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PELAgIO: Physics-to-Ecosystem Level Assessment of Impacts of Offshore Windfarms

Lead Research Organisation: University of Aberdeen
Department Name: Inst of Biological and Environmental Sci

Abstract

By 2050 it's estimated >400 GW of energy will be gathered by offshore wind across the whole North Sea. For scale, Hinkley Point C nuclear reactor is projected to produce 3.2 GW. How will this increased anthropogenic use of our coastal seas impact already stressed marine ecosystems? And how will that same production of renewable energy offset risks of extreme climate change that, left unchecked, will increase the risk of biodiversity declines. There are many complex changes to ecosystems linked to Offshore Wind Farms (OWFs) that we need to understand now, so that the extent of increasing wind energy extraction further offshore is managed in the most sustainable way. An important effect of large wind energy extraction will be to reduce the amount of energy that would normally go into local ocean currents via surface stress, altering sea state and mixing. Conversely, there will be local increases in turbulence around turbine structures and seabed scouring near fixed foundations.

Any change in ocean mixing may change the timing, distribution and diversity of phytoplankton primary production, the base of the food chain for marine ecosystems, to some degree. This has knock-on-effects on the diversity, health and locations of pelagic fish that are critical prey species of commercial fish, seabirds and marine mammals. Observed changes caused by operational OWFs in the southern North Sea include local surface temperature rise and the displacement of seabirds and fishing fleets from the OWF footprint, whereas seals often appear to be feeding near turbines. All of these changes have a linked component - important prey fish species - which are likely to aggregate near structures (as seen at other offshore platforms). Seabirds and fishing fleets subsequently have less space to hunt, with potentially increased competition for fish. However, if OWFs are also de facto marine protected areas and so positively affect local primary production, they may provide good habitat for fish population growth.

So, what are the cumulative effects of current OWF developments and the thousands of additional planned structures? Do the physical, biogeochemical and ecosystem changes exacerbate or mitigate those resulting from climate change? As OWFs migrate further offshore as floating structures, how can current knowledge based on shallow, coastal fixed turbines be suitably extrapolated to understand the impacts on ecosystems dependent on seasonal cycles that are typical of deeper waters?

PELAgIO will address all of these questions through an interdisciplinary, multi-scale observation and modelling framework that spans physical mixing through to plankton production, on to the response of fish and whole ecosystems. We will collect fine-scale data using the latest multi-instrumented acoustic platforms set beside and away from OWFs, complemented by autonomous surface and submarine robots to capture continuous and coincident data from physics to fish, over multiple scales and seasons to fully understand what is 'different' inside an OWF and how big its footprint is. These new data will test the effects on seabirds and marine mammals to build an OWF ecosystem parameterization that accounts for changes to mixing and wind deficit impacts, and is scalable to next-generation OWFs. This bottom-up, comprehensive approach will enable true calibration and validation of 3D ocean-biogeochemical-sediment modelling systems, from the scale of turbine foundations up to the regional and even cross-shelf scales. Identified changes will be integrated into Bayesian ecosystem models that enable the cumulative effects of ecological, social and economic trade-offs of different policy approaches for OWFs to be quantifiably assessed for present day conditions, during extreme events and under climate change.

Publications

10 25 50

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Kühn B (2024) Machine Learning Applications for Fisheries-At Scales from Genomics to Ecosystems in Reviews in Fisheries Science & Aquaculture

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Scott B (2022) Ecologically-sustainable futures for large-scale renewables and how to get there in International Marine Energy Journal

 
Description There are 3 main findings to date - or at least the preliminary stages of findings that are significant.
1) The design of the collection and analysis of field data to validate biological physical and behavioural changes in the marine environment due to OWF. PELAgIO is the first project to combine measurements in marine habitats that can strongly stratified and to be able to test and validate coupled biophysical 3D models as well as mobile spatial distribution models with concurrent fine-scale and longer-term continuous field data.

The methods are complete and are already being considered in policy (ScotMER Physical Process programme and workshop for "(OW-SOP) Scoping an Offshore Wind Sustained Observation Programme")

The regional Ecosystem monitoring approach that is evolving through this and sister projects PREDICT are being integration into the ORE Catapult REMP strategy and can be heard in an ORE Catapult Webinar and found in the REMP report.

