基于BP神经网络模型的ADCP倾斜条件下的修正算法研究

doi:10.3976/j.issn.1002-4026.2018.03.001

SHANDONG SCIENCE

• Oceanographic Science, Technology and Equipment • Next Articles

The analysis between wave estimation error and influencing factors based on BP model when ADCP tilts

ZHENG Wei,YANG Ying,HUI Li, LU Cheng-jie,ZHAO Bin,YANG Li

Shandong Provincial Key Laboratory of Ocean Environmental Monitoring Techno1ogy，National Engineering and Technological Research Center of Marine Monitoring Equipment, Institute of Oceanographic Instrumentation，Qilu University of Technology (Shandong Academy of Sciences)，Qingdao 266001, China

Received:2017-08-30 Published:2018-06-20 Online:2018-06-20

Abstract

Abstract:

Considering that the existing tilt correction is not accurate when ADCP is tilted, the BP neural network model is used to analyze the nonlinear relationship between wave estimation error and various influencing factors such as ADCP pitching angle, roll angle and setting depth. The result shows that real wave directional spectrum and wave directional spectrum that BP neural network predicts are in good agreement. BP neural network model can improve wave estimation accuracy.

Key words: ADCP, tilt correction, wave estimation, BP neural network model, ocean surface wave measurement

CLC Number:

TB556

ZHENG Wei,YANG Ying,HUI Li, LU Cheng-jie,ZHAO Bin,YANG Li. The analysis between wave estimation error and influencing factors based on BP model when ADCP tilts[J].SHANDONG SCIENCE, 2018, 31(3): 1-7.

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Open Access This article is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0), which permits third parties to freely share (i.e., copy and redistribute the material in any medium or format) and adapt (i.e., remix, transform, or build upon the material) the articles published in this journal, provided that appropriate credit is given, a link to the license is provided, and any changes made are indicated. The material may not be used for commercial purposes. For details of the CC BY-NC 4.0 license, please visit: https://creativecommons.org/licenses/by-nc/4.0

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The analysis between wave estimation error and influencing factors based on BP model when ADCP tilts

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