Quantifying the Reliability of Volumetric and Areal Calculation with UAV-Generated DEMs: A Comparative Study with Ground Truth Data

Q3 Environmental Science Tikrit Journal of Engineering Sciences Pub Date : 2024-02-02 DOI:10.25130/tjes.31.1.5
Ahmed J. Hussein, Sabbar A. Salih
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Abstract

For performing an assessment of the volume estimation accuracy using Digital Elevation Models (DEMs) generated by Unmanned Aerial Vehicles (UAVs), an evaluation of suitability has been made. The study was operated at Tikrit University, on a man-made topographic depression in the form of fishponds. The generated DEM by using the images of the UAV followed by accuracy assessment using Ground Control Points (GCPs), the points distributed evenly throughout the pond. The results showed that the Root Mean Square Error (RMSE) calculated for the DEM at the optimum flight plane ranged between 0.14 to 0.45. Comparing the pond's predicted volume utilizing UAV DEMs to the ground truth volume obtained using GNSS RTK surveying, it was discovered that the UAV DEM calculation was 97% accurate. The study came to the conclusion that the UAV Structure from Motion (SFM) method and the generated DEMs are appropriate for precisely surveying the volumes utilizing the appropriate range of flying parameters based on prior knowledge.
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利用无人机生成的 DEM 对体积和面积计算的可靠性进行量化:与地面实况数据的比较研究
为评估使用无人机生成的数字高程模型(DEM)进行体积估算的准确性,对其适用性进行了评估。这项研究是在提克里特大学的一个人工鱼塘地形凹陷处进行的。使用无人机图像生成 DEM,然后使用地面控制点(GCP)进行精度评估,这些点均匀分布在整个池塘中。结果显示,在最佳飞行平面上计算出的 DEM 均方根误差(RMSE)在 0.14 至 0.45 之间。将利用无人机 DEM 预测的池塘体积与利用 GNSS RTK 测量获得的地面实况体积进行比较后发现,无人机 DEM 计算的准确率为 97%。研究得出的结论是,无人机运动结构(SFM)方法和生成的 DEM 适合于利用基于先验知识的适当飞行参数范围精确测量体积。
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CiteScore
1.50
自引率
0.00%
发文量
56
审稿时长
8 weeks
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