Multi-temporal digital twin method and application of landslide deformation monitoring: A case study on Baige landslide in Jinsha River
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摘要:
高位隐蔽滑坡因为难到达、难识别、难监测,致使成灾表现具有极强的突发性和破坏性。针对传统人工地面调查和地面布设监测设备存在危险系数高、工作效率低、设备易损坏和离线误报率高等问题,提出基于无人机倾斜摄影测量技术构建高位隐蔽滑坡数字孪生体的方法,通过信息化、数字化手段对地质灾害变形特征及时空演化规律进行监测分析。以西藏金沙江白格滑坡为研究对象,利用无人机倾斜摄影测量技术获取2019年4月—2021年9月共计10期次航测数据,融合多源数据构建了多时相数字孪生滑坡体,通过多期孪生滑坡体实现对白格滑坡整体滑移、局部微变形、滑塌体积等多维要素的高精度定量分析,并及时应用于白格滑坡时空演化分析和监测预警中。研究表明:白格滑坡在2019—2021年监测期内存在持续变形迹象,强变形主要位于滑坡两侧及后缘,渐有扩大趋势,存在垮塌堵江风险。运用多时相数字孪生滑坡变形监测手段实现对地质灾害定性-定量化特征描述与风险评估,具有快速灵活、覆盖全面、不受复杂艰险地形条件限制等优势,可为高位隐蔽滑坡等斜坡灾害大梯度形变监测提供工程实践参考。
Abstract:High-locality and hidden landslides, due to its significant characteristics of being difficult to access, identify, and monitor, have strong suddenness and destructiveness when they occur. Continuous monitoring and risk assessment of these landslides are of great significance. Traditional artificial ground survey methods and ground monitoring equipment have the characteristics of high risk, low efficiency, easy damage to equipment, and frequent offline false alarms. Thus, based on unmanned aerial vehicle (UAV) tilt photogrammetry, this study attempts to provide a digital twin method to characterize high-locality and hidden landslides by monitoring and analyzing the deformation and spatiotemporal evolution of geological disasters. This study uses UAV tilt photogrammetry technology to obtain 10 periods of aerial survey data of the Baige landslide on the Jinsha River in Tibet as the research area from April 2019 to September 2021. A multi-temporal digital twin landslide body is constructed, and high-precision quantitative monitoring of multi-dimensional factors, such as the overall sliding characteristics, local micro deformation, and collapse volume of the Baige landslide, is achieved, which are applied to the monitoring and warning of Baige landslide. The results show that there are signs of continuous deformation in the Baige landslide during the monitoring period from 2019 to 2021, and strong deformation mainly occurs at both sides and rear edges of the landslide, gradually expanding, and posing a risk of collapse and river blockage. The multi-temporal digital twin method and application of landslide deformation monitoring on qualitative and quantitative characteristics description and risk assessment of geological disasters are further analyzed. The method in this study has the advantages of fast and flexible, comprehensive coverage, and not limited by complex and dangerous terrain conditions, which could provide information for the large gradient deformation monitoring and engineering practice of slope disasters, such as high-locality and hidden landslides.
