Low-Cost UAV in Photogrammetric Engineering and Remote Sensing: Georeferencing, DEM Accuracy, and Geospatial Analysis

被引:1
|
作者
Sohl, Muhammad Abdullah [1 ,2 ]
Mahmood, Syed Amer [1 ]
机构
[1] Univ Punjab, Dept Space Sci, Lahore, Pakistan
[2] Natl Engn Serv Pakistan NESPAK, Lahore, Pakistan
关键词
Low-cost; Rolling shutter; UAV; SfM; Georeferencing; DEM; GROUND CONTROL POINTS; AIRBORNE; QUALITY; NUMBER;
D O I
10.1007/s41651-024-00176-2
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Conventional land surveying, while reliable, is limited by factors such as restricted area coverage, time-intensive procedures, and high costs. In contrast, consumer-grade unmanned aerial vehicles (UAVs) emerge as a promising and cost-effective alternative. This study explores the potential of harnessing an exceptionally low-cost consumer-grade UAV to deliver reliable measurements and geospatial products in photogrammetric engineering and remote sensing. The Mavic 2 Pro was flown at an altitude of 165 m above ground in a single grid configuration with an 80% forward overlap and 72% side overlap to achieve an average ground sampling distance (GSD) of 3.7 cm at two separate sites. At site A, 300 nadir-looking RGB images were taken, while at site B, 9899 images were captured. Site A was designed for comprehensive assessment whereas site B was selected for scalability testing. Our research encompasses an in-depth investigation into georeferencing methods based on structure-from-motion (SfM), focusing particularly on digital elevation models (DEMs) and their accuracy. For site A, the root-mean-square error (RMSE) in elevation improved from 180 x GSD to 3.3 x GSD for direct and indirect georeferencing respectively on independent check points (CPs). For site B, horizontal and vertical RMSE remained within 2 x GSD on CPs for indirect georeferencing. The evaluation of georeferencing methods highlights the importance of incorporating ground control points when exclusively relying on the low-cost UAV's onboard positioning and orientation data. Additionally, our research underscores the indispensable role of linear rolling shutter adjustments in enhancing overall accuracy for non-mechanical electronic shutter sensors.
引用
收藏
页数:24
相关论文
共 50 条
  • [1] Development of a low-cost quadrotor UAV based on ADRC for agricultural remote sensing
    Zhang, Songchao
    Xue, Xinyu
    Chen, Chen
    Sun, Zhu
    Sun, Tao
    [J]. INTERNATIONAL JOURNAL OF AGRICULTURAL AND BIOLOGICAL ENGINEERING, 2019, 12 (04) : 82 - 87
  • [2] Improving the accuracy of low-cost GPS measurements for remote sensing applications
    Rees, WG
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 2001, 22 (05) : 871 - 881
  • [3] UAV: low-cost remote sensing for high-resolution investigation of landslides
    Giordan, Daniele
    Manconi, Andrea
    Tannant, Dwayne D.
    Allasia, Paolo
    [J]. 2015 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2015, : 5344 - 5347
  • [4] LANDSLIDE SURVEYS USING LOW-COST UAV AND FOSS PHOTOGRAMMETRIC WORKFLOW
    Yordanov, V
    Biagi, L.
    Truong, X. Q.
    Brovelli, M. A.
    [J]. XXIV ISPRS CONGRESS IMAGING TODAY, FORESEEING TOMORROW, COMMISSION II, 2022, 43-B2 : 493 - 499
  • [5] Optimising the accuracy of a low-cost photogrammetric motion study system
    Chong, AK
    [J]. PHOTOGRAMMETRIC RECORD, 2004, 19 (108): : 296 - 310
  • [6] Accuracy assessment of different photogrammetric software for processing data from low-cost UAV platforms in forest conditions
    Brach, Michal
    Chan, Jonathan Cheung-Wai
    Szymanski, Pawel
    [J]. IFOREST-BIOGEOSCIENCES AND FORESTRY, 2019, 12 : 435 - 441
  • [7] An investigation of the spectral and radiometric characteristics of low-cost digital cameras for use in UAV remote sensing
    Logie, Gordon S. J.
    Coburn, Craig A.
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 2018, 39 (15-16) : 4891 - 4909
  • [8] Remote sensing of salmonid spawning sites in freshwater ecosystems: The potential of low-cost UAV data
    Ponsioen, Lieke
    Kapralova, Kalina H.
    Holm, Fredrik
    Hennig, Benjamin D.
    [J]. PLOS ONE, 2023, 18 (08):
  • [9] Accuracy assessment of a low-cost UAV derived digital elevation model (DEM) in a highly broken and vegetated terrain
    Akturk, Emre
    Altunel, Arif Oguz
    [J]. MEASUREMENT, 2019, 136 : 382 - 386
  • [10] Development of a low-cost agricultural remote sensing system based on an autonomous unmanned aerial vehicle (UAV)
    Xiang, Haitao
    Tian, Lei
    [J]. BIOSYSTEMS ENGINEERING, 2011, 108 (02) : 174 - 190