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12 from 431 citations
Last updated 24th March 2026
Biography
Dr. Ann Smith’s research interests lie at the interface of mathematical sciences and real-world applications in industrial contexts. Research is at the core of her professional pursuits and links naturally to her participation in the Analysis for Innovators (A4I) scheme with the Newton Gateway to Mathematics partnership, and her facilitation of industry problems at European Study Groups for Industry (ESGI). Her educational foundation includes a PhD in Engineering, an MSc in Applied Statistics, a BSc in Mathematics and a PGCE(FE). In addition, Dr. Smith is a Knowledge Exchange Champion with the Isaac Newton Institute for Mathematical Sciences, University of Cambridge, a Fellow of both the Institute of Mathematics and its Applications, and the Higher Education Academy and an Advanced Data Science Professional.
Research Expertise and Interests
- Condition Monitoring-statistical analysis of mechanical systems using vibration signal outputs. Fault detection in reciprocating compressors.
- Modelling System Behaviours.
- Input Volume Reduction Methodologies for Predictive Classifiers.
- Predictive Analytics for Applied Process Monitoring.
- Non-linear Systems Approaches to Detection of Deviant Events.
- Autonomous Abnormality Assessment.
- Mathematical modelling.
- Evidence based health care.
- e-learning and Education of Mathematics.
External positions
KE Champion, UK Knowledge Exchange Hub for Mathematical Sciences
1 May 2023 → …
Research Expertise and Interests
- Condition Monitoring-statistical analysis
- Mechanical systems
- Vibration signal outputs
- Fault detection in reciprocating compressors
- Modelling System Behaviours
- Input Volume Reduction Methodologies for Predictive Classifiers
- Predictive Analytics for Applied Process Monitoring
- Non-linear Systems Approaches to Detection of Deviant Events
- Autonomous Abnormality Assessment
- Mathematical modelling
- Evidence based health care
- e-learning and Education of Mathematics
- Data Science
- Data Analytics
- Data Analysis
- Industry Applications
- Industry 4
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being -
SDG 4 Quality Education -
SDG 7 Affordable and Clean Energy -
SDG 8 Decent Work and Economic Growth -
SDG 9 Industry, Innovation, and Infrastructure -
SDG 11 Sustainable Cities and Communities -
SDG 12 Responsible Consumption and Production -
SDG 13 Climate Action
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Collaborations and top research areas from the last five years
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An Ontology for Climate Risks in a Credit Risk Management Framework for Financial Institutions
Weichel, H., Angele, J., Baryannis, G., Schäfer, J., Sertkaya, B., Simon, M. & Smith, A., 7 Apr 2026, Applied Computer Science: 11th Spanish German Symposium, SGSOACS 2025, Vienna, Austria, June 30–July 3, 2025, Proceedings. Schäfer, J. & Boubeta-Puig, J. (eds.). 1st ed. Springer, Cham, p. 29-43 15 p. (Communications in Computer and Information Science).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Dynamics of liquid infiltration into an espresso bed using time-resolved micro-computed tomography: Insights from experiment and modeling
Foster, J., Lee, W., Moroney, K. M., Prjamkov, D., Salamon, M., Smith, A., Petrassem-de-Sousa,, J. & Vynnycky , M., 28 Jan 2025, In: Physics of Fluids. 37, 1, 20 p., 013383.Research output: Contribution to journal › Article › peer-review
Open Access -
Applied Data Analysis: A Problem-based Learning Approach
Smith, A., 4 Apr 2024, In: MSOR Connections. 22, 2, p. 21-28 8 p.Research output: Contribution to journal › Conference article › peer-review
Open Access -
Disparities in Criminal Justice Decision-Making
Pina Sanchez, J., Hutton, J., Kamperis, S., Smith, A. & Lee, W., 12 Apr 2024, Cambridge Open Engage, 21 p.Research output: Working paper
Open Access -
Manufacture of Contact Lenses
Moroney, K. M., Greenbank, E., Brosa Planella, F., Bohun, S., Lee, W., Keating, L., Schwarzwalder, M., Smith, A., McGuiness, M., Coughlan, M. & Vynnycky , M., 6 Nov 2024, Cambridge Open Engage, 46 p.Research output: Working paper
Open Access
Activities
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Water Sector Meets Mathematics
Smith, A. (Participant)
24 Mar 2026 → 26 Mar 2026Activity: Participating in or organising an event types › Participating in a conference, workshop, ...
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Mathematical Modelling for Controlled Environment Agriculture
Smith, A. (Invited speaker)
22 Sept 2025Activity: Talk or presentation types › Invited talk
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Virtual Study Group
Smith, A. (Participant)
17 Sept 2025 → 19 Sept 2025Activity: Participating in or organising an event types › Participating in a conference, workshop, ...
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European Study Group with Industry 187
Smith, A. (Participant)
14 Jul 2025 → 18 Jul 2025Activity: Participating in or organising an event types › Participating in a conference, workshop, ...
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Data-driven Engineering Control Systems
Smith, A. (Invited speaker)
25 Jun 2025Activity: Talk or presentation types › Invited talk
Press/Media
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Coffee with a splash of physics: how to make the most out of your brew
28/04/26
1 Media contribution
Press/Media: Expert Comment
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Unevenly packed coffee to blame for weak espresso, say mathematicians
Lee, W. & Smith, A.
5/05/23 → 14/05/23
11 items of Media coverage
Press/Media: Research