Assessment of the Applicability of UAV for the Creation of Digital Surface Model of a Small Peatland

被引:11
作者
Czapiewski, Sebastian [1 ]
机构
[1] Kazimierz Wielki Univ, Inst Geog, Bydgoszcz, Poland
关键词
UAV; DEM; peatland; photogrammetry; accuracy analysis; remote sensing; Tuchola Pinewood; ACCURACY ASSESSMENT; CARBON LOSS; TROPICAL PEATLAND; ASTER GDEM; SUBSIDENCE; DEM; EMISSIONS; TABLE; RATES;
D O I
10.3389/feart.2022.834923
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Rapid development and growing availability of Unmanned Aerial Vehicles (UAV) translates into their more wide-spread application in monitoring of the natural environment. Moreover, advances in computer analysis techniques allow the imaging performed with UAVs to be used in creating Digital Elevation Models (DEM) and Digital Surface Models (DSM). DEMs are often employed in studies on geology, environment, engineering, and architecture. The presented paper discusses the procedures enabling the making of a precise DEM, discusses the aerial imaging data processing technique as well as determines the accuracy of obtained products in comparison with an existing Digital Elevation Model. Based on available literature the author indicates four sets of input parameters applicable in UAV imaging. Data collection missions were performed on two separate days in the area of a small peatland located in the Tuchola Pinewood, Poland. The study aims to address two research issues. Firstly, the author investigates the possibility of creating a DSM based on UAV imaging performed under unfavorable conditions and indicates whether results obtained via this method display sufficient quality to be seen as an alternative to the traditional surveying techniques (LiDAR). Secondly, the article determines the input parameters for a photogrammetric flight that ensure the highest accuracy of a resulting DSM. The analyses show a strong positive correlation between the DSMs prepared based on UAV imaging with data obtained by means of traditional methods (LiDAR). Mean correlation coefficient ranged from 0.45 to 0.75 depending on the type of land use and input parameters selected for a given flight. Furthermore, the analysis revealed that DSMs prepared based on UAV imaging-provided the most suitable input parameters are selected-can be a viable alternative to standard measurements, with the added benefit of low cost and the capacity for repeatable data collection in time. Admittedly, the method in question cannot be utilized in relation to peatlands overgrown with high vegetation (trees, shrubs) as it effectively diminishes the accuracy of obtained DSMs.
引用
收藏
页数:9
相关论文
共 73 条
[1]   Accuracy assessment of digital elevation models using a non-parametric approach [J].
Aguilar, F. J. ;
Aguilar, M. A. ;
Agueera, F. .
INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2007, 21 (06) :667-686
[2]   Long-term rewetting of degraded peatlands restores hydrological buffer function [J].
Ahmad, Sate ;
Liu, Haojie ;
Guenther, Anke ;
Couwenberg, John ;
Lennartz, Bernd .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 749
[3]   Fusion of UAV-based DEMs for vertical component accuracy improvement [J].
Ajibola, Isola Ismaila ;
Mansor, Shattri ;
Pradhan, Biswajeet ;
Shafri, Helmi Zulhaidi Mohd .
MEASUREMENT, 2019, 147
[4]   Accuracy assessment of a low-cost UAV derived digital elevation model (DEM) in a highly broken and vegetated terrain [J].
Akturk, Emre ;
Altunel, Arif Oguz .
MEASUREMENT, 2019, 136 :382-386
[5]   Carbon loss from a deforested and drained tropical peatland over four years as assessed from peat stratigraphy [J].
Anshari, Gusti Z. ;
Gusmayanti, Evi ;
Afifudin, M. ;
Ruwaimana, Monika ;
Hendricks, Lauren ;
Gavin, Daniel G. .
CATENA, 2022, 208
[6]   The Use of Subsidence to Estimate Carbon Loss from Deforested and Drained Tropical Peatlands in Indonesia [J].
Anshari, Gusti Z. ;
Gusmayanti, Evi ;
Novita, Nisa .
FORESTS, 2021, 12 (06)
[7]  
Audronis T., 2015, DRONY WPROWADZENIE G
[8]   Dynamic of groundwater table, peat subsidence and carbon emission impacted from deforestation in tropical peatland, Riau, Indonesia [J].
Basuki, I. ;
Budiman, A. ;
Netzer, M. ;
Safitri, R. ;
Maulana, R. ;
Nusirhan, T. S. E. ;
Syamsir ;
Bernal, B. .
1ST INTERNATIONAL CONFERENCE ON SUSTAINABLE TROPICAL LAND MANAGEMENT, 2021, 648
[9]  
Bello C., 2020, EARTH SPACE SCI OPEN, V12, DOI [10.1002/essoar.10505379.1, DOI 10.1002/ESSOAR.10505379.1]
[10]  
Camporese M, 2006, DEV EARTH S, V9, P529, DOI 10.1016/S0928-2025(06)09023-7