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表 1 无人机倾斜摄影测量日期及精度简表
Table 1. Date and accuracy of UAV oblique photogrammetry
期次 拍摄日期 航片数量
/张航测面积
/km2检查点中误差 平面/m 高程/m 一期 2019-04-26 8980 6.5 0.1850 0.1766 二期 2019-06-29 2850 14.6 0.1545 0.3010 三期 2019-08-03 7310 5.5 0.1849 0.1232 四期 2019-09-25 9570 5.0 0.2101 0.2629 五期 2020-01-16 1956 9.1 0.3377 0.2789 六期 2020-04-25 16335 7.9 0.2136 0.0794 七期 2020-07-26 3124 12.1 0.1860 0.1400 八期 2020-10-12 14225 7.9 0.2115 0.0964 九期 2021-04-26 8939 12.7 0.1396 0.0842 十期 2021-09-28 16055 7.9 0.1139 0.0896 表 2 欠稳定区体积估算表
Table 2. Volume estimation of unstable zone
欠稳定区 亚区 面积/km2 亚区体积/
(104 m3)体积小计/
(104 m3)K2 K2-1
右滑壁0.13 169 413 K2-2 0.03 90 K2-3a
K2-3b0.14 154 K3 K3-1
左滑壁0.09 117 306 K3-2 0.05 125 K3-3
K1-3
后滑壁0.04 64 合计 0.48 719 719 -
[1] 黄润秋. 灾害性崩滑地质过程的全过程模拟[J]. 中国地质灾害与防治学报,1994,5(增刊1):11 − 17. [HUANG Runqiu. Full-course simulation of hazardous rockfalls and avalanches[J]. The Chinese Journal of Geological Hazard and Control,1994,5(Sup 1):11 − 17. (in Chinese with English abstract)]
HUANG Runqiu. Full-course simulation of hazardous rockfalls and avalanches[J]. The Chinese Journal of Geological Hazard and Control, 1994, 5(Sup 1): 11 − 17. (in Chinese with English abstract) [2] 吕杰堂,王治华,周成虎. 西藏易贡大滑坡成因探讨[J]. 地球科学,2003,28(1):107 − 110. [LÜ Jietang,WANG Zhihua,ZHOU Chenghu. Discussion on the occurrence of yigong landslide in Tibet[J]. Earth Science,2003,28(1):107 − 110. (in Chinese with English abstract)]
LÜ Jietang, WANG Zhihua, ZHOU Chenghu . Discussion on the occurrence of yigong landslide in Tibet[J]. Earth Science,2003 ,28 (1 ):107 −110 . (in Chinese with English abstract)[3] 王治华,郭大海,郑雄伟,等. 贵州2010年6月28日关岭滑坡遥感应急调查[J]. 地学前缘,2011,18(3):310 − 316. [WANG Zhihua,GUO Dahai,ZHENG Xiongwei,et al. Remote sensing interpretation on June 28,2010 Guanling landslide,Guizhou Province,China[J]. Earth Science Frontiers,2011,18(3):310 − 316. (in Chinese with English abstract)]
WANG Zhihua, GUO Dahai, ZHENG Xiongwei, et al . Remote sensing interpretation on June 28, 2010 Guanling landslide, Guizhou Province, China[J]. Earth Science Frontiers,2011 ,18 (3 ):310 −316 . (in Chinese with English abstract)[4] 殷跃平,王文沛,张楠,等. 强震区高位滑坡远程灾害特征研究——以四川茂县新磨滑坡为例[J]. 中国地质,2017,44(5):827 − 841. [YIN Yueping,WANG Wenpei,ZHANG Nan,et al. Long runout geological disaster initiated by the ridge-top rockslide in a strong earthquake area:A case study of the Xinmo landslide in Maoxian County,Sichuan Province[J]. Geology in China,2017,44(5):827 − 841. (in Chinese with English abstract)]
YIN Yueping, WANG Wenpei, ZHANG Nan, et al . Long runout geological disaster initiated by the ridge-top rockslide in a strong earthquake area: A case study of the Xinmo landslide in Maoxian County, Sichuan Province[J]. Geology in China,2017 ,44 (5 ):827 −841 . (in Chinese with English abstract)[5] 王立朝,温铭生,冯振,等. 中国西藏金沙江白格滑坡灾害研究[J]. 中国地质灾害与防治学报,2019,30(1):1 − 9. [WANG Lichao,WEN Mingsheng,FENG Zhen,et al. Researches on the Baige landslide at Jinshajiang River,Tibet,China[J]. The Chinese Journal of Geological Hazard and Control,2019,30(1):1 − 9. (in Chinese with English abstract)]
