PhD Studentship: Combining Deep Learning and Computational Thermodynamics Modelling to Design Novel Functionally Graded Multimaterial Components

Project title: PhD Studentship in Nanophotonics and Metamaterials: Development of Switchable and Programmable Metasurfaces using Novel Materials Supervisory Team: Prof. Otto Muskens; Dr Ioannis ZeimpekisProject description:Metaoptics, the application of metasurface concepts in optical systems, is a rapidly growing field that has the potential to...

Supervisory Team: Professor Pedro Rivera and Dr Ben CameronProject description:Rail safety is dependent upon the ability to control the nucleation and growth of cracks. Current popular techniques focus on crack prevention, e.g. through grinding, but the mechanisms leading to failure remain largely ununderstood. The topic has recently been reviewed...

Supervisory Team: Ioannis ZeimpekisProject description:Revolutionising the semiconductor industry with next generation 2D materials and devices.Moore's Law is currently being challenged with Nvidia CEO recently claiming it is over. The scaling of transistors cannot continue due to physical limitations of silicon posing a threat to the sustainable evolution...

PhD Supervisor: Antonia MarcuSupervisory Team: Antonia Marcu, Jonathon HareProject description:Deep Learning (DL) is a widely successful tool. However, there are many fundamental challenges left to solve in DL. One such challenge is "simplicity bias'', which is a model's bias towards learning simplistic rules even at the cost of performance. As a result,...

PhD Supervisor: Dr Lei LiSupervisory Team: Dr Lei Li, Prof. Age ChapmanProject description:In this unique PhD project, we aim to develop advanced AI models for creating cardiac digital twins, i.e., virtual heart models. We will employ the dataset (imaging, ECG, electronic medical records, etc) collected from the patients, to accurately modelling the anatomy...

PhD Supervisor: Dr Seung Lee Supervisory Team: Dr Seung Lee (School of Chemistry), Prof. Jeremy Webb (School of Biological Sciences and national Biofilms Innovation Centre), Prof. Paul Stoodley (University of Southampton and Ohio State University)Project description:A fully-funded 4 year PhD studentship (Institute for Life Sciences studentship) for research...

Supervisory Team: Dr Seung Lee (School of Chemistry), Prof. Jeremy Webb (School of Biological Sciences and National Biofilms Innovation Centre), Prof. Paul Stoodley (University of Southampton), Dr Rob Howlin (Haleon, industry), Dr David Bradshaw and Dr Ricarda Hawkins (Haleon, industry) Project Description:A fully-funded 4 year National Biofilms Innovation...

Supervisory Team: Dr Christine Evers Project Description: Are you keen on conducting research at the intersection of artificial intelligence, deep learning and robot perception? We are recruiting a fully-funded (UK fees) PhD student who will work amongst a team of researchers on an exciting, EPSRC-funded research programme on "Active Audition for Robots...

Supervisory Team: Professor Pedro Rivera and Professor Philippa Reed Project Description:Superalloys are a class of advanced materials able to withstand very high temperatures and corrosive environments. A major problem they face is printability – the formation of cracks and pores upon laser or electron beam additive manufacturing. There is a compromise...

Supervisory Team: Dr Han WuPhD Supervisor: Han WuProject description:In the wake of growing data privacy concerns and the enactment of the GDPR, Federated Learning (FL) has emerged as a leading privacy-preserving technology in Machine Learning. Despite its advancements, FL systems are not immune to privacy breaches due to the inherent memorisation...

Project title: Integrated photonics for ion-trap quantum computing Supervisory Team: Dr Peter Horak, Dr James GatesProject description: The University of Southampton is expanding its PhD research in the area of Quantum Technology Engineering. In addition to the research project outlined below you will receive substantial training in scientific, technical,...

Project title: Machine Learning models for subgrid scales in turbulent reacting flows Supervisory Team: Temistocle Grenga, Ed RichardsonProject description:Supervised deep convolutional neural networks (CNNs) and generative adversarial networks (GANs) have gained significant attention for large eddy simulation (LES) subgrid-scale (SGS) modeling in turbulent...

Supervisory Team: Benjamin CameronProject descriptionThis PhD is focussed on a new theoretical/computational method to measure material properties in places where they are really difficult to measure: e.g. in a shock wave, in a shear band, or at a crack tip. These are all of critical importance in many engineering problems such as car crashes, manufacturing...

Supervisory Team: Chris-Kriton Skylaris (90%) Andrea Russell (10%)Project description:Proton-exchange Membrane (PEM) hydrogen fuel cells are an emerging technology for environmentally sustainable transport and other carbon-neutral energy applications. A crucial component of these devices are the metallic catalyst nanoparticles which allow the chemical...

Supervisory Team: Dr N.C. Townsend, Prof D.A. Hudson and Dr J.A. Bowker (industrial)Project descriptionShip model testing is expensive and time consuming. Can we derive hydrodynamic seakeeping and manoeuvring characteristics with focused datasets, eliminating time consuming single variable investigations?In this PhD program you will develop and test novel...

PhD Supervisor: Thomas BlumensathSupervisory Team: Thomas Blumensath (ISVR), Daniel Clark (ECS), Mark Mavrogordato (Engineering)Project descriptionX-ray computed tomography uses X-ray radiation to generate three dimensional images of an object's external and internal structure. The method is not only used for medical diagnostics but is also increasingly used...

PhD Supervisor: Dr Nema AbdelazimSupervisory Team: Dr Nema AbdelazimProject description: The University of Southampton is expanding its PhD research in the area of Quantum Technology Engineering. In addition to the research project outlined below you will receive substantial training in scientific, technical, and commercial skills.We are offering an exciting...

Supervisory Team: Edward Richardson; Ali ElhamProject descriptionThe condensation trail (contrail) emissions of future low-CO2 aircraft will be assessed as part of a climate-optimised aircraft design methodology. Aircraft contrails and contrail cirrus account for more than half of the climate forcing from aircraft operations to date. Radically different...

Supervisory Team: Chris-Kriton Skylaris (80%) Jeremy Frey (20%) Project Description: The computational simulation of chemical reactions in materials requires an accurate, explicit description of their electrons. This can be achieved by quantum mechanical calculations from first principles, in particular with Density Functional Theory (DFT) which achieves a...

Project title: Learning for Control: Enabling Efficient Networked Autonomous Systems Supervisory Team: Konstantinos Gatsis Project description:There is an ongoing transformation in engineering autonomous systems that aim to achieve complex objectives with limited human intervention in applications such as robotics, self-driving cars, and industrial systems....