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基于GBDT的成渝地区双城经济圈产业结构空间化
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作者 韩成龙 朱创业 《遥感信息》 CSCD 北大核心 2024年第4期125-133,共9页
针对目前GDP空间化存在的精度偏低、运算复杂等问题,提出了一种基于机器学习算法的产业结构空间化方法。文章以成渝地区双城经济圈为研究区域,将各区县产业产值空间化为1 km×1 km的精度,利用GBDT和RF算法,基于多源数据,对产业产值... 针对目前GDP空间化存在的精度偏低、运算复杂等问题,提出了一种基于机器学习算法的产业结构空间化方法。文章以成渝地区双城经济圈为研究区域,将各区县产业产值空间化为1 km×1 km的精度,利用GBDT和RF算法,基于多源数据,对产业产值进行预测。分析结果发现:预测模型的决定系数可以达到0.91;GBDT模型性能表现优于RF模型;成渝地区双城经济圈内第一产业高值区集中在乌江、涪江、沱江一带,低值区位于南部平原;第二产业、第三产业集中在成都、重庆两大城市,存在“极化”现象。该研究成果对于推动成渝地区双城经济圈的产业协同发展、建设现代化产业体系、优化产业布局具有重要的指导意义,同时也为产业结构空间化研究提供了一种新的思路。 展开更多
关键词 机器学习 GBDT 夜间灯光 产业结构空间化 成渝地区双城经济圈
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Optimizing Urban Spatial Structure of Lanzhou Based on Geographic Concentration Method of Industries
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作者 Zhu Shuang Chen Xiaojian 《Chinese Journal of Population,Resources and Environment》 北大核心 2007年第1期58-62,共5页
Geographic concentration of industries is the regional- ized distribution of some industries in certain areas, which focuses on the ratio of a certain industry to the whole industries (He and Liu, 2006). In this paper... Geographic concentration of industries is the regional- ized distribution of some industries in certain areas, which focuses on the ratio of a certain industry to the whole industries (He and Liu, 2006). In this paper we explore the improved M function of geographic concentration that adds the parameter of the number of firms according to the definition of geographic concentration of industries. The spatial distribution of the main manufacturing industries of Lanzhou urban area is evaluated based on it. The results of the evaluation imply that the spatial distribution of the main manufacturing industries is more concentrated than that of others in Lanzhou and it can absorb lots of labor forces. But the incidence, competition ability and density of the distribution of enterprises are different for each single sector, and enterprises with different production features are located closely. And three main problems are discovered. Finally, three countermeasures are put forward: locating the industrial enterprises in urban areas in a proper way through planning and policies; adjusting the industrial structure of the inner city; strengthening the local rearrangement of the existing industrial concentration areas. 展开更多
关键词 geographic concentration of industries urban spatialstructure LANZHOU
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