Dr Vitaliy Kurlin: mathematics & computer science

Data Science theory and applications. Everything is possible!

E-mail: vitaliy.kurlin(at)gmail.com, University of Liverpool, UK

Project Extreme events in Climate Science based on papers in

ICPR 2021   JGRA 2019   GMD 2019   GMD 2018   CI 2018

This project develops parameter-free methods to detect extreme weather events such as Atmospheric Rivers abd Blocks.

Atmospheric Blocking Pattern Recognition

world regions
  • G. Muszynski, Prabhat, J. Balewski, K. Kashinath, M. Wehner, V. Kurlin
  • Atmospheric Blocking Pattern Recognition in Global Climate Model Simulation Data
  • Proceedings of ICPR 2021 : International Conference on Pattern Recognition
  • PDF [8 pages, 5.9M]   url [official link]

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Quantifying Uncertainties in Atmospheric River Climatology

impact of Atmospheric Rivers
  • joint with 36 co-authors including my PhD student Grzegorz Muszynski
  • Atmospheric River Tracking Method Intercomparison Project (ARTMIP): Quantifying Uncertainties in Atmospheric River Climatology
  • J Geophysical Research: Atmospheres, v. 124 (24), 2019, p. 13777-13802.
  • PDF [50 pages, 5.5M]   url [official link]

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Recognizing Atmospheric River Patterns

Atmospheric River detection
  • Grzegorz Muszynski, Karthik Kashinath, Vitaliy Kurlin, Michael Wehner, Prabhat.
  • Topological Data Analysis and Machine Learning for Recognizing Atmospheric River Patterns in Large Climate Datasets
  • Geoscientific Model Development, v. 12, p. 613-628, 2019.
  • PDF [24 pages, 7.4M]   url [official link]

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ARTMIP : project goals and experimental design

Atmospheric Rivers

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A pattern detection in fluid and climate data

multivariate climate data
  • Grzegorz Muszynski, Karthik Kashinath, Vitaliy Kurlin, Michael Wehner, Prabhat
  • Towards a topological pattern detection in fluid and climate simulation data
  • Proceedings of Climate Informatics workshop 2018
  • PDF [4 pages, 4.6M]   url [official link]

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