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基于UAV-SfM數(shù)字模型的滇中環(huán)狀構(gòu)造地表與地形特征分析
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國家自然科學(xué)基金項(xiàng)目(62266026)


Analysis of Surface and Topographic Features of Central Yunnan Ring Structure Based on UAV-SfM Digital Model
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    摘要:

    地表特征與自然災(zāi)害密切相關(guān),對維護(hù)生態(tài)環(huán)境和深入了解地表演化過程及地質(zhì)構(gòu)造特征具有重要作用。通過無人機(jī)(Unmanned aerial vehicle, UAV)航測和運(yùn)動(dòng)恢復(fù)結(jié)構(gòu)(Structure from motion,SfM)技術(shù)構(gòu)建的高空間分辨率數(shù)字模型,在滇中環(huán)狀構(gòu)造地貌開展地表覆蓋信息和地形特征的分布關(guān)系分析。結(jié)果表明:在裸巖、裸土和植被混合區(qū)域,從定性和定量分析中發(fā)現(xiàn)DeepLabv3+算法相比于RF算法在試驗(yàn)區(qū)地表覆蓋信息提取中有較好的提取效果。點(diǎn)云經(jīng)濾波得到地面點(diǎn),選擇交叉驗(yàn)證中均值誤差和均方根誤差最小的Kriging算法構(gòu)建分辨率0.1m的數(shù)字高程模型 (Digital elevation model, DEM),解譯一階坡面、二階坡面和復(fù)合坡面的多種地形因子,根據(jù)相關(guān)性分析選取6種地形因子構(gòu)建了綜合地形分析模型(Comprehensive terrain analysis model,CTAM)。經(jīng)過分析地表覆蓋信息中覆蓋面積最大裸土、植被與地形的聯(lián)系,CTAM中每個(gè)等級(jí)像元數(shù)量與總像元數(shù)量百分比中,Ⅱ級(jí)占比最高,為28.87%,Ⅰ、Ⅳ、Ⅴ占比分別為18.39%、13.82%和17.29%。UAV-SfM技術(shù)能有效捕捉環(huán)狀構(gòu)造表面特征,可為該地區(qū)地質(zhì)研究與資源管理提供技術(shù)手段和科學(xué)依據(jù)。

    Abstract:

    Surface features are closely related to natural disasters and have a significant impact on maintaining the ecological environment and deeply understanding the evolutionary process of the earth’s surface and geological structural characteristics. High spatial resolution digital models constructed through unmanned aerial vehicle (UAV) aerial surveys and structure from motion (SfM) technology were used to analyze the distribution relationship between land cover information and terrain features in the circular tectonic landforms of central Yunnan. The results showed that in areas with a mix of bare rock, bare soil, and vegetation, DeepLabv3+ algorithm was found to have better extraction effectson land cover information in the experimental area compared with the RF algorithm, both qualitatively and quantitatively. Ground points obtained from filtered point clouds, and the Kriging algorithm with the smallest mean error and root mean square error in cross-validation was chosen to construct a 0.1m resolution digital elevation model (DEM) to interpret various terrain factors such as firstorder slopes, second-order slopes, and compound slopes. Based on correlation analysis, six types of terrain factors were selected to construct a comprehensive terrain analysis model (CTAM). After analyzing the connection between the land cover information with the largest coverage area (bare soil and vegetation) and the terrain, within CTAM, the percentage of each grade’s pixel number to the total pixel number was the highest at 28.87% for Grade Ⅱ, with Grades Ⅰ, Ⅳ, and Ⅴ accounting for 18.39%, 13.82%, and 17.29%, respectively. UAV-SfM technology can effectively capture the surface features of circular structures and provide technical means and scientific basis for geological research and resource management in the region.

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羅為東,甘淑,袁希平,陳成,李繞波,畢瑞,朱智富.基于UAV-SfM數(shù)字模型的滇中環(huán)狀構(gòu)造地表與地形特征分析[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2024,55(8):361-373. LUO Weidong, GAN Shu, YUAN Xiping, CHEN Cheng, LI Raobo, BI Rui, ZHU Zhifu. Analysis of Surface and Topographic Features of Central Yunnan Ring Structure Based on UAV-SfM Digital Model[J]. Transactions of the Chinese Society for Agricultural Machinery,2024,55(8):361-373.

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  • 收稿日期:2023-11-16
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  • 在線發(fā)布日期: 2024-08-10
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