Engineer, data scientist and budding limnologist.
Applying my interests in sensors, monitoring, and machine learning to develop forecasting methods for cyanobacterial blooms in Scottish lochs and reservoirs. Funded by the Hydro Nation Scholars programme.
Article
Are more data always better? – Machine learning forecasting of algae based on long-term observations
Atton Beckmann D, Werther M, Mackay EB, Spyrakos E, Hunter P & Jones ID (2025) Are more data always better? – Machine learning forecasting of algae based on long-term observations. Journal of Environmental Management, 373, Art. No.: 123478. https://doi.org/10.1016/j.jenvman.2024.123478
Article
Resolving phytoplankton pigments from spectral images using convolutional neural networks
Salmi P, Pölönen I, Beckmann DA, Calderini ML, May L, Olszewska J, Perozzi L, Pääkkönen S, Taipale S & Hunter P (2024) Resolving phytoplankton pigments from spectral images using convolutional neural networks. Limnology and Oceanography: Methods, 22 (1), pp. 1-13. https://doi.org/10.1002/lom3.10588