The results are allowing us to accurately quantify the level of change in water column mixing from both drag (causing increases in turbulence throughout the water column) and wind energy extraction (causing decreases in mixing, especially in the upper layer above the pycnocline) both are affecting primary production in separate spatially and temporally complex pathways (they do not appear to be 'cancelling each other out').

2) The long term (30 years+), wide (north Atlantic) spatial coverage of historical seabird, mammal and fisheries data bases we have created that include at-sea survey, aerial, tagging, fisheries independent catch and acoustic data as well as fisheries dependant landings -will be of great use to PELAgIO and many other projects for years to come.

3) Again, the methodology of, as well as the preliminary findings from the Dynamic Bayesian Network (DBN) ecosystem modelling approaches are helping to form the bases for new strategic approaches to assessing large scale and fully comprehensive population level cumulative effects as well as changes to ecosystem services, natural capital and calculations of net gain/nature positive.
This machine learning approach can be used in any system with some historical data on oceanographic variables, species productivity and/or abundance but does not require data on the details of population dynamics of species. The outputs are providing clear insights into which indicator processes or species are relevant and/or in danger of large changes in population trends. The ease at which 'what-if' scenarios can be run to test a wide range of changes such as bio-physical effects of OWF, climate change or fishing displacement, either one at a time or in combination, to assess the counter factual will allow governments and industry to use this new methodology to run through wide ranges of scenarios.
Exploitation Route Change in policy for Strategic Environmental Assessment and Strategic Compensation for Offshore Renewable Industries
Sectors Energy

Environment

Government

Democracy and Justice

 
Description Some PELAgIO's main impact as been to 1) greatly improve the understanding of the relative impacts of OWF and CC on local and regional mixing effects from changes to wind (from wind energy extraction) and ocean fields (from the addition of structures) and 2) the delivery of a new adaptive observing and assessment framework that integrates autonomous and remote sensing along with ocean models, towards OWF industry relevant digital twin aspirations. Both of these impacts come from the design of our novel continuous and simultaneous collection (upward facing multi-instrumented platforms, oceanographic moorings, gliders, surveys, satellite data) and range of analytical methods of analysis of field data (GLMM, GAMM, MCMC, Wavelet analysis, INLA, etc) , set up to validate biological (i.e. plankton), physical (i.e. mixing) and behavioural (i.e. prey availability) changes in the marine environment. Many aspects our design and approach may be taken forward in designs of strategic approaches for CIA and EIA uses in the near futures. The proof of that statement is that many of the approaches and outcomes from PELAgIO are already feeding into the ScotMER programme "Scoping an Offshore Wind Sustained Observation Programme" (OW-SOP). Also Proof of industry approval: fact that Sonardyne gave use of a new design of mooring (Origin) to test - helping to set new industry standards for the instrumentation needed for strategic approaches to assessing effects of OWF. A third important impact has been the improved understanding of ecosystem change (from the biophysical environment up through fish and top predators) from OWF, including advice on cumulative effects of large scale OWF expansion under different scenarios (OWF deployment, climate change and fisheries displacement) co-developed with government. The impact has emerged from a highly significant engagement, a 2024 Workshop, hosted by Ørsted in their London offices, with members of the Fishing industry, Developers, SNCBs, TCE and more. At the one-day event we demonstrated the methods and outputs of PELAgIO WP3: Ecosystem modelling of the cumulative effects leading to natural capital estimates of climate change, OWF and fishing. We also demonstrated fine-scale modelling approaches to predict changes to gannet habitat use from OWF physical changes, as well as the results of questionnaires and interviews of the fishing industry. There were intense discussions on the issues of the potential for spatially oriented compensatory measures and fisheries management and our DBN ecosystem modelling approach and was very well received by wide range of stakeholders and we believe the approach will be taken up by government.
First Year Of Impact 2024
Sector Energy,Environment
Impact Types Policy & public services

 
Description Invited on to Scottish Government Think Tank
Geographic Reach National 
Policy Influence Type Participation in a guidance/advisory committee
 
