abundance in an interface similar to a weather forecast. The final datasets will be of great interest to a range of end users, including local and national governments, farmers, and conservation groups.
Planned Impact
For each impact, we indicate likely timescales of anticipated impacts: ST=short term (lifetime of grant, impact realised as results are available), MT=medium term (1-3 years after grant, impact through integration of findings into statutory monitoring), and LT=longer term (expansion to other areas including US and South Africa).
Statutory agencies: Agencies with responsibility for monitoring the UK environment (Natural England, Centre for Ecology and Hydrology) will be engaged from the beginning of the project as members of the User Group, and will be involved in the design of the user-facing BioDAR tool to ensure that results are useful at the end of the project [ST, MT]. The outputs from the project, both in terms of the analytical pipeline and the aerial biodiversity maps, will both be of direct relevance to the monitoring of the environment. BioDAR outputs will be developed with the intention that they be used to complement existing environmental indicators through incorporation into the suite of biological monitoring metrics [MT]. In addition to UK-based statutory agencies, we will develop links with US and South African project partners through our User Group to pursue similar statutory aims [LT].
Policymakers: The BioDAR outputs will allow for a new wave of evidence-based environmental policy by facilitating the evaluation of landscape-scale modifications. These might include evaluations based on our own analyses: the building of new towns, part-night street lighting schemes for energy saving, or the implementation of agri-environment schemes that are designed to help nature thrive alongside agricultural productivity [ST]. Additional analyses could be conducted to evaluate the implementation of bans on pesticides or herbicides, the introduction of genetically modified crops, or invasive species [MT]. Current monitoring of such events is limited severely by cost and logistics, but BioDAR will provide a dataset that is regularly updated and that can be investigated using open science pipelines provided at very low cost [MT,LT].
Conservation charities: Evidencing a need for conservation action, particularly of invertebrates, is a challenge for conservation NGOs that have limited resources. Despite the presence of a large number of monitoring schemes, few provide standardised data on trends in abundance and diversity. During the project, the BioDAR data will provide a general dataset of regular invertebrate monitoring that can be used to argue for overall trends in biodiversity and biomass that might be indicative of wider conservation issues. By testing for correlations between their own recording networks and the BioDAR trends data, NGOs may be able to supplement their own monitoring [MT].
Training for non-academic partners: Partners involved in the project come from the two sides of the interdisciplinary divide: radar physics and ecology. The Met Office is a Government agency that is managed by the UK Department of Business, Energy and Industrial Strategy (BEIS), while responsibility for environmental management falls to the Department for the Environment, Food and Rural Affairs. Through online training in the processes and mechanisms of the BioDAR project, we will facilitate interdepartmental collaboration. We will also disseminate training in the interpretation of radar data to conservation NGOs. All training will be developed through online courses with in-person training at project workshops [ST].
General public: Public engagement with the 2017 story of a 75% decline in insect abundance over a 26-year period in Germany (>430k views, >1,700 social media shares of the original paper) demonstrates the interest in national and international conservation. Through our open data portal, the general public will have direct access to the datasets that underlie the BioDAR project. They will be able to view their local area and interrogate the dataset to understand more about their environment [ST].
Statutory agencies: Agencies with responsibility for monitoring the UK environment (Natural England, Centre for Ecology and Hydrology) will be engaged from the beginning of the project as members of the User Group, and will be involved in the design of the user-facing BioDAR tool to ensure that results are useful at the end of the project [ST, MT]. The outputs from the project, both in terms of the analytical pipeline and the aerial biodiversity maps, will both be of direct relevance to the monitoring of the environment. BioDAR outputs will be developed with the intention that they be used to complement existing environmental indicators through incorporation into the suite of biological monitoring metrics [MT]. In addition to UK-based statutory agencies, we will develop links with US and South African project partners through our User Group to pursue similar statutory aims [LT].
Policymakers: The BioDAR outputs will allow for a new wave of evidence-based environmental policy by facilitating the evaluation of landscape-scale modifications. These might include evaluations based on our own analyses: the building of new towns, part-night street lighting schemes for energy saving, or the implementation of agri-environment schemes that are designed to help nature thrive alongside agricultural productivity [ST]. Additional analyses could be conducted to evaluate the implementation of bans on pesticides or herbicides, the introduction of genetically modified crops, or invasive species [MT]. Current monitoring of such events is limited severely by cost and logistics, but BioDAR will provide a dataset that is regularly updated and that can be investigated using open science pipelines provided at very low cost [MT,LT].
Conservation charities: Evidencing a need for conservation action, particularly of invertebrates, is a challenge for conservation NGOs that have limited resources. Despite the presence of a large number of monitoring schemes, few provide standardised data on trends in abundance and diversity. During the project, the BioDAR data will provide a general dataset of regular invertebrate monitoring that can be used to argue for overall trends in biodiversity and biomass that might be indicative of wider conservation issues. By testing for correlations between their own recording networks and the BioDAR trends data, NGOs may be able to supplement their own monitoring [MT].
