Single-turbine scale quantification of wake turbulence

Project Description:

This PhD scholarship is offered by the EPSRC CDT in Offshore Wind Energy Sustainability and Resilience; a partnership between the Universities of Durham, Hull, Loughborough and Sheffield. The successful applicant will undertake six-months of training with the rest of the CDT cohort at the University of Hull before continuing their PhD research at Loughborough University. 

Individual wind turbines produce turbulent wakes that have implications for maximum power generation from downwind turbines, increased fatigue loads and associated maintenance costs (Porté-Agel et al., 2020) . There are also associated environmental issues such as noise generation, and the introduction of large-scale flow structures to the atmospheric flow field. There have been a number of studies of these phenomena and Howard et al. (2015) and Kadum et al. (2019) have undertaken detailed studies of aspects of these dynamics. At the heart of this project is an attempt to develop deeper understanding of these phenomena in terms of the flow physics and to provide practical modelling methods that correctly represent these physics.

Of particular interest is the nature of the non-local energy transfers identified in the references cited above. Hence, this project will consider the non-equilibrium energy scaling for near-field wakes and how these effects can be captured in subgrid-scale models. Furthermore, we are interested in understanding how these non-local energy transfers relate to the behaviour of the flow’s pressure field, which provides another dimension to model development (Keylock, 2018).

Methodology:

The project will have three key stages to it:

(a) direct numerical simulation of the Navier-Stokes equations for incompressible flow with a suitable forcing included to represent the turbines;

(b) analysis of the large datasets that result, extracting and summarising the physics from the stored quantities;

(c) formulation of large-eddy simulation parameterisations based on the outcomes of (a) and (b). A study making use of some of our concepts in this regard is that by Yu et al. (2021).

An aspect of the project will involve undertaking comparative numerical experiments with control for helicity/helicoidal wake generation (see Li et al., 2006).

An exciting potential dimension to this project is to link the numerical results to field experiments conducted at the University of Minnesota.

Training and development

You will benefit from a taught programme, giving you a broad understanding of the breadth and depth of current and emerging offshore wind sector needs. This begins with an intensive six-month programme at the University of Hull for the new student intake, drawing on the expertise and facilities of all four academic partners. It is supplemented by Continuing Professional Development (CPD), which is embedded throughout your 4-year research scholarship.

Entry requirements

If you have received a First-class Honours degree, or a 2:1 Honours degree and a Masters, or a Distinction at Masters level with any undergraduate degree (or the international equivalents) in engineering, mathematics and statistics or physics, we would like to hear from you.

If your first language is not English, or you require Tier 4 student visa to study, you will be required to provide evidence of your English language proficiency level that meets the requirements of the Aura CDT’s academic partners. This course requires academic IELTS 7.0 overall, with no less than 6.0 in each skill.

If you have any queries about this project, please contact Prof Chris Keylock, c.j.keylock@lboro.ac.uk

You may also address queries about the CDT to auracdt@hull.ac.uk.

Watch our short video to hear from Aura CDT students, academics and industry partners:

Funding notes

The CDT is funded by the EPSRC, allowing us to provide scholarships that cover fees plus a stipend set at the UKRI nationally agreed rates. These have been set by UKRI as £20,780 per annum at 2025/26 rates, and will increase in line with the EPSRC guidelines for the subsequent years (subject to progress).

Eligibility

Research Council funding for postgraduate research has residence requirements. Our CDT scholarships are available to Home (UK) Students. To be considered a Home student, and therefore eligible for a full award, a student must have no restrictions on how long they can stay in the UK and have been ordinarily resident in the UK for at least 3 years prior to the start of the scholarship (with some further constraint regarding residence for education). For full eligibility information, please refer to the EPSRC website.

We also allocate a number of scholarships for International Students per cohort.

Guaranteed Interview Scheme

The CDT is committed to generating a diverse and inclusive training programme and is looking to attract applicants from all backgrounds. We offer a Guaranteed Interview Scheme for home fee status candidates who identify as Black or Black mixed or Asian or Asian mixed if they meet the programme entry requirements. This positive action is to support recruitment of these under-represented ethnic groups to our programme and is an opt in process.

Find out more

How to apply

Applications are open until 5 January 2026.

Please note, you may only apply for ONE project offered through the EPSRC CDT in Offshore Wind Energy Sustainability and Resilience.

