Dr Caroline Shenton-Taylor
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Biography
Caroline is a Applied Nuclear Physics Senior Lecturer. Presently her interests include AI and smart data analytics, addressing challenges within nuclear security, nuclear decommissioning, nuclear forensics, nuclear medicine and health monitoring. Alongside her research and teaching, Caroline is passionate about scientific exchange and runs the She is the , and has contributed to Radio 4, local radio and numerous festival and outreach events. Explore more of Caroline's outreach work on her
Caroline obtained her PhD in the field of Magnetic Compton Scattering in 2007 from the University of Warwick. Working with synchrotron X-rays, she explored a range of magnetic materials with applications including enhanced computer memory and innovative refrigeration. From 2007 to 2017 Caroline transitioned into industry, leading a diverse portfolio of scientific research projects on behalf of the UK Ministry of Defence and UK Home Office. Throughout this time Caroline was the Team and Technical Lead for an interdisciplinary research team, focused on the development of novel methods to detect the presence of radiological and nuclear materials. in 2017 she joined the Â鶹ÊÓƵ forming the Nuclear Applications and AI team.
Areas of specialism
University roles and responsibilities
- MPhys Placement Lead (Sept 2023 - on)
- Physics Undergraduate Admissions Tutor 2018-2023
- Acting Senior Tutor for Professional Training Jan-Sept 2018
- Institute of Physics IOP Mentor (2009 onwards)
My qualifications
Previous roles
ResearchResearch interests
Active research
- 2022-2025, Optimisation of AI for cancer screening lead for the Â鶹ÊÓƵ in collaboration with and , and the
- 2023-2024, Data analytics and AI for optimised radiation detection principal investigator for the Â鶹ÊÓƵ and part of the
- 2023-2026, Automated Decision Making to Streamline Radioisotope Identification
- 2023-2027, Optimisation of radiation health monitoring through machine learning and data fusion part of
- 2022-2025, Enhanced nuclear fuel monitoring, part of the supervisory team in collaboration with the
Past projects
- Machine learning techniques for nuclear decommissioning lead in collaboration with the Â鶹ÊÓƵ Chemistry Department, and part of the | 2019-2023
- Optimised scintillator section through fuzzy logic principal investigator for the Â鶹ÊÓƵ in collaboration with the | 2021
- Quantum dot enhanced detection technology principal investigator for the Â鶹ÊÓƵ | 2017-2021
- Innovative alpha detection for environmental applications principal investigator for the Â鶹ÊÓƵ using | 2018-2019
- Thermoluminescence of fibres and beads for radiation dosimetry lead for the Â鶹ÊÓƵ | 2018-2022
Research collaborations
Caroline has collaborated and exchanged scientific ideas with a wide range of organisations including:
- - Physics Department
- - Maths Department
- - Physics Department
- - Physics Department
- t
Indicators of esteem
Lynne Millward Academic Staff Member of the Year 2023
MoD Chief Scientific Advisers Commendation Award 2011
Famelab 2014 UK National Winner
British Aerospace Engineering Chairman's Award 2010
International Famelab 2014 Audience Winner
Hall of Famelab 2017 Reserve
Research interests
Active research
- 2022-2025, Optimisation of AI for cancer screening lead for the Â鶹ÊÓƵ in collaboration with and , and the
- 2023-2024, Data analytics and AI for optimised radiation detection principal investigator for the Â鶹ÊÓƵ and part of the
- 2023-2026, Automated Decision Making to Streamline Radioisotope Identification
- 2023-2027, Optimisation of radiation health monitoring through machine learning and data fusion part of
- 2022-2025, Enhanced nuclear fuel monitoring, part of the supervisory team in collaboration with the
Past projects
- Machine learning techniques for nuclear decommissioning lead in collaboration with the Â鶹ÊÓƵ Chemistry Department, and part of the | 2019-2023
- Optimised scintillator section through fuzzy logic principal investigator for the Â鶹ÊÓƵ in collaboration with the | 2021
- Quantum dot enhanced detection technology principal investigator for the Â鶹ÊÓƵ | 2017-2021
- Innovative alpha detection for environmental applications principal investigator for the Â鶹ÊÓƵ using | 2018-2019
- Thermoluminescence of fibres and beads for radiation dosimetry lead for the Â鶹ÊÓƵ | 2018-2022
Research collaborations
Caroline has collaborated and exchanged scientific ideas with a wide range of organisations including:
- - Physics Department
- - Maths Department
- - Physics Department
- - Physics Department
- t
Indicators of esteem
Lynne Millward Academic Staff Member of the Year 2023
MoD Chief Scientific Advisers Commendation Award 2011
Famelab 2014 UK National Winner
British Aerospace Engineering Chairman's Award 2010
International Famelab 2014 Audience Winner
Hall of Famelab 2017 Reserve
Supervision
Postgraduate research supervision
PhD students, Primary Supervisor
- L Tomaszewski, started 2024, Optimisation of radiation health monitoring through machine learning and data fusion
- J Wroe-Brown, started 2023, Automated Decision Making to Streamline Radioisotope Identification.