Training for non-academic partners: Partners involved in the project come from the two sides of the interdisciplinary divide: radar physics and ecology. The Met Office is a Government agency that is managed by the UK Department of Business, Energy and Industrial Strategy (BEIS), while responsibility for environmental management falls to the Department for the Environment, Food and Rural Affairs. Through online training in the processes and mechanisms of the BioDAR project, we will facilitate interdepartmental collaboration. We will also disseminate training in the interpretation of radar data to conservation NGOs. All training will be developed through online courses with in-person training at project workshops [ST].
General public: Public engagement with the 2017 story of a 75% decline in insect abundance over a 26-year period in Germany (>430k views, >1,700 social media shares of the original paper) demonstrates the interest in national and international conservation. Through our open data portal, the general public will have direct access to the datasets that underlie the BioDAR project. They will be able to view their local area and interrogate the dataset to understand more about their environment [ST].
Organisations
- University of Leeds (Lead Research Organisation)
- The Natural History Museum (Project Partner)
- Rothamsted Research (Project Partner)
- University of Oklahoma (Project Partner)
- Natural England (Project Partner)
- Stellenbosch University (Project Partner)
- South African National Biodiversity Inst (Project Partner)
- Buglife - The Invertebrate Conservation (Project Partner)
- NERC CEH (Up to 30.11.2019) (Project Partner)
Publications

Addison F
(2022)
Simulation of the Radar Cross Section of a Noctuid Moth
in Remote Sensing

Lukach M
(2022)
The development of an unsupervised hierarchical clustering analysis of dual-polarization weather surveillance radar observations to assess nocturnal insect abundance and diversity.
in Remote sensing in ecology and conservation

Lukach M
(2021)
Hydrometeor classification of quasi-vertical profiles of polarimetric radar measurements using a top-down iterative hierarchical clustering method
in Atmospheric Measurement Techniques
Title | WEATHER, WHETHER RADAR: PLUME OF THE VOLANTS |
Description | In collaboration with Professor Redell Olsen of Royal Holloway University London, we developed a multimedia exhibition inspired by insects and radar. Professor Olsen was supported by a DARE Art Prize Fellowship to work alongside the BioDAR team to produce a virtual exhibit (https://weatherwhetherradar.art/) that was linked with a physical exhibition at the Tetley Gallery in Leeds. |
Type Of Art | Artistic/Creative Exhibition |
Year Produced | 2021 |
Impact | The collaborative funding application for the DARE Art Prize was successful and Prof Olsen continues to collaborate with BioDAR, enhancing the interdisciplinarity of the team. |
URL | https://weatherwhetherradar.art/ |
Description | Our team has been able to demonstrate empirically that weather radar data can provide a quantitative prediction of the biodiversity and abundance of nocturnal insects recorded at ground level. |
Exploitation Route | We are hopeful that our current findings (laid out in key papers) will act as a motivator to other research groups to explore radar aeroecology for insect trend analysis in the UK and internationally. Our follow up work will look to operationalise the initial validation studies to generate spatio-temporal trends for site managers and policymakers. |
Sectors | Agriculture Food and Drink Environment |
Description | The BioDAR project has been highlighted in a UK Government POST Note on Insect Declines as an emerging method for monitoring insects. The PI has visiting Westminster to brief parliamentarians on the project as part of the launch of the POST Note. |
First Year Of Impact | 2020 |
Sector | Environment |
Impact Types | Policy & public services |
Description | Broad-Scale Agricultural Pest Monitoring in Africa Using Dual-Polarization Weather Radar |
Amount | $100,000 (USD) |
Funding ID | OPP1212006 |
Organisation | Bill and Melinda Gates Foundation |
Sector | Charity/Non Profit |
Country | United States |
Start | 03/2019 |
End | 10/2021 |
Description | Drivers and Repercussions of UK Insect Declines (DRUID) |
Amount | £507,159 (GBP) |
Funding ID | NE/V006916/1 |
Organisation | Natural Environment Research Council |
Sector | Public |
Country | United Kingdom |
Start | 01/2021 |
End | 11/2025 |
Description | UPskilling and upscaling Brazilian weather Radar for the study of Aerial INsects |
Amount | £80,396 (GBP) |
Funding ID | NE/W004534/1 |
Organisation | Natural Environment Research Council |
Sector | Public |
Country | United Kingdom |
Start | 07/2021 |
End | 07/2023 |
Title | Morphometric measurements relating to 177 macro-moth species collected in the UK, 2017 |
Description | A collection of six morphometric measurements (forewing length, body length, thorax length, thorax width, abdomen length, and abdomen width) relating to the 177 macro-moth species sampled by two Rothamsted Insect Survey (RIS) light traps (Bentley Wood and Porton Down III) from 33 days across 2017 (11-14 & 31 May; 1, 14-21 & 25-27 June; and 1-11, 17-18, and 24-26 July). |
Type Of Material | Database/Collection of data |
Year Produced | 2021 |
Provided To Others? | Yes |
URL | https://catalogue.ceh.ac.uk/id/3a813bd9-59ae-476e-a170-ab83fe1587b2 |
