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Grzegorz Muszynski
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Atmospheric river tracking method intercomparison project (artmip): project goals and experimental design
CA Shields, JJ Rutz, LY Leung, FM Ralph, M Wehner, B Kawzenuk, ...
Geoscientific Model Development 11 (6), 2455-2474, 2018
2432018
The Atmospheric River Tracking Method Intercomparison Project (ARTMIP): Quantifying Uncertainties in Atmospheric River Climatology
JJ Rutz, CA Shields, JM Lora, AE Payne, B Guan, P Ullrich, T O’Brien, ...
Journal of Geophysical Research: Atmospheres, 2019
1672019
Topological data analysis and machine learning for recognizing atmospheric river patterns in large climate datasets
G Muszynski, K Kashinath, V Kurlin, M Wehner
Geoscientific Model Development 12 (2), 613-628, 2019
512019
Persistence-based resolution-independent meshes of superpixels
V Kurlin, G Muszynski
Pattern Recognition Letters, 2020
62020
A Persistence-Based Approach to Automatic Detection of Line Segments in Images
V Kurlin, G Muszynski
International Workshop on Computational Topology in Image Context, 137-150, 2019
62019
An approach to image segmentation based on shortest paths in graphs
A Brzoza, G Muszynski
2017 International Conference on Systems, Signals and Image Processing …, 2017
62017
Using a causal discovery approach to analyse linkages among ENSO, circulation fields, and summer monsoon precipitation over the Himalayas
G Muszynski, A Orr, I Roy
EGU24, 2024
2024
Topological Methods for Pattern Detection in Climate Data
G Muszynski, V Kurlin, D Morozov, M Wehner, K Kashinath, P Ram
Big Data Analytics in Earth, Atmospheric, and Ocean Sciences, 2022
2022
Pattern Recognition for Weather Phenomena in Climate Data
G Muszynski
University of Liverpool, 2021
2021
Atmospheric Blocking Pattern Recognition in Global Climate Model Simulation Data
G Muszynski, J Balewski, K Kashinath, M Wehner, V Kurlin
2020 25th International Conference on Pattern Recognition (ICPR), 677-684, 2021
2021
Detecting Drivers of Heavy Precipitation in the Himalayan Region
G Muszynski, M Kretschmer, JS Hosking
AGU Fall Meeting Abstracts 2020, IN006-0003, 2020
2020
Topological Data Analysis and Machine Learning methods for pattern detection in spatiotemporal climate data
K Kashinath, G Muszynski, MF Wehner, V Kurlin, M Prabhat, J Balewski
100th American Meteorological Society Annual Meeting, 2020
2020
Topological Data Analysis and Machine Learning methods for pattern detection in spatiotemporal climate data
G Muszynski, K Kashinath, MF Wehner, J Balewski, M Prabhat
AGU Fall Meeting 2019, 2019
2019
A Topology-Based Approach To Characterization and Detection of Weather Patterns in Climate Model Output: Application to Atmospheric Blocking Events
G Muszynski, K Kashinath, V Kurlin, MF Wehner, M Prabhat
99th American Meteorological Society Annual Meeting, 2019
2019
Towards Topological Pattern Detection Methods in Climate Data: Application to Atmospheric Blocking Events
G Muszynski, K Kashinath, V Kurlin, MF Wehner, M Prabhat
AGU Fall Meeting Abstracts, 2018
2018
Towards a topological pattern detection in fluid and climate simulation data
P Grzegorz Muszynski, Karthik Kashinath, Vitaliy Kurlin, Michael Wehner
Climate Informatics, 2018
2018
Topological data analyses and machine learning for detection, classification and characterization of atmospheric rivers
G Muszynski, K Kashinath, MF Wehner, M Prabhat, V Kurlin
AGU Fall Meeting Abstracts, 2017
2017
Statistical Relationships Between the Subtropical Jet Stream and Extra-tropical Cyclones
J LIU, JCH Chiang, M Prabhat, B Loring, G Muszynski
AGU Fall Meeting Abstracts, 2016
2016
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Articles 1–18