TY - JOUR
T1 - Data Assimilation to Estimate the Water Level of River
AU - Apriliani, Erna
AU - Hanafi, Lukman
AU - Imron, Chairul
N1 - Publisher Copyright:
© Published under licence by IOP Publishing Ltd.
PY - 2017/9/21
Y1 - 2017/9/21
N2 - Data assimilation is an estimation method for stochastic dynamic system by combining the mathematical model with measurement data. Water level and velocity of river are stochastic dynamic system, and it is important to estimate the water level and velocity of river flow to reduce flood risk disaster. Here, we estimate the water level and velocity of river flow by using data assimilation specially Kalman filter and Ensemble Kalman filter. We define mathematical model of river flow, discretize and do simulation by Kalman filter and Ensemble Kalman filter. In data assimilation, we forecast the water level and velocity by using mathematical model and based on the measurement data, the correction of forecasting is made.
AB - Data assimilation is an estimation method for stochastic dynamic system by combining the mathematical model with measurement data. Water level and velocity of river are stochastic dynamic system, and it is important to estimate the water level and velocity of river flow to reduce flood risk disaster. Here, we estimate the water level and velocity of river flow by using data assimilation specially Kalman filter and Ensemble Kalman filter. We define mathematical model of river flow, discretize and do simulation by Kalman filter and Ensemble Kalman filter. In data assimilation, we forecast the water level and velocity by using mathematical model and based on the measurement data, the correction of forecasting is made.
UR - http://www.scopus.com/inward/record.url?scp=85030667926&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/890/1/012057
DO - 10.1088/1742-6596/890/1/012057
M3 - Conference article
AN - SCOPUS:85030667926
SN - 1742-6588
VL - 890
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 1
M1 - 012057
T2 - 1st International Conference on Applied and Industrial Mathematics and Statistics 2017, ICoAIMS 2017
Y2 - 8 August 2017 through 10 August 2017
ER -