"PhD Studentship: Under pressure: Predictive modelling of battery ageing across the scales"

PhD Studentship: Under pressure: Predictive modelling of battery ageing across the scales

University of Warwick - Centre for Doctoral Training in the Modelling of Heterogeneous Materials (HetSys), School of Engineering

About the project:

Under pressure: Predictive modelling of battery ageing across the scales

Supervisor: Dr Lukasz Figiel, University of Warwick

Lithium-ion batteries are essential for electric vehicles and achieving net-zero targets, but they degrade over time, reducing performance and safety.

A key issue is gas generation, which causes internal pressure build-up and can lead to cell failure, but existing models struggle to capture this complex, multiscale phenomenon efficiently.

This project will develop a novel, physics-informed surrogate model using Bayesian machine learning to predict gas generation and pressure evolution.

Our approach will combine physical insight with data-driven techniques and uncertainty quantification, offering fast, reliable predictions and contributing to safer, longer-lasting batteries.

About HetSys: Harnessing Data, Modelling and Simulation for Real‑World Impact

HetSys (Centre for Doctoral Training in Modelling of Heterogeneous Systems) at the University of Warwick is an innovative, interdisciplinary fully funded PhD programme that brings together science, engineering, and mathematics to tackle some of the most pressing challenges of our time.

• Big Questions, Real Impact – From climate modelling and sustainable energy to advanced materials and biomedical systems, HetSys projects apply cutting‑edge computational and mathematical techniques to problems with global significance.
• Interdisciplinary Training – Students gain expertise across physics, engineering, computer science, and applied mathematics, developing versatile skills that open doors to both academia and industry.
• Collaborative Environment – Work alongside leading researchers and industry partners in a supportive, vibrant community that values curiosity, creativity, and collaboration.
• Future‑Focused Careers – HetSys graduates are equipped with highly sought‑after skills in modelling, simulation, and data science, preparing them for impactful careers in research, technology, and beyond.

If you’re excited by the idea of using advanced modelling and simulation to solve complex, real‑world problems, HetSys offers the perfect environment to push boundaries and make a difference.