WANG Lichao, WEN Mingsheng, FENG Zhen, et al . Researches on the Baige landslide at Jinshajiang River, Tibet, China[J]. The Chinese Journal of Geological Hazard and Control,2019 ,30 (1 ):1 −9 . (in Chinese with English abstract)[6] 黄润秋. 20世纪以来中国的大型滑坡及其发生机制[J]. 岩石力学与工程学报,2007,26(3):433 − 454. [HUANG Runqiu. Large-scale landslides and their sliding mechanisms in China since the 20th century[J]. Chinese Journal of Rock Mechanics and Engineering,2007,26(3):433 − 454. (in Chinese with English abstract)]
HUANG Runqiu. Large-scale landslides and their sliding mechanisms in China since the 20th century[J]. Chinese Journal of Rock Mechanics and Engineering, 2007, 26(3): 433 − 454. (in Chinese with English abstract) [7] 董秀军,邓博,袁飞云,等. 航空遥感在地质灾害领域的应用:现状与展望[J]. 武汉大学学报(信息科学版),2022,DOI:10.13203/j.whugis20220151. [DONG Xiujun,DENG Bo,YUAN Feiyun,et al. Application of Aerial Remote Sensing in Geological Hazards:Current Situation and Prospects[J]. Geomatics and Information Science of Wuhan University,2022,DOI:10.13203/j.whugis20220151. (in Chinese with English abstract)]
DONG Xiujun, DENG Bo, YUAN Feiyun, et al. Application of Aerial Remote Sensing in Geological Hazards: Current Situation and Prospects[J]. Geomatics and Information Science of Wuhan University, 2022, DOI: 10.13203/j.whugis20220151. (in Chinese with English abstract)
[8] 王家柱,巴仁基,葛华,等. 基于 MACD指标的渐变型滑坡临滑预报模型研究[J]. 水文地质工程地质,2022,49(6):133 − 140. [WANG Jiazhu,BA Renji,GE Hua,et al. Research on early-warning prediction model of critical slide of creep landslide based on the MACD index[J]. Hydrogeology & Engineering Geology,2022,49(6):133 − 140. (in Chinese with English abstract)]
WANG Jiazhu, BA Renji, GE Hua, et al . Research on early-warning prediction model of critical slide of creep landslide based on the MACD index[J]. Hydrogeology & Engineering Geology,2022 ,49 (6 ):133 −140 . (in Chinese with English abstract)[9] 唐亚明,张茂省,薛强,等. 滑坡监测预警国内外研究现状及评述[J]. 地质论评,2012,58(3):533 − 541. [TANG Yaming,ZHANG Maosheng,XUE Qiang,et al. Landslide monitoring and early-warning:an overview[J]. Geological Review,2012,58(3):533 − 541. (in Chinese with English abstract)]
TANG Yaming, ZHANG Maosheng, XUE Qiang, et al . Landslide monitoring and early-warning: an overview[J]. Geological Review,2012 ,58 (3 ):533 −541 . (in Chinese with English abstract)[10] 周学铖,徐争强,胡祎,等. 帕隆藏布绞东滑坡堵江风险评估[J]. 中国地质灾害与防治学报,2021,32(6):36 − 40. [ZHOU Xuecheng,XU Zhengqiang,HU Yi,et al. Risk assessment of blocking the river by Jiaodong landslide in Parlung Zangbo[J]. The Chinese Journal of Geological Hazard and Control,2021,32(6):36 − 40. (in Chinese with English abstract)]
ZHOU Xuecheng, XU Zhengqiang, HU Yi, et al . Risk assessment of blocking the river by Jiaodong landslide in Parlung Zangbo[J]. The Chinese Journal of Geological Hazard and Control,2021 ,32 (6 ):36 −40 . (in Chinese with English abstract)[11] 李晓恩,周亮,苏奋振,等. InSAR技术在滑坡灾害中的应用研究进展[J]. 遥感学报,2021,25(2):614 − 629. [LI Xiaoen,ZHOU Liang,SU Fenzhen,et al. Application of InSAR technology in landslide hazard:Progress and prospects[J]. National Remote Sensing Bulletin,2021,25(2):614 − 629. (in Chinese with English abstract)] doi: 10.11834/jrs.20209297
doi: 10.11834/jrs.20209297LI Xiaoen, ZHOU Liang, SU Fenzhen, et al . Application of InSAR technology in landslide hazard: Progress and prospects[J]. National Remote Sensing Bulletin,2021 ,25 (2 ):614 −629 . (in Chinese with English abstract)[12] 刘云,肖斌. 江西省地质灾害专业监测预警存在的问题与展望[J]. 地质灾害与环境保护,2022,33(3):64 − 70. [LIU Yun,XIAO Bin. Problems and prospect of professional monitoring and early warning of geological disasters in Jiangxi Province[J]. Journal of Geological Hazards and Environment Preservation,2022,33(3):64 − 70. (in Chinese with English abstract)] doi: 10.3969/j.issn.1006-4362.2022.03.010
