Data assimilation with an improved particle filter and its application in the TRIGRS landslide model

<p>Particle filters have become a popular algorithm in data assimilation for their ability to handle nonlinear or non-Gaussian state-space models, but they have significant disadvantages. In this work, an improved particle filter algorithm is proposed. To overcome the particle degeneration...

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Bibliographic Details
Main Authors: C. Xue, G. Nie, H. Li, J. Wang
Format: Article
Language:English
Published: Copernicus Publications 2018-10-01
Series:Natural Hazards and Earth System Sciences
Online Access:https://www.nat-hazards-earth-syst-sci.net/18/2801/2018/nhess-18-2801-2018.pdf