Description Invited to contribute to ORE Catapult advice on Regional Ecosystem Monitoring Programme (REMP)
Geographic Reach Multiple continents/international 
Policy Influence Type Contribution to new or improved professional practice
Impact The proposed framework for how a Regional Ecosystem Monitoring Programme (REMP) might operate is suggested, with the role of innovative technology in enabling a monitoring programme at a regional scale and the importance of standardising and streamlining data management and environmental impact assessment (EIA) reporting. All have the potential to streamline the data gathering, analysis and decision making. The ORE Catapult suggest that this approach will cut down consenting time by 40%.
URL https://cms.ore.catapult.org.uk/wp-content/uploads/2024/11/LUN2629_REMP-report_AW_3_digital_DP.pdf
 
Description Enabling Sustainable Wind Energy Expansion in Seasonally Stratified Seas (eSWEETS3)
Amount £102,791 (GBP)
Funding ID NE/X005577/1 
Organisation Natural Environment Research Council 
Sector Public
Country United Kingdom
Start 06/2024 
End 04/2027
 
Description All Energy Panel: Marine and FoW consenting: How to streamline the process 
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 Part of Panel to discuss ways to speed up consenting for offshore floating wind
Year(s) Of Engagement Activity 2023
URL https://www.all-energy.co.uk/en-gb/conference.html
 
Description Collaboration with ORE Catapult on Regional Approaches 
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 Creation of a publication and press release
Year(s) Of Engagement Activity 2024
URL https://ore.catapult.org.uk/media-centre/press-releases/new-report-sets-out-a-route-to-transform-env...
 
Description European Marine Board Webinar: Ecosystem effects of offshore windfarms: How to understand and use them for a sustainable future' 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Webinar for European and wider audience to go over issues in new European Marine Board Report on Offshore Energy
Year(s) Of Engagement Activity 2023
URL https://www.marineboard.eu/events/emb-science-webinar-ecosystem-effects-offshore-windfarms-understan...
 
Description International SEER Webinar: Oceanographic Responses to Offshore Wind: From First Principles to Potential Effects 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Gave overviews on following topics
• Interpreting results from different regions: How can we learn from research occurring in other regions with different oceanographic conditions, especially when findings for one region are not necessarily transferable to another region?
• Policy related question: How might results from these studies be used to inform planning, siting, or development?
• How to bring ecology into the studies: When relying on physics-based models, how do you ensure ecological processes are well captured or represented?
• Additional Data: In an ideal world, what data would be most helpful for informing research that uses models to investigate the potential effects of offshore wind on oceanographic and ecosystem processes?
• Understanding results in a changing climate: How is climate change accounted for in this type of research? As potential effects of offshore wind are studied, how do you distinguish these effects from climate change-induced effects on the environment?
• Model validation: How do you validate these models to ensure accuracy?
Year(s) Of Engagement Activity 2024
URL https://masts.ac.uk/event/seer-webinar-oceanographic-responses-to-offshore-wind-from-first-principle...
 
Description Interview for BBC investigative coverage of offshore wind issues 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Providing information for an article for BBC Future about the comparative impact of offshore wind farms and oil drilling on wildlife, especially seabirds and marine mammals. The news hook was the policy shift in the US from wind to drilling, but the feature gathers evidence from places that have experienced and studied both energy sources - to explore interesting research, as well as solutions.
Year(s) Of Engagement Activity 2025
URL https://www.bbc.com/future/article/20250129-oil-vs-wind-which-is-worse-for-birds-and-whales
 
Description Invited Presentation: 7th Conference on Wind energy and Wildlife impacts - CWW 2023 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Presented to audience of Offshore Developers and Researchers
Year(s) Of Engagement Activity 2023
URL https://cww2023.org/
 
Description PANEL SESSION NATIONAL DECOMMISSIONING CENTRE ENERGY INTEGRATION: COMPETITION, CONSENSUS AND COLLABORATION 
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 Panel discussion on Energy Integration
Year(s) Of Engagement Activity 2023
URL https://www.abdn.ac.uk/research/explore/energy-transition/offshore-europe-2023-1444.php
 
