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An integrated ESDA-based simulation on spatial distribution of rural land conflicts at provincial scale

机译:基于ESDA的综合省级农村土地冲突空间分布模拟

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An integrated ESDA-based analysis system (IEAS) for supporting conflict management of rural land at provincial scale is developed in this paper. The IEAS consists of modules of classification for rural land conflict, and distribution assessment. Self-organizing map (SOM) and spatial autocorrelation technique (SAT) are used to classify the rural land conflicts and to assess the spatial distribution of them, respectively. A case study implementing the system is performed on Jiangxi province in China. After four categories are classified by SOM, the global and local spatial autocorrelation are investigated by SAT. The results reveal that there are different spatial characteristics on the rural land conflicts in Jiangxi province, China. Specifically, the location of significant Gi~* identified areas where the differences in LAI and stand volume occur and are spatially clustered. However, the global index Moran,s I is -0.0013 (z_i=0.5247), which shows that there is not evidence of spatial autocorrelation for rural land conflicts at provincial scale. This paper shows SOM can be used to achieve these goals via kernels derived, especially when it is used in conjunction with more classical methods. Meanwhile, analyzing the global and local spatial autocorrelation of the differences identified those areas that have systematic sensitivity to specific model inputs. This information may then be used to aid in the interpretation of spatial distribution of rural land conflicts. Obviously, the technique may offer a fresh perspective on such conflict management issues, and potentially also serve advantages over existing approaches.
机译:本文开发了一种基于ESDA的综合分析系统(IEAS),用于支持省级规模的农村土地冲突管理。 IEAS由农村土地冲突分类和分配评估模块组成。自组织图(SOM)和空间自相关技术(SAT)分别用于对农村土地冲突进行分类并评估其空间分布。在中国江西省进行了实施该系统的案例研究。通过SOM对四个类别进行分类后,通过SAT研究全局和局部空间自相关。结果表明,江西省农村土地纠纷具有不同的空间特征。具体而言,重要的Gi *识别的区域的位置出现了LAI和林分体积的差异,并在空间上进行了聚类。但是,全球指数Moran,s I为-0.0013(z_i = 0.5247),这表明在省级范围内没有证据表明农村土地冲突具有空间自相关性。本文显示了SOM可以通过派生的内核来实现这些目标,尤其是当它与更经典的方法结合使用时。同时,通过分析差异的全局和局部空间自相关,可以确定对特定模型输入具有系统敏感性的区域。然后,可以使用该信息来帮助解释农村土地冲突的空间分布。显然,该技术可以为此类冲突管理问题提供新的视角,并且有可能比现有方法更具优势。

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