PhD Studentship: Next Generation Machine Learning for Data Analysis

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: Neil SandhamProject descriptionYou will join a group of PhD students and post-doctoral researchers using high performance computing to advance understanding of high speed aerodynamics. Over the past decade we have developed efficient open-source software that enables us to run large numerical simulations with billions grid points on mixed...

PhD Supervisor: Dr Alexander WittigSupervisory Team: Dr Alexander Wittig, Dr Davide Amato (external, from Imperial)Project description:Interest in more complex dynamics of space trajectories beyond perturbed Keplerian dynamics is rapidly growing. In cislunar space Moon, Earth, and spacecraft form a three-body problem already exhibiting a rich set of...

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...

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...

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: Dr N.C. Townsend, Prof D.A. Hudson and Dr J.A. Bowker (industrial)Project descriptionWave energy can be used to improve the performance of ships and boats. By exploiting hydrodynamically the available wave energy, the motions, emissions, and powering requirements of ships operating in adverse weather conditions can be significantly...

Supervisory Team: Thomas Blumensath (ISVR), Alex Dickinson (Engineering Sciences) Project descriptionThree dimensional images of the foot taken under loading conditions can provide a valuable clinical tool for the assessment of bone alignment related complaints. However, as these images have to be taken whilst a person is standing, specialised scanners are...

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: 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: 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: 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....

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,...

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 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...

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...

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: Richard Guest and Jennifer Williams Project Description: Increasingly AI-based biometric technologies, such as facial recognition and voice biometrics, are playing a major role in assisting public authorities to protect the public, reduce serious crime, and help safeguard vulnerable persons. From a technical perspective, there are...

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: Neil SandhamProject descriptionYou will join a group of PhD students and post-doctoral researchers using high performance computing to advance understanding of high speed aerodynamics. Over the past decade we have developed efficient open-source software that enables us to run large numerical simulations with billions grid points on mixed...