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A Multi-Farm Global-to-Local Expert-Informed Machine Learning System for Strawberry Yield Forecasting

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dc.contributor.authorBeddows, Matthew Andrew
dc.contributor.authorLeontidis, Georgios
dc.contributor.institutionUniversity of Aberdeen.Natural & Computing Sciencesen
dc.contributor.institutionUniversity of Aberdeen.Vice Principalsen
dc.contributor.institutionUniversity of Aberdeen.Machine Learningen
dc.contributor.institutionUniversity of Aberdeen.Computing Scienceen
dc.date.accessioned2024-06-03T12:53:02Z
dc.date.available2024-06-03T12:53:02Z
dc.date.issued2024-06-02
dc.descriptionThis work was funded by the Data Lab, Angus Soft Fruits, and a School of Natural and Computing Sciences PhD studentship. We would like to thank Angus Soft Fruits for their support throughout this study, including allowing us access to the data that were used in this paperen
dc.description.statusPeer revieweden
dc.format.extent23
dc.format.extent1158417
dc.identifier289867472
dc.identifier19520b58-45d8-4f74-82e7-0455f280a8c2
dc.identifier85197109113
dc.identifier.citationBeddows, M A & Leontidis, G 2024, 'A Multi-Farm Global-to-Local Expert-Informed Machine Learning System for Strawberry Yield Forecasting', Agriculture, vol. 14, no. 6, 883. https://doi.org/10.3390/agriculture14060883en
dc.identifier.doi10.3390/agriculture14060883
dc.identifier.iss6en
dc.identifier.issn2077-0472
dc.identifier.otherORCID: /0000-0001-6671-5568/work/160848237
dc.identifier.urihttps://hdl.handle.net/2164/23539
dc.identifier.vol14en
dc.language.isoeng
dc.relation.ispartofAgricultureen
dc.subjectSDG 2 - Zero Hungeren
dc.subjectSDG 13 - Climate Actionen
dc.subject2040 Data and Artificial Intelligenceen
dc.subjectMachine learningen
dc.subjectXGBoost (Extreme Gradient Boosting)en
dc.subjectrandom foresten
dc.subjectStrawberry Yield Forecastingen
dc.subjectTime seriesen
dc.subjectQA75 Electronic computers. Computer scienceen
dc.subject.lccQA75en
dc.titleA Multi-Farm Global-to-Local Expert-Informed Machine Learning System for Strawberry Yield Forecastingen
dc.typeJournal articleen

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