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Integration and Application of Geographic Information System (GIS) and Spatial Analysis Model - A Case Study of Simulation for Soil Environment

机译:地理信息系统(GIS)和空间分析模型的集成与应用 - 一种土壤环境模拟的案例研究

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The database of Geographic Information System (GIS) is built based on space positions data of Global Positioning System (GPS) and experimental data of soil organic carbon in Hexi corridor. Then, GIS data are analyzed, including testing data distribution, the trend analysis and voronoi map to identify possible outlier. According to the result of data set analysis, appropriate model is chosen to simulate and predict the soil organic carbon spatial distribution. The cross validation method is used to verify the simulation accuracy and validity of model. Root mean squared error (RMSE) and mean error (ME) are regarded as the evaluation standard. Kriging model is selected, and simulation map is output by optimal parameters. Through model verification, simulation accuracy is high, RMSE and ME of the model is equal to 0.552 and 0.089 respectively. The results show construction and implementation of spatial analysis model based on GIS is feasible and precise.
机译:地理信息系统(GIS)数据库基于全球定位系统(GPS)的空间位置数据和河西走廊中土壤有机碳的实验数据。然后,分析GIS数据,包括测试数据分布,趋势分析和voronoi地图以识别可能的异常值。根据数据集分析的结果,选择适当的模型来模拟和预测土壤有机碳空间分布。交叉验证方法用于验证模型的模拟精度和有效性。根均匀误差(RMSE)和平均误差(ME)被视为评估标准。选择kriging模型,并通过最佳参数输出仿真图。通过模型验证,模拟精度为高,RMSE和ME模型分别等于0.552和0.089。结果表明,基于GIS的空间分析模型的构造与实现是可行和精确的。

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