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首页> 外文期刊>Mathematical Problems in Engineering >The Improved Kriging Interpolation Algorithm for Local Underwater Terrain Based on Fractal Compensation
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The Improved Kriging Interpolation Algorithm for Local Underwater Terrain Based on Fractal Compensation

机译:基于分形补偿的局部水下地形改进克里格插值算法

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摘要

The interpolation-reconstruction of local underwater terrain using the underwater digital terrain map (UDTM) is an important step for building an underwater terrain matching unit and directly affects the accuracy of underwater terrain matching navigation. The Kriging method is often used in terrain interpolation, but, with this method, the local terrain features are often lost. Therefore, the accuracy cannot meet the requirements of practical application. Analysis of the geographical features is performed on the basis of the randomness and self-similarity of underwater terrain. We extract the fractal features of local underwater terrain with the fractal Brownian motion model, compensating for the possible errors of the Kriging method with fractal theory. We then put forward an improved Kriging interpolation method based on this fractal compensation. Interpolation-reconstruction tests show that the method can simulate the real underwater terrain features well and that it has good usability.
机译:使用水下数字地形图(UDTM)进行局部水下地形的插值重建是构建水下地形匹配单元的重要步骤,并且直接影响水下地形匹配导航的准确性。克里格法通常用于地形插值,但是使用这种方法,经常会丢失局部地形特征。因此,精度不能满足实际应用的要求。地理特征的分析是根据水下地形的随机性和自相似性进行的。我们使用分形布朗运动模型提取局部水下地形的分形特征,并用分形理论补偿了克里金法的可能误差。然后我们提出了一种基于这种分形补偿的改进的克里格插值方法。插值重建测试表明,该方法可以很好地模拟真实的水下地形特征,并且具有良好的可用性。

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  • 来源
    《Mathematical Problems in Engineering》 |2014年第22期|289521.1-289521.8|共8页
  • 作者单位

    Harbin Engn Univ, Sci & Technol Underwater Vehicle Lab, Harbin 150001, Peoples R China.;

    Harbin Engn Univ, Sci & Technol Underwater Vehicle Lab, Harbin 150001, Peoples R China.;

    Harbin Engn Univ, Sci & Technol Underwater Vehicle Lab, Harbin 150001, Peoples R China.;

    China Ship Dev & Design Ctr, Wuhan 430064, Peoples R China.;

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