Articles | Volume 21, issue 5
https://doi.org/10.5194/nhess-21-1667-2021
https://doi.org/10.5194/nhess-21-1667-2021
Research article
 | 
31 May 2021
Research article |  | 31 May 2021

Reconstruction of flow conditions from 2004 Indian Ocean tsunami deposits at the Phra Thong island using a deep neural network inverse model

Rimali Mitra, Hajime Naruse, and Shigehiro Fujino

Related authors

Understanding flow characteristics from tsunami deposits at Odaka, Joban Coast, using a deep neural network (DNN) inverse model
Rimali Mitra, Hajime Naruse, and Tomoya Abe
Nat. Hazards Earth Syst. Sci., 24, 429–444, https://doi.org/10.5194/nhess-24-429-2024,https://doi.org/10.5194/nhess-24-429-2024, 2024
Short summary

Related subject area

Sea, Ocean and Coastal Hazards
Proposal for a new meteotsunami intensity index
Clare Lewis, Tim Smyth, Jess Neumann, and Hannah Cloke
Nat. Hazards Earth Syst. Sci., 24, 121–131, https://doi.org/10.5194/nhess-24-121-2024,https://doi.org/10.5194/nhess-24-121-2024, 2024
Short summary
Total water levels along the South Atlantic Bight during three along-shelf propagating tropical cyclones: relative contributions of storm surge and wave runup
Chu-En Hsu, Katherine A. Serafin, Xiao Yu, Christie A. Hegermiller, John C. Warner, and Maitane Olabarrieta
Nat. Hazards Earth Syst. Sci., 23, 3895–3912, https://doi.org/10.5194/nhess-23-3895-2023,https://doi.org/10.5194/nhess-23-3895-2023, 2023
Short summary
Hurricane Irma: an unprecedented event over the last 3700 years? Geomorphological changes and sedimentological record in Codrington Lagoon, Barbuda
Maude Biguenet, Eric Chaumillon, Pierre Sabatier, Antoine Bastien, Emeline Geba, Fabien Arnaud, Thibault Coulombier, and Nathalie Feuillet
Nat. Hazards Earth Syst. Sci., 23, 3761–3788, https://doi.org/10.5194/nhess-23-3761-2023,https://doi.org/10.5194/nhess-23-3761-2023, 2023
Short summary
Bayesian extreme value analysis of extreme sea levels along the German Baltic coast using historical information
Leigh Richard MacPherson, Arne Arns, Svenja Fischer, Fernando Javier Méndez, and Jürgen Jensen
Nat. Hazards Earth Syst. Sci., 23, 3685–3701, https://doi.org/10.5194/nhess-23-3685-2023,https://doi.org/10.5194/nhess-23-3685-2023, 2023
Short summary
Storm characteristics influence nitrogen removal in an urban estuarine environment
Anne Margaret H. Smiley, Suzanne P. Thompson, Nathan S. Hall, and Michael F. Piehler
Nat. Hazards Earth Syst. Sci., 23, 3635–3649, https://doi.org/10.5194/nhess-23-3635-2023,https://doi.org/10.5194/nhess-23-3635-2023, 2023
Short summary

Cited articles

Abdi, H. and Williams, L. J.: Jackknife, in: Salkind, N., Encyclopedia of Research Design, Thousand Oaks, CA, Sage, 655–660, https://doi.org/10.4135/9781412961288, 2010. a
Abe, T., Goto, K., and Sugawara, D.: Relationship between the maximum extent of tsunami sand and the inundation limit of the 2011 Tohoku-oki tsunami on the Sendai Plain, Japan, Sediment. Geol., 282, 142–150, 2012. a
Andrade, V., Rajendran, K., and Rajendran, C.: Sheltered coastal environments as archives of paleo-tsunami deposits: Observations from the 2004 Indian Ocean tsunami, J. Asian Earth Sci., 95, 331–341, 2014. a
Brill, D.: The Tsunami History of Southwest Thailand: Recurrence, Magnitude and Impact of Palaeo-tsunamis Inferred from Onshore Deposits, PhD thesis, Universitäts-und Stadtbibliothek Köln, Köln, 2012. a
Brill, D., Klasen, N., Brückner, H., Jankaew, K., Scheffers, A., Kelletat, D., and Scheffers, S.: OSL dating of tsunami deposits from Phra Thong Island, Thailand, Quat. Geochronol., 10, 224–229, 2012a. a
Download
Short summary
A case study on the 2004 Indian Ocean tsunami was conducted at the Phra Thong island, Thailand, using a deep neural network (DNN) inverse model. The model estimated tsunami characteristics from the deposits at Phra Thong island. The uncertainty quantification of the result was evaluated. The predicted flow conditions and the depositional characteristics were compared with the reported observed values. This DNN model can serve as an essential tool for tsunami hazard mitigation at coastal cities.
Altmetrics
Final-revised paper
Preprint