Personal profile
Research interests
My research interests involve using data science, machine learning, and computer vision to analyse and interpret aquatic animal health data.
Biography
I have a Ph.D. in Computing Science, with a thesis titled "Innovative Signal Processing and Data Mining Techniques for Aquatic Animal Health." This project was conducted through a joint-funded studentship with the University of Stirling and SRUC. Prior to this, I graduated with a 1st class B.Sc.(Hons.) in Software Engineering from the University of Stirling in 2019.
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Collaborations and top research areas from the last five years
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KTIF: Using AI to generate information from routine pig farm vet inspections
Rodrigues da Costa, M. (PI), Carmichael, S. (CoPI), Berezowski, J. (CoI), Ahmed, S. (Researcher), Rivera Gomis, J. (Researcher), McGowan, A. (CoPI) & Strachan, D. (CoI)
1/11/25 → 31/03/26
Project: Research
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AIA ABA ST: Artificial Intelligence Assisted Animal Biosecurity Advice Search Tool
Lamont, K. (PI), Duncan, A. J. (CoPI), Pate, L. (CoI), Melville, L. (CoI) & Carmichael, S. (CoI)
Project: Research
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Bitesize Biosecurity: Helping Farmers and Vets with Livestock Health
Carmichael, A., Ahmed, S., Rodrigues da Costa, M., Giangreco, A., Duncan, A. & Lamont , K., 3 Oct 2025, (Accepted/In press).Research output: Contribution to conference › Poster
Open AccessFile -
Project report
Lamont , K., Duncan, A. J., Carmichael, A., Pate, L. & Melville, L., 16 Apr 2025, (Submitted) 2 p.Research output: Other contribution › peer-review
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Health monitoring of Atlantic salmon (Salmo salar L.) using weekly mortality data and dynamic linear models
Carmichael, A. F. B., Merca, C. M. G. & Boerlage, A. S., 20 Nov 2024.Research output: Contribution to conference › Abstract
File43 Downloads (Pure) -
Analysing hyperplasia in Atlantic salmon gills using empirical wavelets
Carmichael, A. F. B., Baily, J. L., Reeves, A., Ochoa, G., Boerlage, A. S., Gunn, G., Allshire, R. & Bhowmik, D., 6 Apr 2023, (First published) Medical Imaging 2023: Digital and Computational Pathology. Tomaszewski, J. E. & Ward, A. D. (eds.). SPIE, 124710I. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12471).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Artificial Intelligence can assist diagnosis of hyperplasia in Atlantic Salmon Gill Histology Images
Carmichael, A., Baily, J., Reeves, A., Ochoa, G., Boerlage, A., Turnbull, J., Gunn, G., Allshire, R. & Bhowmik, D., 28 Nov 2023.Research output: Contribution to conference › Abstract
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Biosecurity in the age of AI - the new farm tool
Lamont, K. (Participant), Carmichael, S. (Other) & Duncan, A. J. (Other)
26 Mar 2025Activity: Other activity types › Other
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SAIC Workshop: Climate-ready salmon aquaculture - strategies for the future
Carmichael, S. (Participant) & Boerlage, A. (Participant)
5 Nov 2025Activity: Participating in or organising an event types › Participating in a conference, workshop, ...
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Driving solutions together: a sector-wide conversation on prevention over cure
Carmichael, S. (Participant) & Hutchinson, I. (Participant)
30 Apr 2025Activity: Participating in or organising an event types › Participating in a conference, workshop, ...
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Aquaculture Solutions Session at A3 Scotland Conference
Carmichael, S. (Speaker)
19 Aug 2024Activity: Talk, evidence or presentation types › Invited talk
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Overview of Aquaculture Projects at SRUC
Carmichael, S. (Speaker)
16 Oct 2024Activity: Talk, evidence or presentation types › Invited talk