Articles | Volume 24, issue 2
https://doi.org/10.5194/nhess-24-567-2024
https://doi.org/10.5194/nhess-24-567-2024
Research article
 | 
15 Feb 2024
Research article |  | 15 Feb 2024

Evaluating pySTEPS optical flow algorithms for convection nowcasting over the Maritime Continent using satellite data

Joseph Smith, Cathryn Birch, John Marsham, Simon Peatman, Massimo Bollasina, and George Pankiewicz

Related authors

FOREWARNS: development and multifaceted verification of enhanced regional-scale surface water flood forecasts
Ben Maybee, Cathryn E. Birch, Steven J. Böing, Thomas Willis, Linda Speight, Aurore N. Porson, Charlie Pilling, Kay L. Shelton, and Mark A. Trigg
Nat. Hazards Earth Syst. Sci., 24, 1415–1436, https://doi.org/10.5194/nhess-24-1415-2024,https://doi.org/10.5194/nhess-24-1415-2024, 2024
Short summary
Quantifying uncertainty in simulations of the West African monsoon with the use of surrogate models
Matthias Fischer, Peter Knippertz, Roderick van der Linden, Alexander Lemburg, Gregor Pante, Carsten Proppe, and John H. Marsham
Weather Clim. Dynam., 5, 511–536, https://doi.org/10.5194/wcd-5-511-2024,https://doi.org/10.5194/wcd-5-511-2024, 2024
Short summary
Impact of Asian aerosols on the summer monsoon strongly modulated by regional precipitation biases
Zhen Liu, Massimo Bollasina, and Laura Wilcox
EGUsphere, https://doi.org/10.5194/egusphere-2023-3136,https://doi.org/10.5194/egusphere-2023-3136, 2024
Short summary
Evaluation of multi-season convection permitting atmosphere - mixed layer ocean simulations of the Maritime Continent
Emma Howard, Steven Woolnough, Nicolas Klingaman, Daniel Shipley, Claudio Sanchez, Simon C. Peatman, Cathryn E. Birch, and Adrian J. Matthews
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2023-165,https://doi.org/10.5194/gmd-2023-165, 2023
Revised manuscript accepted for GMD
Short summary
The Regional Aerosol Model Intercomparison Project (RAMIP)
Laura J. Wilcox, Robert J. Allen, Bjørn H. Samset, Massimo A. Bollasina, Paul T. Griffiths, James Keeble, Marianne T. Lund, Risto Makkonen, Joonas Merikanto, Declan O'Donnell, David J. Paynter, Geeta G. Persad, Steven T. Rumbold, Toshihiko Takemura, Kostas Tsigaridis, Sabine Undorf, and Daniel M. Westervelt
Geosci. Model Dev., 16, 4451–4479, https://doi.org/10.5194/gmd-16-4451-2023,https://doi.org/10.5194/gmd-16-4451-2023, 2023
Short summary

Related subject area

Atmospheric, Meteorological and Climatological Hazards
Projections and uncertainties of winter windstorm damage in Europe in a changing climate
Luca G. Severino, Chahan M. Kropf, Hilla Afargan-Gerstman, Christopher Fairless, Andries Jan de Vries, Daniela I. V. Domeisen, and David N. Bresch
Nat. Hazards Earth Syst. Sci., 24, 1555–1578, https://doi.org/10.5194/nhess-24-1555-2024,https://doi.org/10.5194/nhess-24-1555-2024, 2024
Short summary
Improving seasonal predictions of German Bight storm activity
Daniel Krieger, Sebastian Brune, Johanna Baehr, and Ralf Weisse
Nat. Hazards Earth Syst. Sci., 24, 1539–1554, https://doi.org/10.5194/nhess-24-1539-2024,https://doi.org/10.5194/nhess-24-1539-2024, 2024
Short summary
A satellite view of the exceptionally warm summer of 2022 over Europe
João P. A. Martins, Sara Caetano, Carlos Pereira, Emanuel Dutra, and Rita M. Cardoso
Nat. Hazards Earth Syst. Sci., 24, 1501–1520, https://doi.org/10.5194/nhess-24-1501-2024,https://doi.org/10.5194/nhess-24-1501-2024, 2024
Short summary
Demographic yearbooks as a source of weather-related fatalities: the Czech Republic, 1919–2022
Rudolf Brázdil, Kateřina Chromá, and Pavel Zahradníček
Nat. Hazards Earth Syst. Sci., 24, 1437–1457, https://doi.org/10.5194/nhess-24-1437-2024,https://doi.org/10.5194/nhess-24-1437-2024, 2024
Short summary
FOREWARNS: development and multifaceted verification of enhanced regional-scale surface water flood forecasts
Ben Maybee, Cathryn E. Birch, Steven J. Böing, Thomas Willis, Linda Speight, Aurore N. Porson, Charlie Pilling, Kay L. Shelton, and Mark A. Trigg
Nat. Hazards Earth Syst. Sci., 24, 1415–1436, https://doi.org/10.5194/nhess-24-1415-2024,https://doi.org/10.5194/nhess-24-1415-2024, 2024
Short summary

Cited articles

Ali, A., Supriatna, S., and Sa'adah, U.: Radar-Based Stochastic Precipitation Nowcasting Using The Short-Term Ensemble Prediction System (STEPS) (Case Study: Pangkalan Bun Weather Radar), International Journal of Remote Sensing and Earth Sciences, 18, 91, https://doi.org/10.30536/j.ijreses.2021.v18.a3527, 2021. 
Ayzel, G., Scheffer, T., and Heistermann, M.: RainNet v1.0: a convolutional neural network for radar-based precipitation nowcasting, Geosci. Model Dev., 13, 2631–2644, https://doi.org/10.5194/gmd-13-2631-2020, 2020. 
Bessho, K., Date, K., Hayashi, M., Ikeda, A., Imai, T., Inoue, H., Kumagai, Y., Miyakawa, T., Murata, H., Ohno, T., Okuyama, A., Oyama, R., Sasaki, Y., Shimazu, Y., Shimoji, K., Sumida, Y., Suzuki, M., Taniguchi, H., Tsuchiyama, H., Uesawa, D., Yokota, H., and Yoshida, R.: An Introduction to Himawari-8/9 — Japan's New-Generation Geostationary Meteorological Satellites, J. Meteorol. Soc. Jpn., 94, 151–183, https://doi.org/10.2151/jmsj.2016-009, 2016. 
Birch, C. E., Webster, S., Peatman, S. C., Parker, D. J., Matthews, A. J., Li, Y., and Hassim, M. E. E.: Scale Interactions between the MJO and the Western Maritime Continent, J. Climate, 29, 2471–2492, https://doi.org/10.1175/JCLI-D-15-0557.1, 2016. 
Bowler, N. E., Pierce, C. E., and Seed, A. W.: STEPS: A probabilistic precipitation forecasting scheme which merges an extrapolation nowcast with downscaled NWP, Q. J. Roy. Meteor. Soc., 132, 2127–2155, https://doi.org/10.1256/qj.04.100, 2006. 
Download
Short summary
Nowcasting uses observations to make predictions of the atmosphere on short timescales and is particularly applicable to the Maritime Continent, where storms rapidly develop and cause natural disasters. This paper evaluates probabilistic and deterministic satellite nowcasting algorithms over the Maritime Continent. We show that the probabilistic approach is most skilful at small scales (~ 60 km), whereas the deterministic approach is most skilful at larger scales (~ 200 km).
Altmetrics
Final-revised paper
Preprint