Research output per year
Research output per year
Personal profile
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12 from 409 citations
Last updated 20th August 2025
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.
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):
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
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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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., 2 Jun 2025, (Accepted/In press) 11th Spanish German Symposium on Applied Computer Science (SGSOACS 2025). SpringerResearch 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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Mathematical Modelling for Controlled Environment Agriculture
Smith, A. (Speaker)
22 Sept 2025Activity: Talk or presentation types › Invited talk
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Virtual Study Group: Mathematics in Archaeology and the Study of Museum Collections
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. (Speaker)
25 Jun 2025Activity: Talk or presentation types › Invited talk
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13th International Conference on Computer Technologies and Development
Smith, A. (Member of programme committee)
9 Oct 2024 → 11 Oct 2024Activity: Participating in or organising an event types › Participating in a conference, workshop, ...
Press/Media
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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