TY - GEN
T1 - Sensitivity of model-based signal processing to parameter uncertainties in normal modes estimation
AU - Du, Jinyan
AU - Sun, Chao
AU - Du, Jinxiang
AU - Xiang, Longfeng
PY - 2011
Y1 - 2011
N2 - The sensitivity of model-based signal processing to various parameter uncertainties in normal modes estimation problem was examined. A low-frequency source was considered whose field was generated by a normal mode model. Based on a state-space representation of the normal mode propagation model and a vertical array measurement system, the extended Kalman filter (EKF) was used to estimate parameters of the normal modes for the purpose of shallow ocean environment identification. The EKF was sensitive to the initial values of the state vector and easy to diverge when the modeling of the ocean environment was not so accurate. The effects on the processor performance of different factors, such as, initial values of the state vector, sound speed profile (SSP) uncertainty and array configuration, were studied in detail. Simulations under a typical shallow water environment were performed, presenting some intuitive results and conclusions.
AB - The sensitivity of model-based signal processing to various parameter uncertainties in normal modes estimation problem was examined. A low-frequency source was considered whose field was generated by a normal mode model. Based on a state-space representation of the normal mode propagation model and a vertical array measurement system, the extended Kalman filter (EKF) was used to estimate parameters of the normal modes for the purpose of shallow ocean environment identification. The EKF was sensitive to the initial values of the state vector and easy to diverge when the modeling of the ocean environment was not so accurate. The effects on the processor performance of different factors, such as, initial values of the state vector, sound speed profile (SSP) uncertainty and array configuration, were studied in detail. Simulations under a typical shallow water environment were performed, presenting some intuitive results and conclusions.
KW - EKF
KW - model-based
KW - normal modes estimation
KW - sensitivity study
UR - http://www.scopus.com/inward/record.url?scp=81055148257&partnerID=8YFLogxK
U2 - 10.1109/ICSPCC.2011.6061744
DO - 10.1109/ICSPCC.2011.6061744
M3 - 会议稿件
AN - SCOPUS:81055148257
SN - 9781457708947
T3 - 2011 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2011
BT - 2011 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2011
T2 - 2011 IEEE International Conference on Signal Processing, Communications and Computing, ICSPCC 2011
Y2 - 14 September 2011 through 16 September 2011
ER -