AUTHOR=Fujimoto Wataru , Ishibashi Kinya TITLE=Ensemble-based data assimilation for predictable zones and application for non-linear deep-water waves JOURNAL=Frontiers in Marine Science VOLUME=Volume 10 - 2023 YEAR=2023 URL=https://www.frontiersin.org/journals/marine-science/articles/10.3389/fmars.2023.1125342 DOI=10.3389/fmars.2023.1125342 ISSN=2296-7745 ABSTRACT=Data assimilation is a method to estimate unobserved physical state from a limited amount of data. Ensemble-based method is useful because it is easy to write a program code and to parallelize the code for faster computation. We propose an efficient ensemble-based method and tested it for water waves. The proposed method utilizes a rough estimate of how waves propagate. The proposed method is efficient than a previous method.