doi: 10.3969/j.issn.1006-4362.2022.03.010LIU Yun, XIAO Bin . Problems and prospect of professional monitoring and early warning of geological disasters in Jiangxi Province[J]. Journal of Geological Hazards and Environment Preservation,2022 ,33 (3 ):64 −70 . (in Chinese with English abstract)[13] 王晓刚,高飞云,杨磊,等. 无人机遥感技术在自然灾害应急中的应用及前景[J]. 四川地质学报,2019,39(1):158 − 163. [WANG Xiaogang,GAO Feiyun,YANG Lei,et al. The application of unmanned aerial vehicle remote sensing technology to natural disaster emergency[J]. Acta Geologica Sichuan,2019,39(1):158 − 163. (in Chinese with English abstract)]
WANG Xiaogang, GAO Feiyun, YANG Lei, et al . The application of unmanned aerial vehicle remote sensing technology to natural disaster emergency[J]. Acta Geologica Sichuan,2019 ,39 (1 ):158 −163 . (in Chinese with English abstract)[14] 郭晨,许强,董秀军,等. 无人机在重大地质灾害应急调查中的应用[J]. 测绘通报,2020(10):6 − 11. [GUO Chen,XU Qiang,DONG Xiujun,et al. Application of UAV photogrammetry technology in the emergency rescue of catastrophic geohazards[J]. Bulletin of Surveying and Mapping,2020(10):6 − 11. (in Chinese with English abstract)]
GUO Chen, XU Qiang, DONG Xiujun, et al . Application of UAV photogrammetry technology in the emergency rescue of catastrophic geohazards[J]. Bulletin of Surveying and Mapping,2020 (10 ):6 −11 . (in Chinese with English abstract)[15] 郭晨,许强,彭双麒,等. 无人机摄影测量技术在金沙江白格滑坡应急抢险中的应用[J]. 灾害学,2020,35(1):203 − 210. [GUO Chen,XU Qiang,PENG Shuangqi,et al. Application research of UAV photogrammetry technology in the emergency rescue of baige landslide[J]. Journal of Catastrophology,2020,35(1):203 − 210. (in Chinese with English abstract)]
GUO Chen, XU Qiang, PENG Shuangqi, et al . Application research of UAV photogrammetry technology in the emergency rescue of baige landslide[J]. Journal of Catastrophology,2020 ,35 (1 ):203 −210 . (in Chinese with English abstract)[16] 许强,郑光,李为乐,等. 2018年10月和11月金沙江白格两次滑坡-堰塞堵江事件分析研究[J]. 工程地质学报,2018,26(6):1534 − 1551. [XU Qiang,ZHENG Guang,LI Weile,et al. Study on successive landslide damming events of Jinsha River in Baige village on Octorber 11 and November 3,2018[J]. Journal of Engineering Geology,2018,26(6):1534 − 1551. (in Chinese with English abstract)]
XU Qiang, ZHENG Guang, LI Weile, et al . Study on successive landslide damming events of Jinsha River in Baige village on Octorber 11 and November 3, 2018[J]. Journal of Engineering Geology,2018 ,26 (6 ):1534 −1551 . (in Chinese with English abstract)[17] 言司. 独辟蹊径,不断创新 贴近摄影测量:第三种摄影测量方式的诞生——专访武汉大学遥感信息工程学院张祖勋院士[J]. 中国测绘,2019(10):31 − 37. [YAN Si. Creating a new way,constantly innovating and approaching photogrammetry:The birth of the third photogrammetry method—interview with academician Zhang Zuxun from school of remote sensing information engineering,Wuhan university[J]. China Surveying and Mapping,2019(10):31 − 37. (in Chinese)]