- A Worthy, started 2022, Development and use of new and derived data to facilitate the optimisation and evaluation of breast screening AI tools.
- A Hickman, started 2022, Assessing the reliability of AI for predicting the risk of breast cancer.
- L Lee-Brewin, 2019-2023, Machine Learning Techniques Applied to Challenging Gamma Spectra
- C Termsuk, 2018-2022 Silica based fibres for radiation dosimetry
- C Grove, 2017-2021 Quantum Dot Loaded Nanocomposite Plastic Scintillators,
- K Ley, 2016-2020, Thermoluminescence of silica beads for dosimetry up to 250 kGy, formerly with Dr Lohstroh
- S Parsons Detecting ionizing radiation with polarising light (completed 2017) Industry supervisor
General topics for future UG, MSc and PhD projects
- Fuzzy logic for nuclear applications
- Convolutional neutral networks applied to Nuclear Security
- Machine leaning within Nuclear Medicine
- Use of automatic AI code generation for the Nuclear Industry
- AI Deep Learning methods
- Genetic algorithms, sparse data techniques
Teaching
Current Teaching
- U/G Year 1 (Level 4) Fundamentals of Physics - Module Lead
- U/G Year 4 (Level 7) MPhys Dissertation - Module Lead
- U/G Year 3 (Level 6) STEM Education & Public Engagement - Module Lead
- U/G Year 3 (Level 6) Interim MPhys Report - Module Lead
- MSc Course (Level 7) Extended Group Project - Module Tutor
Supervisions
- PhD supervision - Primary supervisor 4 students, second supervisor to 3 students
- MSc Dissertation Project supervision
- MPhys Visiting Tutor
- BSc Final Year Project supervision
- Professional Training Year (PTY) Visiting Tutor
- Personal Tutor
Past Teaching
- U/G Year 1 (Level 4) Small Group Tutorial Classes
- MSc Radiation Laboratory (Level 7) & , part of academic supervisory team
Publications
Highlights
Over 120 authored technical industrial reports (2007-2017)
Examples of co-authored publications/articles/proceedings are listed below.
Synthesised low-dose clinical screening mammograms: an evaluation of suitability for AI training (2025) A Worthy, N Smith, C Shenton-Taylor | Journal Paper
Creation of simulated mammography data to supplement machine learning training datasets (2024) A. Worthy, A. Mackenzie, N. Smith, and C. Shenton-Taylor SPIE IWBI 2024 | Conference Proceedings
Using principle component analysis to identify isotopes in gamma spectra collected in urban environments (2024) J. Trevallion, L Lee-Brewin, C. Shenton-Taylor IEEE NSSMIC doi | Conference Proceedings
Investigating detector response and temperature dependence in the U.K. SIGMA dataset (2024) R Holden, J. Biggs, L. Lee-Brewin, C. Shenton-Taylor IEEE NSSMIC doi | Conference Proceedings
Transitioning neural network isotope identifiers to real-world deployment scenarios (2024) L. Lee-Brewin, C. Shenton-Taylor IEEE NSSMIC doi | Conference Proceedings
An artificial neural network algorithm developed for shielded multi-isotope identification (2023) L Lee-Brewin, D. Read and C. Shenton-Taylor | Journal Paper
Thermoluminescence Glow Curve Study of beta irradiated Ge doped core fibre with different dopant concentrations, (2022) C. Termsuk, S. Sweeney and C. Shenton-Taylor, Radiation Physics and Chemistry, | Journal Paper
Fading and Residual Responses for Thermoluminescent Dosimetry of Silica Beads Irradiated Using a High-dose Electron-beam (2021) K Ley, S A Hashim, A Lohstroh, C Shenton-Taylor, D A Bradley, Radiation Physics and Chemistry | Journal Paper
