Personal profile
Research interests
My research focuses on animal sound and machine learning (AI). I develop methods to understand animal behaviour and monitor animal populations, using modern computational methods to uncover new evidence from audio data.
Current courses
Click here for my courses.
Keywords
- Machine learning
- Deep learning
- AI
- Audio
- Bioacoustics
- Biodiversity
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 7 Affordable and Clean Energy -
SDG 11 Sustainable Cities and Communities
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Collaborations and top research areas from the last five years
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A dataset of insect sounds from 459 species for bioacoustic machine learning
Faiß, M., Ghani, B. & Stowell, D., 27 Mar 2026, In: Scientific Data. 13, 1, 9 p., 499.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Clustering and novel class recognition: evaluating bioacoustic deep learning feature extractors
Kather, V. S., Ghani, B. & Stowell, D., 9 Apr 2025, Proceedings of the 11th Convention of the European Acoustics Association: Forum Acusticum EuroNoise 2025. p. 2153-2160 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile24 Downloads (Pure) -
Data-driven Sampling Strategies for Fine-Tuning Bird Detection Models
Bernard, C., McEwen, B., Cretois, B., Glotin, H., Stowell, D. & Marxer, R., 4 Oct 2025Research output: Other contribution
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Enhanced Load Forecasting with GAT-LSTM: Leveraging Grid and Temporal Features
Orji, U., Güven, Ç. & Stowell, D., Feb 2025. 9 p.Research output: Contribution to conference › Paper › Scientific
Open AccessFile2 Downloads (Pure) -
Grid-aware spatio-temporal graph neural networks for multi-horizon load forecasting
Orji, U., Güven, Ç. & Stowell, D., Sept 2025, In: Energy Informatics. 5, 3, p. 52-65Research output: Contribution to journal › Conference article
Activities
- 1 Oral presentation
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AI for Power Load & Renewable Energy Forecasting - (ILUSTRE LAB)
Orji, U. (Speaker), Güven, Ç. (Speaker) & Stowell, D. (Speaker)
22 Nov 2024Activity: Talk or presentation types › Oral presentation › Scientific
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Identifying unknown species and unknown sounds using machine learning
Kather, V. (Researcher) & Stowell, D. (Principal Investigator)
1/04/24 → 31/03/28
Project: Research project
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TABMON: Towards a Transnational Acoustic Biodiversity MOnitoring Network (TABMON)
Stowell, D. (Principal Investigator)
8/01/24 → 8/01/27
Project: Research project
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GUARDEN: safeGUARDing biodivErsity aNd critical ecosystem services across sectors and scales
Stowell, D. (Principal Investigator)
1/11/23 → 1/11/26
Project: Research project
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BioacAI: Bioacoustic AI (MSCA Doctoral Network)
Stowell, D. (Principal Investigator)
1/09/23 → 1/09/27
Project: Research project
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MAMBO: Modern approaches to the monitoring of biodiversity (MAMBO)
Stowell, D. (Principal Investigator)
1/09/22 → 1/09/26
Project: Research project