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An Adaptive Method of High Accuracy Surface Modeling and Its Application to Simulating Elevation Surfaces

机译:an adaptive method of High accuracy surface modeling and Its application to simulating Elevation surfaces

摘要

An adaptive method is employed to speed up computation of high accuracy surface modeling (HASM), for which an error indicator and an error estimator are developed. Root mean-square error (RMSE) is used as the error estimator that is formulated as a function of gully density and grid cell size. The error indicator is developed on the basis of error surfaces for different spatial resolutions, which are interpolated in terms of the absolute errors calculated at sampled points while paying attention to the landform characteristics. The error surfaces indicate the magnitude and distribution of errors in each step of adaptive refinement and make spatial changes to the errors in the simulation process visualized. The adaptive method of high accuracy surface modeling (HASM-AM) is applied to simulating elevation surface of the Dong-Zhi tableland with 27.24 million pixels at a spatial resolution of 10 m 10 m. Test results show that HASM-AM has greatly speeded up computation by avoiding unnecessary calculations and saving memory. In addition, HASM-AM improves simulation accuracy.
机译:采用一种自适应方法来加快高精度曲面建模(HASM)的计算速度,为此开发了误差指示器和误差估计器。均方根误差(RMSE)用作误差估算器,它是根据沟壑密度和网格单元大小制定的。误差指示器是基于不同空间分辨率的误差面而开发的,这些误差面是根据采样点计算出的绝对误差进行插值的,同时注意地形特征。误差面在自适应精炼的每个步骤中指示误差的大小和分布,并在可视化的仿真过程中对误差进行空间变化。将高精度表面建模的自适应方法(HASM-AM)用于以10 m 10 m的空间分辨率模拟具有2724万像素的Dong-Zhi平原的高程表面。测试结果表明,HASM-AM通过避免不必要的计算并节省了内存,极大地加快了计算速度。另外,HASM-AM提高了仿真精度。

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