基于Markov-C 5.0的CA城市用地布局模擬預(yù)測方法
[Abstract]:The purpose of this study is to propose a scientific and reasonable forecasting model for urban land use simulation and prediction of multi-land use categories, which provides the basis and technical method for the overall planning of land use and the optimization and adjustment of land use structure. Research methods: after analyzing the advantages, disadvantages and applicable environment of the commonly used methods in urban land use simulation and forecasting, a CA model for urban land use layout simulation and prediction is put forward, which is based on Markov model and C 5.0 classification algorithm. The idea of this model is to use the Markov method to obtain the flow direction of all kinds of land, to determine the increase of land use by combining the prediction results of various land sizes, and to obtain the conversion rules between all kinds of land by using the C 5.0 classification algorithm. Finally, taking Wuhan as an example, the method is demonstrated. The results show that the total simulation accuracy of the scale and distribution of all kinds of land in Wuhan in 2012 is 91.2%, which is highly consistent with the actual situation, which shows that this method can simulate the scale and distribution of land use in Wuhan. Conclusion: this method can directly understand the relationship between the spatial factors and the transformation rules, and can simulate and predict the future situation of the city, and can also understand the mechanism of the action of various types of land use in the city.
【作者單位】: 華中科技大學(xué)公共管理學(xué)院;武漢市國土資源和規(guī)劃信息中心;
【基金】:國家“十二五”科技支撐計(jì)劃(2013BAJ05B02)
【分類號】:F293.2;F224
【參考文獻(xiàn)】
相關(guān)期刊論文 前4條
1 柯新利;邊馥苓;;基于C5.0決策樹算法的元胞自動機(jī)土地利用變化模擬模型[J];長江流域資源與環(huán)境;2010年04期
2 馮科;吳次芳;韓昊英;;國內(nèi)外城市蔓延的研究進(jìn)展及思考——定量測度、內(nèi)在機(jī)理及調(diào)控策略[J];城市規(guī)劃學(xué)刊;2009年02期
3 馮徽徽;劉慧平;周彬?qū)W;毛小崗;趙小鋒;;SLEUTH模型的參數(shù)行為研究[J];地理與地理信息科學(xué);2012年06期
4 劉淑燕;余新曉;李慶云;李洪禹;雷鳳燕;;基于CA-Markov模型的黃土丘陵區(qū)土地利用變化[J];農(nóng)業(yè)工程學(xué)報(bào);2010年11期
【共引文獻(xiàn)】
相關(guān)期刊論文 前10條
1 李靜;張平宇;郭蒙;關(guān)利民;劉學(xué)偉;;哈爾濱市城市用地?cái)U(kuò)展時(shí)空特征及驅(qū)動機(jī)制分析[J];城市環(huán)境與城市生態(tài);2010年06期
2 孫永光;李秀珍;何彥龍;賈悅;馬志剛;;基于PCA方法的長江口灘涂圍墾區(qū)土地利用動態(tài)綜合評價(jià)及驅(qū)動力[J];長江流域資源與環(huán)境;2011年06期
3 ;Analyzing and Pondering on the Regulation of Urban Construction Land Expansion[J];Chinese Journal of Population,Resources and Environment;2009年04期
4 陳新;柴秀梅;王魁;;城市邊緣區(qū)空間擴(kuò)展規(guī)劃策略研究——以天津市環(huán)外新家園居住區(qū)選址建設(shè)評價(jià)研究為例[J];城市;2009年09期
5 張路路;王樹濤;劉瑞卿;王興華;許v,
本文編號:2433306
本文鏈接:http://sikaile.net/jingjilunwen/jingjiguanlilunwen/2433306.html