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dc.contributor.advisorGraversen, Rune Grand
dc.contributor.authorHeiskanen, Tuomas Ilkka Henrikki
dc.date.accessioned2022-05-30T07:53:06Z
dc.date.available2022-05-30T07:53:06Z
dc.date.issued2022-06-10
dc.description.abstractPolar amplification is a prominent feature of recent and projected climate change. The Arctic region shows some of the strongest signs of climate change, including sea-ice retreat and temperatures increasing at twice the rate averaged over the northern hemisphere. A major concern for humanity is the sea-level rise associated with the melting of the ice-sheets and glaciers due to climate change. The atmospheric circulation transports an amount of energy into to the Arctic equivalent that received by the Arctic from the Sun. Thus, the atmospheric energy transport is an important subject to study in the light of Arctic climate change. The atmospheric energy transport may be decomposed into contributions by planetary-scale waves such as Rossby waves and small-scale waves such as cyclones. The energy transport contributions by the different length-scale separated systems are shown to affect the Arctic differently. The meridional energy transport is separated into length-scale contributions using a Fourier-series-based approach. Here we evaluate this approach by comparing it to a novel wavelet-based length-scale decomposition, developed as a part of this project. Further a machine-learning-based length-scale decomposition approximator is developed. The approximator may be applied to climate model output to investigate future changes in the length-scale decomposed energy transport. From the comparisons it is apparent that both the Fourier and wavelet-based length-scale decompositions are skilled approaches, which produce physically meaningful decompositions. Additionally, the Fourier-based decomposition is further developed to yield a length-scale decomposition on a latitude-longitude grid. Once evaluated the Fourier and wavelet-based decompositions are applied to investigate the effects of recent climate change on the atmospheric energy transport, and how these changes affect the Arctic and the Greenland ice-sheet. Through these studies it is conspicuous that shifts of energy transport between length-scale components has occurred during the last decades, and that these shifts have contributed to Greenland ice-sheet melt and Arctic warming.en_US
dc.description.doctoraltypeph.d.en_US
dc.description.popularabstractDuring the last decades the Arctic has warmed at a rate twice that of the northern hemisphere. Global climate change may lead to circulation changes, which may lead to the extra warming of the Arctic region. Here we evaluate and propose methods for decomposing atmospheric energy transport into components based on the length-scale of the weather systems transporting the energy. These systems may affect the Arctic in different ways, energy transport by large-scale systems are shown to impact the whole Arctic strongly, whilst energy transport by small-scale systems is shown to be more important regionally. Trends in atmospheric energy transport components are already observable in the present, which suggest that they can have played a role in the rapidly increasing Arctic temperatures and mass loss from the Greenland ice-sheet.en_US
dc.description.sponsorshipResearch Council of Norway (NFR), Grant/Award Number: 280727en_US
dc.identifier.isbn978-82-8236-479-9
dc.identifier.urihttps://hdl.handle.net/10037/25297
dc.language.isoengen_US
dc.publisherUiT Norges arktiske universiteten_US
dc.publisherUiT The Arctic University of Norwayen_US
dc.relation.haspart<p>Paper I: Heiskanen, T., Graversen, R.G., Rydsaa, J.H. & Isachsen, P.E. (2020). Comparing wavelet and Fourier perspectives on the decomposition of meridional energy transport into synoptic and planetary components. <i>Quarterly Journal of the Royal Meteorological Society, 146</i>(731), B, 2717– 2730. Also available in Munin at <a href=https://munin.uit.no/handle/10037/20229>https://munin.uit.no/handle/10037/20229</a>. <p>Paper II: Rydsaa, J.H., Graversen, R.G., Heiskanen, T.I.H. & Stoll, P.J. (2021). Changes in atmospheric latent energy transport into the Arctic: Planetary versus synoptic scales. <i>Quarterly Journal of the Royal Meteorological Society, 147</i>(737), B, 2281– 2292. Also available in Munin at <a href=https://hdl.handle.net/10037/21437>https://hdl.handle.net/10037/21437</a>. <p>Paper III: Heiskanen, T., Graversen, R.G., Bintanja, R. & Goelzer, H. Abrupt increase in Greenland melt enhanced by wind changes. (Submitted manuscript). <p>Paper IV: Heiskanen, T., Graversen, R.G., Bintanja, R. & Severijns, C. Length-scale decomposition of energy transport using machine learning techniques. (Submitted manuscript).en_US
dc.rights.accessRightsopenAccessen_US
dc.rights.holderCopyright 2022 The Author(s)
dc.subject.courseIDDOKTOR-004
dc.subjectVDP::Mathematics and natural science: 400::Geosciences: 450::Meteorology: 453en_US
dc.subjectVDP::Matematikk og Naturvitenskap: 400::Geofag: 450::Meteorologi: 453en_US
dc.subjectVDP::Mathematics and natural science: 400::Geosciences: 450::Other geosciences: 469en_US
dc.subjectVDP::Matematikk og Naturvitenskap: 400::Geofag: 450::Andre geofag: 469en_US
dc.titleOn the linkage between atmospheric circulation changes and Arctic climate changeen_US
dc.typeDoctoral thesisen_US
dc.typeDoktorgradsavhandlingen_US


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