基于地理加权CLUE-S模型的土地利用变化动态模拟研究

IF 0.5 Q4 ENGINEERING, ENVIRONMENTAL
Lede Niu, Mei Pan
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引用次数: 2

摘要

为了克服现有土地利用变化模拟方法去噪效果差、定量精度误差大、空间精度误差大的问题,提出了一种基于地理加权CLUE-S模型的土地利用变化动态模拟方法。利用CLUE-S模型模拟城市空间扩展,结合地理加权logistic逐步回归方法,分析了土地利用变化的影响因素。通过迭代实现了未来土地利用面积的空间分布,实现了土地利用预测的空间可视化模拟。实验结果表明,该方法的信噪比大于85dB,定量和空间精度误差小于4%,ROC值接近1,证明了空间模拟效果相对较好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on dynamic simulation of land use change based on geographical weighted CLUE-S model
In order to overcome the problems of poor denoising effect, large quantitative accuracy error and large spatial accuracy error of current land use change simulation methods, a dynamic simulation method of land use change based on geographically weighted CLUE-S model was proposed. Using CLUE-S model to simulate the expansion of urban space, combined with geographic weighted logistic stepwise regression method, the influencing factors of land use change were analysed. The spatial distribution of future land use area is realised by iteration, and the spatial visualisation simulation of land use prediction is realised. The experimental results show that the signal-to-noise ratio of the proposed method is more than 85 dB, the quantitative and spatial accuracy errors are less than 4%, and the ROC value is close to 1, which proves that the spatial simulation effect is relatively good.
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来源期刊
CiteScore
1.00
自引率
0.00%
发文量
66
期刊介绍: IJETM is a refereed and authoritative source of information in the field of environmental technology and management. Together with its sister publications IJEP and IJGEnvI, it provides a comprehensive coverage of environmental issues. It deals with the shorter-term, covering both engineering/technical and management solutions.
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