YAN Si . Creating a new way, constantly innovating and approaching photogrammetry: The birth of the third photogrammetry method—interview with academician Zhang Zuxun from school of remote sensing information engineering, Wuhan university[J]. China Surveying and Mapping,2019 (10 ):31 −37 . (in Chinese)[18] 李德仁,李明. 无人机遥感系统的研究进展与应用前景[J]. 武汉大学学报(信息科学版),2014,39(5):505 − 513. [LI Deren,LI Ming. Research advance and application prospect of unmanned aerial vehicle remote sensing system[J]. Geomatics and Information Science of Wuhan University,2014,39(5):505 − 513. (in Chinese with English abstract)]
LI Deren, LI Ming . Research advance and application prospect of unmanned aerial vehicle remote sensing system[J]. Geomatics and Information Science of Wuhan University,2014 ,39 (5 ):505 −513 . (in Chinese with English abstract)[19] 王俊豪,魏云杰,梅傲霜,等. 基于无人机倾斜摄影的黄土滑坡信息多维提取与应用分析[J]. 中国地质,2021,48(2):388 − 401. [WANG Junhao,WEI Yunjie,MEI Aoshuang,et al. Multidimensional extraction of UAV tilt photography-based information of loess landslide and its application[J]. Geology in China,2021,48(2):388 − 401. (in Chinese with English abstract)]
WANG Junhao, WEI Yunjie, MEI Aoshuang, et al . Multidimensional extraction of UAV tilt photography-based information of loess landslide and its application[J]. Geology in China,2021 ,48 (2 ):388 −401 . (in Chinese with English abstract)[20] 许强,朱星,李为乐,等. “天-空-地”协同滑坡监测技术进展[J]. 测绘学报,2022,51(7):1416 − 1436. [XU Qiang,ZHU Xing,LI Weile,et al. Technical progress of space-air-ground collaborative monitoring of landslide[J]. Acta Geodaetica et Cartographica Sinica,2022,51(7):1416 − 1436. (in Chinese with English abstract)]
XU Qiang, ZHU Xing, LI Weile, et al . Technical progress of space-air-ground collaborative monitoring of landslide[J]. Acta Geodaetica et Cartographica Sinica,2022 ,51 (7 ):1416 −1436 . (in Chinese with English abstract)[21] 张永双,巴仁基,任三绍,等. 中国西藏金沙江白格滑坡的地质成因分析[J]. 中国地质,2020,47(6):1637 − 1645. [ZHANG Yongshuang,BA Renji,REN Sanshao,et al. An analysis of geo-mechanism of the Baige landslide in Jinsha River,Tibet[J]. Geology in China,2020,47(6):1637 − 1645. (in Chinese with English abstract)]
ZHANG Yongshuang, BA Renji, REN Sanshao, et al . An analysis of geo-mechanism of the Baige landslide in Jinsha River, Tibet[J]. Geology in China,2020 ,47 (6 ):1637 −1645 . (in Chinese with English abstract)[22] 邓建辉,高云建,余志球,等. 堰塞金沙江上游的白格滑坡形成机制与过程分析[J]. 工程科学与技术,2019,51(1):9 − 16. [DENG Jianhui,GAO Yunjian,YU Zhiqiu,et al. Analysis on the formation mechanism and process of Baige landslides damming the upper reach of Jinsha River,China[J]. Advanced Engineering Sciences,2019,51(1):9 − 16. (in Chinese with English abstract)]
DENG Jianhui, GAO Yunjian, YU Zhiqiu, et al . Analysis on the formation mechanism and process of Baige landslides damming the upper reach of Jinsha River, China[J]. Advanced Engineering Sciences,2019 ,51 (1 ):9 −16 . (in Chinese with English abstract)[23] 周礼,范宣梅,许强,等. 金沙江白格滑坡运动过程特征数值模拟与危险性预测研究[J]. 工程地质学报,2019,27(6):1395 − 1404. [ZHOU Li,FAN Xuanmei,XU Qiang,et al. Numerical simulation and hazard prediction on movement process characteristics of Baige landslide in Jinsha River[J]. Journal of Engineering Geology,2019,27(6):1395 − 1404. (in Chinese with English abstract)]
