海洋环境影响下众包测深数据的不确定性建模

Shuaidong Jia, Zhicheng Liang, Lihua Zhang, Hao Yuan
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引用次数: 0

摘要

系统分析了影响众包测深数据(Crowdsourced Bathymetry Data, CSBD)质量的海洋环境因素,揭示了众包测深数据(Crowdsourced Bathymetry Data, CSBD)采集的推荐海况和最低海况要求。首先,分析了影响CSBD精度的主要环境因素,包括声速、海潮等直接因素和风浪等间接因素。其次,建立了模拟风浪的随机模型,同时建立了估计声速和海潮的统计模型;从而定量计算了不同海况下船舶的姿态、声速和潮汐变化,估算了相应海况下CSBD的精度。最后,构建了CSBD精度与海洋环境因子之间的关系。实验结果表明:(1)对CSBD精度影响最大的海洋环境因子是风浪。在三级风、二级浪条件下,CSBD质量满足规范要求。(2) woa18模型能有效提高CSBD精度。修正后的SVP误差可以满足要求。(3)潮汐值采用DTU10模型计算,其精度约为0.11m。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Uncertainty Modeling of Crowdsourced Bathymetry Data Influenced by Marine Environment
The marine environmental factors are systematically analyzed for influencing the CSBD quality, and the recommended and minimum requirements of sea conditions are respectively revealed for collecting Crowdsourced Bathymetry Data (CSBD). Firstly, the main environmental factors that affect the CSBD accuracy are analyzed, including direct factors (such as sound velocity and ocean tide) and indirect factors (like wind and waves). Secondly, the random models for simulating wind and waves are established, meanwhile the statistical models for estimating sound velocity and ocean tide are constructed. Thus, the ship’s attitude, sound velocity and tidal change under the different sea condition are calculated quantitatively, and the CSBD accuracy is estimated under the corresponding conditions. Finally, the relation between CSBD accuracy and marine environmental factors is constructed. The experimental results demonstrate that: (1) The marine environmental factor that has the greatest impact on the accuracy of the CSBD is wind and wave. Under the condition of level-3 wind and level-2 wave, the CSBD quality can meet the specification requirements. (2) WOA 18 model can effectively improve the CSBD accuracy. And the corrected SVP error can meet the requirements. (3) The tidal value is calculated by DTU10 model, of which the accuracy is about 0.11m.
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