Description | Cafe Scientifique talk on insect declines |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Public/other audiences |
Results and Impact | I gave a short talk to the Chapel Allerton (Leeds) branch of Cafe Scientifique on 21/09/2022 about radar aeroecology, referencing work from BioDAR and DRUID projects |
Year(s) Of Engagement Activity | 2022 |
URL | https://www.cafe-sci.org.uk/previous-events/?event_id1=143 |
Description | Canadian French-Language |
Form Of Engagement Activity | A broadcast e.g. TV/radio/film/podcast (other than news/press) |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Public/other audiences |
Results and Impact | Myself and Ryan Neely (Co-I on the BioDAR grant) were featured in an episode of a Francophone documentary series. The documentary aired on Sunday 16th October 2022 in Canada and possibly in France as well on a later date. The reach is potentially national in both cases. |
Year(s) Of Engagement Activity | 2022 |
Description | ESA Insect monitoring technology workshop |
Form Of Engagement Activity | A formal working group, expert panel or dialogue |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | A workshop on "automated monitoring of insects" -- held at the Ecological Society of America annual meetings in Portland Oregon on 10 August 2023. The review included discussion of the use of AI-based tools for insect monitoring. |
Year(s) Of Engagement Activity | 2023 |
Description | Global Biosphere Sensing Network workshop |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Professional Practitioners |
Results and Impact | Workshop to discuss novel technologies for monitoring natural populations and processes, including visual, acoustic, eDNA and radar-based tools for monitoring insects. |
Year(s) Of Engagement Activity | 2024 |
Description | Great Yorkshire Show exhibit |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | Regional |
Primary Audience | Public/other audiences |
Results and Impact | Public event, focused on Yorkshire region, with an agricultural slant. Exhibit was about insects, their role as ecosystem service providers, and new methods for monitoring them. |
Year(s) Of Engagement Activity | 2023 |
Description | NERC Council Presentation |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Policymakers/politicians |
Results and Impact | We were invited to present the work to the NERC Council, which includes policymakers and others involved in UK Government funding. The event was designed to feedback about progress with a contemporary, funded NERC project. |
Year(s) Of Engagement Activity | 2019 |
Description | Otley Science Festival talk on radar and insects |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Public/other audiences |
Results and Impact | I gave a talk as part of Otley Science Festival to a group of approximately 40 members of the general public on 15/09/2022. |
Year(s) Of Engagement Activity | 2022 |
URL | https://otleysciencefestival.co.uk/science-cafes/ |
Description | Pint of Science talk on insect declines |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Public/other audiences |
Results and Impact | I gave a talk at Leeds Pint of Science about insect declines, referencing DRUID and BioDAR outputs. |
Year(s) Of Engagement Activity | 2022 |
URL | https://pintofscience.co.uk/event/the-weevil-that-men-do-stopping-insectageddon |
Description | Public talk to Leeds Skeptics in the Pub |
Form Of Engagement Activity | A formal working group, expert panel or dialogue |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Public/other audiences |
Results and Impact | A public talk given on insect declines on 3/5/2022 with Q&A. Audience approximately 20 people. |
Year(s) Of Engagement Activity | 2022 |
URL | https://www.facebook.com/events/300104125515487/?ref=newsfeed |
Description | Public talk to Sheffield Skeptics in the Pub |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Public/other audiences |
Results and Impact | A short talk and Q&A with an audience of 35 members of the public. |
Year(s) Of Engagement Activity | 2022 |
URL | https://www.aske-skeptics.org.uk/sheffield.html |
Description | Talk to local science group (Barnsley Skeptics in the Pub) |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Public/other audiences |
Results and Impact | 30 members of the public attended a talk I delivered on insect declines, drawing on work from several NERC-funded projects (BioDAR, DRUID, UpBRAIN). Good question and answer session afterwards to explore the ideas. |
Year(s) Of Engagement Activity | 2023 |
URL | https://fb.me/e/3XGKfBXLm |
Description | Westminster Briefing Event on Insect Declines |
Form Of Engagement Activity | A formal working group, expert panel or dialogue |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Policymakers/politicians |
Results and Impact | As part of a POST Note launch on Insect Declines, we were invited to present about BioDAR and other technological advances contributing to the monitoring insect populations. The event included ca. 50 staff (MPs and other parliamentary employees) and was hosted by Baroness Young. We held specific meetings with MPs who are interested in the area of work suggested and built new links to help inform their work around environmental conservation by providing access to expert knowledge at the University of Leeds. |
Year(s) Of Engagement Activity | 2020 |