Title :
The prediction of debris flow distribution on Merapi Volcano in Central Java which involves measurements at several locations through the Ensemble Kalman Filter
Author :
Sanjoyo, Bandung Arry ; Hariadi, Mochammad ; Purnomo, Mauridhi Hery
Author_Institution :
Dept. of Electr. Eng., Inst. Technol. of Sepuluh Nopember, Surabaya, Indonesia
Abstract :
Debris flow occurs in the downhill area of Merapi in Central Java is very dangerous threat that threatens human life, and destroys infrastructure facilities. Modeling of the debris flow in that area can be approximated by Eulerian continuous flow equations and discretized into dynamics systems model. This paper present the dynamic systems model and a strategy for estimate the distribution of the debris flow by Ensemble Kalman Filter (EnKF) that is combine with measurement data. The number of measurement points obtained by applying EnKF on several PDE which are part of Navier-Stokes equation. The EnkF method is prepare for prediction of debris flow distribution on Merapi Volcano downhill in Central Java using the combination of one and two dimension model of debris flow.
Keywords :
Kalman filters; Navier-Stokes equations; flow measurement; geomorphology; geophysical fluid dynamics; geophysical techniques; volcanology; Central Java; Eulerian continuous flow equations; Merapi Volcano; Navier-Stokes equation; debris flow distribution prediction; dynamics system model; ensemble Kalman filter; human life; infrastructure facilities; measurement points; Data models; Equations; Finite difference methods; Fluid flow measurement; Kalman filters; Mathematical model; Rivers; Kalman filter; debris flow; dynamic systems;
Conference_Titel :
Control System, Computing and Engineering (ICCSCE), 2014 IEEE International Conference on
Print_ISBN :
978-1-4799-5685-2
DOI :
10.1109/ICCSCE.2014.7072703