X-ray Luminescence of Nanocomposite Plastic Scintillator using CuInS/ZnS Quantum Dots (2021) C.L. Grove, I.H.B. Braddock, M.P. Taggart, C. Crean, S.J. Sweeney, P.J. Sellin, and C. Shenton-Taylor SORMA West | Conference Proceedings
Thermoluminescence response of silica beads to high-dose irradiations (2020) K Ley, S A Hashim, A Lohstroh, C Shenton-Taylor, D A Bradley, Radiation Physics and Chemistry, | Journal Paper
Application of a novel search method to handled gamma radiation detection (2019) P K Soin, S Pitts, C Shenton-Taylor, J Barnes, IEEE Sensors Journal, | Journal Paper
Investigating the components of signals produced by the Pockels CCD imaging technique in CdZnTe (2019) S Parsons, A Langley, C Shenton-Taylor, A Lohstroh, IEEE Transactions on Nuclear Science | Journal Paper
Effect of shielding conductivity on magnetic induction tomographic security imagery (2017) J Wood, R Ward, P Tatum, C Shenton-Taylor, S Taylor, G Bagley, M Joseph, J C Watson, IEEE Transactions on Magnetics, 53 issue 4 DOI: | Journal Paper
Conference, Assessment of quantum dots for nuclear security (2017) T Crane, A Gavin, J Burns, D Glass, P Sellin, C Shenton-Taylor, Nuclear Science Symposium and Medical Imaging Conference 2017/IEEE | Conference Proceedings
Predicting the air fluorescence yield of radioactive sources (2016) C Thompson, E E Barritt, C Shenton-Taylor, Elsevier Radiation Measurements, 88, pp. 48-54 | Journal Paper
Discrimination of liquid samples using magnetic induction tomography (2016) P Tatum, R Ward, C Lloyd, J Wood, S Taylor, C Shenton-Taylor, J. Watson, ESMA 2016 | Conference Proceedings
Cadmium zinc telluride based infrared interferometry for X-ray detection (2015) A Lohstroh, I Della-Rocca, S Parsons, A Langley, C Shenton-Taylor, D Blackie, Applied Physics Letters 106 063507 | Journal Paper
Investigation of THGEM technology for nuclear security applications (2015) K Ley, A Langley, C Steer, C Shenton-Taylor, EPJ Web of Conferences 2015/MPGD | Conference Proceedings
Imaging by electromagnetic induction with resonant circuits (2015) R Guillizoni, J C Watson, P A Bartlett, F Renzoni, SPIE Image Sensing Technologies: Materials, Devices, Systems, and Applications II, At Baltimore, USA, Volume: Proc. SPIE 9481 DOI: 10.1117/12.2183180 | Conference Proceedings
Magnetic Imaging through metallic enclosures (2015) B J Darrer, J C Watson, P Bartlett, F Renzoni, 7th International Symposium on Process Tomography | Conference Proceedings
Wavelet analysis of high and low resolution gamma-ray spectra: an investigation of peak finding techniques (2015) C Thompson, R L Turner, K Vaughan, Nuclear Science Symposium & Medical Imaging Conference 2015/IEEE | Conference Proceedings
Wavelet analysis of shielded radiological material: The applicability of wavelet analysis for National Security (2014) K Vaughan, R L Turner, P Kendall, Nuclear Science Symposium and Medical Imaging Conference 2014/IEEE | Conference Proceedings
Wavelet analysis for the separation of spectral features (2014) R L Turner, K Vaughan, IMA's 10th International Conference on Mathematics in Signal Processing | Conference Proceedings
Distributed detector radiation networks: Static and Mobile sensor configurations (2014) C Shenton-Taylor, R Murphy, N Shute, Nuclear Science Symposium and Medical Imaging Conference 2014/IEEE | Conference Proceedings
