The estimation of sea-breeze front velocity over coastal urban using Himawari-8 images: A case study in Jakarta

Muhammad Rezza Ferdiansyah, Arie Wahyu Wijayanto


The sea breeze is a meteorological phenomenon that occurs due to the contrast temperature between land and oceans. The propagation velocity of sea breeze are influenced strongly by e.g., synoptic wind and geographical conditions. Therefore, it is important to understand the relationship between the spatial distribution of sea breeze velocity and the surface characteristic, for instance over urbanized and less-urbanized coastal areas. When the sea breeze propagates inland, a cumulus cloudline will form in the vicinity of the sea breeze front (SBF). Previous studies have successfully detected the cloudline automatically using the morphological-snake algorithm. In this paper, we estimate the SBF velocity using Himawari-8 satellite images. The proposed method segmented the cloudline data points using a clustering approach, named machine learning-based k-means++, on the level-set obtained from snake algorithm. We then estimate the SBF velocity by calculating the haversine distance of the segmented cloudline points that propagate over time. The comparison of estimated cloudline speed with SBF speed measured at two observation sites, namely KKP and BPL, reveals the root mean square errors 1.39 m/s and 1.41 m/s, respectively. And the propagation direction was mainly southward.


Himawari-8, sea-breeze front, cumulus-cloudline

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S. T. K. Miller, B. D. Keim, R. W. Talbot, and Huiting Mao, "Sea breeze: Structure, forecasting, and impacts." Reviews of geophysics, Vol. 41 No. 3, 2003.

T. W Hadi, T. Horinouchi, T. Tsuda, H. Hashiguchi, and S. Fukao, "Sea-breeze circulation over Jakarta, Indonesia: A climatology based on boundary layer radar observations." Monthly Weather Review, Vol. 130 No. 9, 2153-2166, 2002.

F. Damato, O. Planchon, and V. Dubreuil, "A remote‐sensing study of the inland penetration of sea‐breeze fronts from the English Channel." Weather, Vol. 58 No. 6, 219-226, 2003.

M. Anjos, and A. Lopes, "Sea breeze front identification on the northeastern coast of Brazil and its implications for meteorological conditions in the Sergipe region." Theoretical and Applied Climatology, Vol. 137 No. 3, 2151-2165, 2009.

M. R. Ferdiansyah, A. Inagaki, and M. Kanda, "Detection of sea-breeze inland penetration in the coastal-urban region using geostationary satellite images." Urban Climate, Vol. 31, 100586, 2020.

C. Azorin-Molina, A. Sanchez-Lorenzo, and J. Calbo, "A climatological study of sea breeze clouds in the southeast of the Iberian Peninsula (Alicante, Spain)." Atmósfera Vol. 22 No. 1, 33-49, 2009.

T. Corpetti, and O. Planchon, "Front detection on satellite images based on wavelet and evidence theory: application to the sea breeze fronts." Remote Sensing of Environment, Vol.115 No. 2, 306-324, 2011.

P. Marquez-Neila, L. Baumela, and L. Alvarez, "A morphological approach to curvature-based evolution of curves and surfaces." IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 36 No. 1, 2-17, 2013.

A. W. Wijayanto, and Takdir, “Fighting cyber crime in email spamming: An evaluation of fuzzy clustering approach to classify spam messages”, Proceeding of 2014 International Conference on Information Technology Systems and Innovation (ICITSI) November (IEEE), 2014, pp 19-24, ISBN 978-1-4799-6527-4

A. W. Wijayanto, S. Mariyah, and A. Purwarianti, “Enhancing clustering quality of fuzzy geographically weighted clustering using Ant Colony optimization”, Proceeding of 2017 International Conference on Data and Software Engineering (ICoDSE) (IEEE), 2017, pp 1-6, ISBN 978-1-5386-1449-5


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