ZHOU Li, FAN Xuanmei, XU Qiang, et al . Numerical simulation and hazard prediction on movement process characteristics of Baige landslide in Jinsha River[J]. Journal of Engineering Geology,2019 ,27 (6 ):1395 −1404 . (in Chinese with English abstract)[24] 朱德明,李鹏岳,胡孝洪,等. 金沙江白格滑坡残留体稳定性分析与防治对策[J]. 现代地质,2021,35(1):56 − 63. [ZHU Deming,LI Pengyue,HU Xiaohong,et al. Stability analysis and prevention countermeasures for residual bodies of Baige landslide in Jinsha River[J]. Geoscience,2021,35(1):56 − 63. (in Chinese with English abstract)]
ZHU Deming, LI Pengyue, HU Xiaohong, et al . Stability analysis and prevention countermeasures for residual bodies of Baige landslide in Jinsha River[J]. Geoscience,2021 ,35 (1 ):56 −63 . (in Chinese with English abstract)[25] 吴瑞安,马海善,张俊才,等. 金沙江上游沃达滑坡发育特征与堵江危险性分析[J]. 水文地质工程地质,2021,48(5):120 − 128. [WU Ruian,MA Haishan,ZHANG Juncai,et al. Developmental characteristics and damming river risk of the Woda landslide in the upper reaches of the Jinshajiang River[J]. Hydrogeology & Engineering Geology,2021,48(5):120 − 128. (in Chinese with English abstract)]
WU Ruian, MA Haishan, ZHANG Juncai, et al . Developmental characteristics and damming river risk of the Woda landslide in the upper reaches of the Jinshajiang River[J]. Hydrogeology & Engineering Geology,2021 ,48 (5 ):120 −128 . (in Chinese with English abstract)[26] 陈菲,王塞,高云建,等. 白格滑坡裂缝区演变过程及其发展趋势分析[J]. 工程科学与技术,2020,52(5):71 − 78. [CHEN Fei,WANG Sai,GAO Yunjian,et al. Evolution of the cracking zones at the site of the Baige landslides and their future development[J]. Advanced Engineering Sciences,2020,52(5):71 − 78. (in Chinese with English abstract)]
CHEN Fei, WANG Sai, GAO Yunjian, et al . Evolution of the cracking zones at the site of the Baige landslides and their future development[J]. Advanced Engineering Sciences,2020 ,52 (5 ):71 −78 . (in Chinese with English abstract)[27] 蔡耀军,徐复兴,朱萌,等. 金沙江白格滑坡残留体失稳堵江风险分析[J]. 工程科学与技术,2021,53(6):33 − 42. [CAI Yaojun,XU Fuxing,ZHU Meng,et al. River blocking risk analysis for the residual unstable masses of the baige landslide at the Jinsha River[J]. Advanced Engineering Sciences,2021,53(6):33 − 42. (in Chinese with English abstract)]
CAI Yaojun, XU Fuxing, ZHU Meng, et al . River blocking risk analysis for the residual unstable masses of the baige landslide at the Jinsha River[J]. Advanced Engineering Sciences,2021 ,53 (6 ):33 −42 . (in Chinese with English abstract)[28] 张欢,巨能攀,陆渊,等. 基于无人机的滑坡地形快速重建与稳定性分析[J]. 水文地质工程地质,2021,48(6):171 − 179. [ZHANG Huan,JU Nengpan,LU Yuan,et al. Rapid remodeling of three-dimensional terrain and stability analyses of landslide based on UAV[J]. Hydrogeology & Engineering Geology,2021,48(6):171 − 179. (in Chinese with English abstract)]
ZHANG Huan, JU Nengpan, LU Yuan, et al . Rapid remodeling of three-dimensional terrain and stability analyses of landslide based on UAV[J]. Hydrogeology & Engineering Geology,2021 ,48 (6 ):171 −179 . (in Chinese with English abstract)[29] 国家质量监督检验检疫总局,中国国家标准化管理委员会. 数字航空摄影测量空中三角测量规范:GB/T 23236—2009[S]. 北京:中国标准出版社,2009. [General Administration of Quality Supervision, Inspection and Quarantine of the People’s Republic of China, Standardization Administration of the People’s Republic of China. Specifications for aerotriangulation of digital aerophotogrammetry: GB/T 23236—2009[S]. Beijing: Standards Press of China, 2009. (in Chinese)]
