Current research

My PhD is digital twin model development for the divertor in a fusion power plant: through-life management of the heat-exhaust component, under the loads and duty a reactor would actually see.

The work sits in three related problems.

Diagnostic design: how to instrument a plasma-facing component so a twin is constrained by measurements, not only by simulation.

Reconstruction of fields from sparse sensors: inferring what the divertor is doing from far fewer measurements than a high-fidelity model contains.

Prognostics and health management: turning that reconstructed state into remaining-life and through-life decisions, rather than stopping at a snapshot of the present.

A first-author review of digital twins in fusion is in IEEE Access (2025). Diagnostic-layout work is in a submitted preprint and in IAEA contributions, listed below.

Papers

Geometric and dosimetric analysis of CT- and MR-based automatic contouring for the EPTN contouring atlas in neuro-oncology

Vaassen, F., Zegers, C.M.L., Hofstede, D., Wubbels, M., Beurskens, H., Verheesen, L., Canters, R., Looney, P., Battye, M., Gooding, M.J., Compter, I., Eekers, D.B.P. & van Elmpt, W.

2023 · Physica Medica, 114, 103156 · Co-author (Mirada Medical)

doi: 10.1016/j.ejmp.2023.103156

Clinical evaluation of CT- and MR-based automatic contouring against the EPTN neuro-oncology atlas. I am a co-author from the Mirada Medical DLCExpert work.

Talks & posters

A Divertor Diagnostic Designer for a Digital Twin Environment: producing inputs for Bayesian experimental design and other optimisation workflows

Battye, M.

2026 · IAEA 15th Technical Meeting on Control Systems, Data Acquisition, Data Management and Remote Participation in Fusion Research · 18–22 May 2026 · Poster

Poster. The Diagnostic Designer emits machine-readable diagnostic layouts for BED (for example digiLab’s Uncertainty Engine) and related optimisation, rather than leaving that step in a one-off notebook.