Please ensure that you familiarise yourself with the Aura CDT website before you apply to give you a good understanding of what a CDT is, our CDT’s research focus and the training and continuing professional development programme that runs alongside the CDT. The Frequently asked questions page and Candidate resources page are essential reading prior to applying.

Applications are made via the Loughborough University admissions system. If you have not applied to Loughborough University before, you will need to set up an account to enable you to track the progress of your application and upload supporting documents.

As part of the recruitment process, we ask that you submit a short film of you delivering a presentation, of up to 5 minutes in length, on “How do your experiences and qualities provide a background to contribute to research and innovation for the project you have applied for”.

You will be assessed on the content of your presentation, not your film editing skills, but please be mindful of filming in an appropriate, quiet location. Please film the presentation in whatever way you feel most comfortable with. For example, it could be a slide presentation with voice over, or you may wish to present simply talking to the camera.  Please use the tools and technology that are accessible to you and that you feel comfortable with e.g. your mobile phone, or the built-in ‘Record Slide Show’ on Keynote (macOS, iOS, iPadOS) or Powerpoint etc.

We also ask that you complete a Supplementary Application Form. This includes space for you to provide a link where the shortlisting panel may view your film.

Follow this link to apply for CDT projects at Loughborough University: https://www.lboro.ac.uk/study/postgraduate/apply/research-applications/

Under programme name, select ‘Civil Engineering Offshore Wind Energy Sustainability and Resilience’. Both Full-time and Part-time modes of study are available (part-time study is only available to Home students due to visa restrictions). Please quote the advertised reference number in your application: this is Aura26-CK for “Single-turbine scale quantification of wake turbulence”.

With your application, you need to upload copies of the following supporting evidence:

• Complete transcripts (and final degree certificate(s) where possible). If your qualification documents are not in English, you will need to supply copies of your original language documents as well as their official translation into English.
• Your Curriculum Vitae (CV).
• A completed Supplementary Application Form (upload as part of your supporting evidence documentation).

Uploading the form 

When you have completed the form, please save it as a pdf format and labelled as follows:

Last name_first name PhD application form

Upload the form as part of your application documents through the Loughborough University student application portal upload as part of your supporting evidence documentation. Please do not send your form directly to the Offshore Wind CDT.

Interviews

First-round interviews will be held online during early to mid-February 2026. The interview panel will comprise the project supervisory team members from the host university where the project is based, plus a representative of the CDT.  Where the project involves external supervisors from university partners or industry sponsors then representatives from these partners may form part of the interview panel and your application documents will be shared with them (with the guaranteed interview scheme section of the supplementary application form removed).

If you are successful, you will progress to a second interview towards the end of February 2026. This will be with key academics from the CDT from across our four partner institutions (Durham University, University of Hull, Loughborough University, University of Sheffield) and your application documents will be shared with them (with the guaranteed interview scheme section removed from the supplementary application form).

If you have any queries about this project, please contact Prof Chris Keylock, c.j.keylock@lboro.ac.uk

You may also address queries about the CDT to auracdt@hull.ac.uk.

References:

Howard, K.B. et al. 2015. On the statistics of wind turbine wake meandering: An experimental investigation, Physics of Fluids 27, 075103 doi: 10.1063/1.4923334

Kadum, H. et al. 2019. Wind turbine wake intermittency dependence on turbulence intensity and pitch motion, Journal of Renewable and Sustainable Energy 11, 053302, doi: 10.1063/1.5097829

Keylock, C.J. 2018. The Schur decomposition of the velocity gradient tensor for turbulent flows, Journal of Fluid Mechanics 848, 876-904.

Li, Y., Meneveau, C., Chen, S., Eyink, G.L. 2006. Subgrid-scale modeling of helicity and energy dissipation in helical turbulence, Physical Review E 74, 2. 026310, 10.1103/PhysRevE.74.026310.

Porté-Agel, F., Bastankhah, M. & Shamsoddin, S. 2020. Wind-Turbine and Wind-Farm Flows: A Review. Boundary-Layer Meteorol 174, 1–59.

Yu, J.-L., Zhao, Z., Lu, X. 2021. 2021. Non-normal effect of the velocity gradient tensor and the relevant subgrid-scale model in compressible turbulent boundary-layer, Physics of Fluids 33, 2, 025103. 10.1063/5.0038607