Description Presentation for The British Ecological Society's Scottish Policy Group (BES-SPG) and the North East Scotland Ecology Network (NESEN) workshop on The cumulative ecological effects of offshore wind 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact The British Ecological Society's Scottish Policy Group (BES-SPG) and the North East Scotland Ecology Network (NESEN) hosted an in-person Science Day and Workshop on The cumulative ecological effects of offshore wind
Year(s) Of Engagement Activity 2024
 
Description Presentation of PELAgIO to MASTS Annual Conference 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Presented the overview of the PELAgIO Project to the wider marine academic community at the MASTS Annual Science Meeting
Year(s) Of Engagement Activity 2022
URL https://masts.ac.uk/annual-science-meeting/
 
Description Presentation of PELAgIO to the PrePARED (OWEC) Project 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Study participants or study members
Results and Impact Presentation of PELAgIO to aid in collaboration actives between the Projects
Year(s) Of Engagement Activity 2023
URL https://owecprepared.org/
 
Description Presentation requested from a group of commercial fisherman from the Oregon Coast (after seeing my SEER webinar presentation) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Please see the invite I received (below) to provide a presentation - it indicates the reasons and describes the objectives meeting.
I'm a commercial fisherman from the Oregon Coast. I watched your SEER's webinar on the 23rd of July. It was a very impressive presentation. The Pelagio & Eco-wind work packages, with your modelling of drag, wind wake effects, and water movement are visionary projects. We have an Oregon Delegation of 20 people coming to Aberdeen August 18-24, 2024. We have a broad diverse group coming to view the Kincardine Offshore Wind Farm. Our group includes State representatives, NGO's, State agencies, Labor and Fishing Industry Representatives.
Year(s) Of Engagement Activity 2024
 
Description Presentation to NatureScot Climate and Nature Forum 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact NatureScot hold a Climate Nature Forum every month or so, and invite leading experts in their field to share their knowledge with therr board, senior leadership team and staff. NatureScot is Scotland's nature agency and all their work is aimed at addressing the climate nature crisis. https://www.nature.scot/
Year(s) Of Engagement Activity 2024
 
Description RSPB Seminar: Seabirds, Climate Change and Offshore Energy: How do we achieve sustainability? 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact RSPB ConSci seminars are an opportunity to learn about science work from external organisations.
Year(s) Of Engagement Activity 2023
URL https://www.rspb.org.uk/
 
Description Research Impacts Workshop for Stakeholders 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact A stakeholder workshop was convened by the ECOWind Programme on 18th November 2022. Representatives from the ECOWind Programme and the three projects within it were joined by key stakeholders from industry, the policy and regulatory environment, non-government organisations (NGOs), academia, and other marine users. The meeting took place online and consisted of several structured plenary and breakout sessions.

The aims of the workshop were to:
? Provide an overview of the ECOWind programme and an opportunity for the projects to broadly share their activities and outputs with wider stakeholders.
? Introduce government, NGOs, and developers to the ECOWind projects' key activities and outputs, and to align and validate these against stakeholder priorities.
? Identify opportunities for partnership working, including:
? Data sharing
? Site access
? Integration with ongoing / existing research
? Contribution to policy outcomes
? Contribution to expert working groups

Throughout the course of the workshop, four key themes emerged as priorities to address:
? Data collection and sharing
? Research collaboration
? Policy areas for impact
? Communication and engagement on outputs

Through conversations on these themes and surrounding issues, the aims of the workshop were met. Stakeholders were informed about the ECOWind programme, the projects within it, intended activities and outputs, and opportunities for collaboration. Detailed discussions led to a variety of outcomes ranging from specific - for instance, recommendations for two certain organisations to work together - to broader points such as ways to ensure that outputs are as useful for policy and other stakeholders as possible.