General Administration of Quality Supervision, Inspection and Quarantine of the People’s Republic of China, Standardization Administration of the People’s Republic of China. Specifications for aerotriangulation of digital aerophotogrammetry: GB/T 23236—2009[S]. Beijing: Standards Press of China, 2009. (in Chinese) [30] 丁要轩,龚文平,程展,等. 基于多期无人机影像的滑坡地表竖向变形测量模型试验与工程应用[J]. 地质科技通报,2023(2):267 − 278. [DING Yaoxuan,GONG Wenping,CHENG Zhan,et al. Model tests of the vertical ground deformation measurement of landslide based on multiple UAV images and its application[J]. Bulletin of Geological Science and Technology,2023(2):267 − 278. (in Chinese with English abstract)]
DING Yaoxuan, GONG Wenping, CHENG Zhan, et al . Model tests of the vertical ground deformation measurement of landslide based on multiple UAV images and its application[J]. Bulletin of Geological Science and Technology,2023 (2 ):267 −278 . (in Chinese with English abstract)[31] 訾栓紧,蓝朝桢,陈曦. UAV-DEM法计算土方量精度影响因素及分析[J]. 北京测绘,2019,33(9):1034 − 1037. [ZI Shuanjin,LAN Chaozhen,CHEN Xi. Influencing factors and analysis of calculation of earthwork accuracy by UAV-DEM method[J]. Beijing Surveying and Mapping,2019,33(9):1034 − 1037. (in Chinese with English abstract)]
ZI Shuanjin, LAN Chaozhen, CHEN Xi . Influencing factors and analysis of calculation of earthwork accuracy by UAV-DEM method[J]. Beijing Surveying and Mapping,2019 ,33 (9 ):1034 −1037 . (in Chinese with English abstract)[32] 李博,徐敬海. 无人机倾斜摄影测量土方计算及精度评定[J]. 测绘通报,2020(2):102 − 106. [LI Bo,XU Jinghai. UAV tilt photogrammetry earthwork calculation and accuracy evaluation[J]. Bulletin of Surveying and Mapping,2020(2):102 − 106. (in Chinese with English abstract)]
LI Bo, XU Jinghai . UAV tilt photogrammetry earthwork calculation and accuracy evaluation[J]. Bulletin of Surveying and Mapping,2020 (2 ):102 −106 . (in Chinese with English abstract)[33] 朱连辉,田毅,王薇,等. UAV-DEM支持下的土方快速测算方法[J]. 测绘通报,2017(6):122 − 124. [ZHU Lianhui,TIAN Yi,WANG Wei,et al. Rapid earthwork calculation method supported by UAV-DEM[J]. Bulletin of Surveying and Mapping,2017(6):122 − 124. (in Chinese with English abstract)]
ZHU Lianhui, TIAN Yi, WANG Wei, et al . Rapid earthwork calculation method supported by UAV-DEM[J]. Bulletin of Surveying and Mapping,2017 (6 ):122 −124 . (in Chinese with English abstract)[34] 太浩宇,夏永华. 多种测绘技术对同一土方量算方法研究及精度分析[J]. 城市勘测,2022(2):110 − 114. [TAI Haoyu,XIA Yonghua. Research on the same earthwork measurement method and accuracy analysis by multiple surveying and mapping technologies[J]. Urban Geotechnical Investigation & Surveying,2022(2):110 − 114. (in Chinese with English abstract)]
TAI Haoyu, XIA Yonghua . Research on the same earthwork measurement method and accuracy analysis by multiple surveying and mapping technologies[J]. Urban Geotechnical Investigation & Surveying,2022 (2 ):110 −114 . (in Chinese with English abstract)[35] 盛海泉,覃婕,周吕,等. 无人机倾斜摄影测量与GNSS土方量测算精度对比分析[J]. 测绘通报,2022(增刊2):310 − 315. [SHENG Haiquan,QIN Jie,ZHOU L,et al. Comparative analysis of UAV oblique photogrammetry and GNSS earthwork measurement accuracy[J]. Bulletin of Surveying and Mapping,2022(Sup 2):310 − 315. (in Chinese with English abstract)]
SHENG Haiquan, QIN Jie, ZHOU L, et al. Comparative analysis of UAV oblique photogrammetry and GNSS earthwork measurement accuracy[J]. Bulletin of Surveying and Mapping, 2022(Sup 2): 310 − 315. (in Chinese with English abstract) -