Spectra fusion using fuzzy logic (2014) A Langley and C Shenton-Taylor, IMA's 10th International Conference on Mathematics in Signal Processing | Conference Proceedings
Development of a three-dimensional model for sensor positioning (2013) C Shenton-Taylor, Nuclear Science Symposium and Medical Imaging Conference 2013/IEEE | Conference Proceedings
Exploration of the Pockels effect for radiation detection applications (20 12) D Blackie, A Langley, C Shenton-Taylor, V Permual, Nuclear Science Symposium and Medical Imaging Conference 2012/IEEE | Conference Proceedings
Signal Analysis and data fusion methodologies (2012) C Shenton-Taylor, G Hurst, K Duore, P R Arthur, Nuclear Science Symposium and Medical Imaging Conference 2012/IEEE | Conference Proceedings
A multi-phase equation of state applied to the study of shock loaded tin (2011) C Shenton-Taylor, A Glauser, E Price, T Ota, APS Shock Compression of Condensed Matter | Conference Proceedings
Spin and orbital moments in Fe3O4 (2010) J A Duffy, J W Taylor, S B Dugdale, C Shenton-Taylor, M W Butchers, S R Giblin, M J Cooper, Y Sakurai, M Itou, Physical review. B, Condensed matter 04/2010; 81(13). | Journal Paper
Bulk spin polarization of Co(1-x)Fe(x)S2 (2009) C Utfeld, S R Giblin, J W Taylor, J A Duffy, C Shenton-Taylor, J Laverock, S B Dugdale, M Manno, C Leighton, M Itou, Y Sakurai, Physical Review Letters | Journal Paper
Development of magnetic Compton scattering using a 9T cryomagnet at the ESRF (2008) J A Duffy, J W Taylor, C Shenton-Taylor, C Steer. L V Blaauw, M J Cooper, Acta Crystallographic Section A Foundations of Crystallography | Journal Paper
A short history of magnetic Compton scattering (2007) M J Cooper, C Shenton-Taylor, J A Duffy, C A Steer, L V Blaauw, Nuclear Instruments and Methods in Physics Research Section A Accelerators Spectrometers Detectors and Associated Equipment 09/2007; 580(1):1-7. | Journal Paper
Compton scattering studies of 4f ferromagnetism (2007) M J Cooper, J A Duffy, Z F Banfield, A M Bebb, L Blaauw, C Shenton-Taylor, C Steer, J W Taylor, Radiation Physics and Chemistry 05/2007; | Journal Paper
Magnetic Compton scattering study of the magnetocaloric material Gd7Pd3 (2007) C Shenton-Taylor, J A Duffy, J W Taylor, C A Steer, D N Timms, M J Cooper, L V Blaauw, Journal of Physics Condensed Matter 05/2007; 19(18):186208. | Journal Paper
Spin wave dynamics of MnO confined in nanometer pores (2006) J W Taylor, J A Duffy, C S Steer, C Shenton-Taylor, Journal of Magnetism and Magnetic Materials 03/2007; 310(2): | Journal Paper
The size enhanced spin moment in NiO nanoparticles (2006) C Steer, C Shenton-Taylor, J.A. Duffy, Spring-8 Highlights Journal | Conference Proceedings
Spin-resolved Compton scattering study of RuSr2GdCu2O8 (2005) Z F Banfield, J A Duffy, J W Taylor, C A Steer, A Bebb, M J Cooper, L Blaauw, C Shenton-Taylor, R Ruiz-Bustos, Journal of Physics Condensed Matter 08/2005; 17(36):5533. | Journal Paper
Academic Publications – Technical Sponsor
Magnetic Imaging: A new tool for UK National Nuclear Security (2015) B J Darrer, J C Watson, P Bartlett, F Renzoni, Nature Scientific Reports 01/2015; Sci. Rep. 5, 7944 DOI: 10.1038/srep07944I
Toward an Automated Setup for Magnetic Induction Tomography (2015) B J Darrer, J C Watson, P Bartlett, F Renzoni, IEEE Transaction on magnetics 01/2015, 51(1), 6500105
A bio-inspired chemical sensor of gamma and neutron radiation (2014) J A Griffith, T A Bayer, Sensors and Actuators B 190 818-821 doi.org/10/1016/j.snb.2013.09.012