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dc.contributor.advisorBoehme, Lars
dc.contributor.advisorCarter, Matt I. D.
dc.contributor.advisorRussell, Deborah Jill Fraser
dc.contributor.authorWyles, Hannah Maria Elizabeth
dc.coverage.spatial217en_US
dc.date.accessioned2024-10-19T19:56:56Z
dc.date.available2024-10-19T19:56:56Z
dc.date.issued2024-12-03
dc.identifier.urihttps://hdl.handle.net/10023/30725
dc.description.abstractClimate change impacts are particularly complex for animals at the interface between the marine and terrestrial environments, such as grey seals (Halichoerus grypus) which use these environments for survival and reproduction. For effective species conservation management, we need to consider the potential impacts of climate change. This thesis predicts where environment currently suitable for foraging will be in future, as well as assessing the potential impact of sea level rise (SLR) and future storm surges on grey seal breeding sites. This thesis utilises tracking data for 37 grey seals, in three regions of the North Sea and the Channel (south-east England, Scotland, and France). Chapter II: I demonstrate that there are differences in the habitat associations of foraging and travelling behaviours across regions using a random forest algorithm. Model performance AUC scores ranged from 0.58-0.74 across regions. Chapter III: I predict where currently suitable foraging habitat for grey seals will be in 2050. Predictions suggest that currently suitable foraging areas will decrease in the south-east England region by ~50% and increase for the Scotland and France regions by ~45% and ~65% respectively. There is uncertainty in future predictions due to extrapolation of environmental space from current conditions. Chapter IV: I present the first analysis of SLR and storm surge impacts on UK grey seal breeding sites. I show that a future 1-in-10-year storm will inundate more habitat than a current day 1-in-100-year storm at all breeding sites studied and may lead to increased pup mortality. This thesis highlights ecologically important areas for UK grey seals in the current day and in the future which will inform marine spatial planning and conservation management of UK grey seals. The methods will also be applicable for assessing future climate change impacts to other marine predator species.en_US
dc.language.isoenen_US
dc.relationWyles, H. M. E., Boehme, L., Russell, D. JF., & Carter, M. I. D. (2022). A novel approach to using seabed geomorphology as a predictor of habitat use in highly mobile marine predators: implications for ecology and conservation. Frontiers in Marine Science, Article 818635. https://doi.org/10.3389/fmars.2022.818635en
dc.relation.urihttps://doi.org/10.3389/fmars.2022.818635
dc.subjectClimate changeen_US
dc.subjectGrey sealen_US
dc.subjectRandom forest algorithmen_US
dc.subjectMarine managementen_US
dc.subjectMarine mammalsen_US
dc.subjectSea level riseen_US
dc.subjectSpecies conservation managementen_US
dc.subjectHidden Markov models (HMMs)en_US
dc.subjectMovement ecologyen_US
dc.subjectSatellite telemetry dataen_US
dc.titlePredicting the impacts of climate change on grey seals (Halichoerus grypus) : implications for UK marine managementen_US
dc.typeThesisen_US
dc.contributor.sponsorUK Government. Department for Energy Security & Net Zero (DESNZ). Offshore Energy Strategic Environmental Assessment (SEA) programmeen_US
dc.contributor.sponsorUniversity of St Andrews. School of Biologyen_US
dc.type.qualificationlevelDoctoralen_US
dc.type.qualificationnamePhD Doctor of Philosophyen_US
dc.publisher.institutionThe University of St Andrewsen_US
dc.rights.embargodate2029-10-15
dc.rights.embargoreasonThesis restricted in accordance with University regulations. Restricted until 15 Oct 2029en
dc.identifier.doihttps://doi.org/10.17630/sta/1125
dc.identifier.grantnumberOESEA-20-118en_US


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