Spatially explicit reconstruction of the population distribution in the Tuojiang River Basin during 1911 -2010 using random forest regression

Wang Qi; Gao Xuesong; Li QiquanLan TingHuang RongDeng Ouping

首页> 外文期刊>Regional Environmental Change >Spatially explicit reconstruction of the population distribution in the Tuojiang River Basin during 1911 -2010 using random forest regression

【24h】

Spatially explicit reconstruction of the population distribution in the Tuojiang River Basin during 1911 -2010 using random forest regression

机译：Spatially explicit reconstruction of the population distribution in the Tuojiang River Basin during 1911 -2010 using random forest regression

获取原文

获取原文并翻译 | 示例

掌桥外文数据库（机构版） >>

开具论文收录证明 >>

文献代查 >>

页面导航

摘要
著录项
相关主题

摘要

Reconstruction of a century-long historical population distribution on the regional scale is essential to understanding human-environment interactions and socio-environmental problems. This study uses a random forest regression method based on county-level census data, natural suitability, and socio-economic factors to reconstruct the spatiotemporal population distribution of the Tuojiang River Basin from 1911 to 2010 at a 1-km resolution. By comparing the reconstruction results with the actual 2010 population density at the township level, we found that the population spatialization results are congruent with the actual population density distribution, with a determination coefficient (R-2) of 0.84. Compared with three widely used gridded population products, the WorldPop population dataset, the gridded population of the world (GPW), and the grid population dataset of china (CHP), our population map showed the highest accuracy. High population density areas, primarily distributed in the districts and counties in well-developed areas, were mainly centered around the Chengdu Plain and its lower reaches where the landscape meets the Yangtze River. Such areas are characterized by moderate elevations and ideal topographical and climatic conditions. In contrast, the high-altitude areas of the southern and southwestern of the Tuojiang River Basin have relatively low population density. Our reconstructive analysis has the potential to benefit regional socio-economic development and planning.

著录项

来源
《Regional Environmental Change》 |2022年第1期|13.1-13.13|共13页
作者
Wang Qi; Gao Xuesong; Li QiquanLan TingHuang RongDeng Ouping;
展开▼
作者单位

Sichuan Agr Univ, Coll Resources, Chengdu 611130, Peoples R China;

Sichuan Agr Univ, Coll Resources, Chengdu 611130, Peoples R China|Minist Nat Resources, Key Lab Agr Land Resources Invest Monitoring Prot, Chengdu 611130, Peoples R China;

展开▼
收录信息
原文格式 PDF
正文语种英语
中图分类
关键词
Population distribution; Random forest regression; Historical period; Spatially explicit reconstruction;

Spatially explicit reconstruction of the population distribution in the Tuojiang River Basin during 1911 -2010 using random forest regression

摘要

著录项

相关主题

期刊订阅