The ECOWind Champions, who are responsible for coordinating the ECOWind programme, will use the outcomes of the workshop to develop a Programme Impact and Engagement Strategic Action Plan, which will be available in Spring 2023. This action plan will account for the opportunities identified in the workshop, as well as those identified in the wider space of offshore wind research and policy, with the aim of maximising the impact and usefulness of the ECOWind programme's outputs. Furthermore, ECOWind's three projects will be developing the connections established during the workshop and pursuing relationships and collaborations with key stakeholders.
Year(s) Of Engagement Activity 2022
 
Description ScotMER 7th Annual Meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Presentation to wide audience - > 45 countries
Year(s) Of Engagement Activity 2025
URL https://www.youtube.com/@MarineDirectorateVideo/videos
 
Description ScotMER: Conference on Offshore Energy Environmental Effects 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Invited Talk as part of conference on Scotland's approach to filling gaps in knowledge of environmental effects of Offshore Energy
Year(s) Of Engagement Activity 2024
URL https://www.youtube.com/playlist?list=PLTVd_Cz6dRYbP_94koQIEP3A8zbwQAFXp
 
Description Talk for Bergen: Ecosystems, Climate Change and Offshore Energy: How do we achieve sustainability? 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited talk to research groups in Bergen, Norway
Year(s) Of Engagement Activity 2023
 
Description Talk with an Artist - giving the science background 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A conversation with international artist Joey Holder on how my science and our conversations influenced her lasted art work:
Year(s) Of Engagement Activity 2024
URL https://www.eventbrite.com/x/talk-and-discussion-artist-joey-holder-and-professor-beth-scott-tickets...
 
Description Webinar with ORE Catapult 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Webinar entitled The Future of Environmental Monitoring Webinar, covering the topic of Accelerating Consenting for Offshore Renewables Deployment (ACORD)
Year(s) Of Engagement Activity 2025
URL https://www.youtube.com/watch?v=WvyJGzF0C2s
 
Description Workshop (hybrid) investigating Fishing Industry perspectives of future challenges from the Offshore Renewable Industries 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact On December 16, 2022, at the University of Aberdeen, Aberdeen Scotland, UK, a hybrid workshop, as part of the funded EcoNex and PELAgIO projects, was conducted with a range of members of the fishing industry (demersal, pelagic, inshore and producers, e.g., Scottish Fishermen's Federation, The Scottish White Fish Producers Association Ltd) to identify key issues to the industry with respects to their interactions with the offshore renewables industries, in particular offshore wind.
The purpose was to identified the important challenges to the fishing industry and identified ways of better collaborating with the industry from the academic projects. Selection of data and spatial scales were discussed and ways of working better together to improve inputs to policy. We are now in a position where we have identified the key challenges from the fishing industries point of view along with the key data to use. We are now setting up the ecosystem models to be run in both PELAgIO for biomass changes and EcoNex for GVA changes in combination with the "what-if?" scenario framework to identify the potential issues of fisheries displacement on the environment but also on a socio-economic aspect. We will have a follow-up meeting with the fishing industry representatives in March or April 2023 where they will ground truth our proposed scenarios.
The list of organizations that attended are:
• Scottish Fishermen's Federation
• Scottish Pelagic Fishermen's Association
• Shetland's Fishermen Association
• Scottish Fishermen's Organization
• Scottish Pelagic Fishermen's Association
• The Scottish Whitefish Producers Association
• Moray Firth Coastal Partnership
• North and East Coast Regional Inshore Fisheries Group
Year(s) Of Engagement Activity 2022
 
Description Workshop for (OW-SOP) Scoping an Offshore Wind Sustained Observation Programme 
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 2 day workshop on why and how to measure bio-physical oceanographic changes around offshore wind farms - and to create a written report
Year(s) Of Engagement Activity 2024
URL https://noc-events.co.uk/scottish-government-workshop-2024
 
Description Workshop: Ecosystem Modelling/Cumulative Fisheries Displacement effects 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact Ran a workshop for national and regional fishing industry, Natural England, NatureScot, MMO, The Crown Estate, Marine Directorate to present outcomes and uses of ecosystem level modelling effects of offshore wind and climate change
Year(s) Of Engagement Activity 2024
 
Description workshop: Hosted by JNCC and Ørsted on kittiwake and fish prey interactions. 
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 Workshop on kittiwake and fish prey interactions and how that influences placement of offshore wind
Year(s) Of Engagement Activity 2023