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Identification and Tracking of Rossby Wave Packets

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dc.contributor.advisor MONTEIRO, JOY en_US
dc.contributor.author BIJU, MALAVIKA en_US
dc.date.accessioned 2022-05-09T11:38:33Z
dc.date.available 2022-05-09T11:38:33Z
dc.date.issued 2022-05
dc.identifier.citation 47 en_US
dc.identifier.uri http://dr.iiserpune.ac.in:8080/xmlui/handle/123456789/6817
dc.description.abstract Rossby Wave Packets (RWPs) are regions of high amplitude meridional winds in the up- per troposphere that acts as precursors to extreme weather phenomena. Due to this, the identification and tracking of RWPs is an important field of research. We have implemented modifications to an identification algorithm that uses the underlying topology of the merid- ional wind field and techniques of computational geometry to identify RWPs from gridded data. These modifications have helped improve e ciency and reduce computational com- plexity. We have also implemented a feature-based tracking approach to track the evolution of RWPs across time. We recognize regions enclosing the identified RWPs as features. These features are then stored in the form of quadtrees for each time step which optimises stor- age and facilitates easy computation of unions and sizes of features. We then compute the overlap of features in consecutive time steps using their respective quadtree representations and formulate a weight that determines the extent of each overlap. Finally, we construct a tracking graph consisting of nodes representing features in each timestep and weighted edges representing the extent of overlap between these features. This representation allows for easy analysis of RWP tracks and contains information about splits and merges of RWP tracks. en_US
dc.description.sponsorship Inspire en_US
dc.language.iso en en_US
dc.subject Rossby Wave Packets en_US
dc.subject Computational topology en_US
dc.subject Computational geometry en_US
dc.title Identification and Tracking of Rossby Wave Packets en_US
dc.type Thesis en_US
dc.type.degree BS-MS en_US
dc.contributor.department Interdisciplinary en_US
dc.contributor.registration 20171027 en_US


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  • MS THESES [1705]
    Thesis submitted to IISER Pune in partial fulfilment of the requirements for the BS-MS Dual Degree Programme/MSc. Programme/MS-Exit Programme

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