基于 RTK 模式、飞行高度和 GCP 数量的无人机航空摄影测量精度分析

IF 2.7 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Measurement Science and Technology Pub Date : 2024-07-02 DOI:10.1088/1361-6501/ad5dd7
Chenyan Tan, Zijun Chen, Ailin Liao, Xintian Zeng, Jinchao Cao
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引用次数: 0

摘要

无人飞行器(UAV)航空摄影测量方案的优化对于获得更高精度的测绘结果至关重要。本文选取了三个具有代表性的因素,即实时运动学(RTK)模式、飞行高度和地面控制点(GCP)数量,分析它们对无人机航空摄影测量精度的影响。在两种 RTK 模式下分别进行了四次飞行高度测试,并设计了五种地面控制点布局方案。在此基础上,分析了 40 个航空摄影测量结果的均方根误差(RMSE)值。结果表明,飞行高度与无人机航空摄影测量结果的分辨率之间存在明显的相关性。此外,还得出了 RTK 和非 RTK 模式下不同 GCP 值的实际图像分辨率与飞行高度之间的换算公式。在精确定位的情况下,航空摄影测量图像的水平和垂直精度随着飞行高度的增加而降低。在相同飞行高度下,在 RTK 模式下,增加或不增加 GCP(包括 GCP 数量的变化)对提高航空摄影测量精度没有显著影响。但是,在非 RTK 模式下,GCP 的数量对精度有明显影响。随着 GCP 数量的增加,水平和垂直 RMSE 值迅速下降,随后趋于稳定。然而,无论是否启动 RTK,过多的 GCP 都不利于提高航空摄影测量结果的精度。无人机在不使用 GCP 的 RTK 模式下的测绘精度与使用 GCP 的非 RTK 模式下的测绘精度相当。因此,在使用 RTK-UAV 时,在适当的情况下无需部署 GCP。最后,提出了优化无人机航空摄影测量方案的实用建议,供相关应用参考。
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Accuracy analysis of UAV aerial photogrammetry based on RTK mode, flight altitude, and number of GCPs
The optimization of an unmanned aerial vehicle (UAV) aerial photogrammetry scheme is crucial for achieving higher precision mapping results. Three representative factors, namely the real-time kinematic (RTK) mode, flight altitude, and the number of ground control points (GCPs) were selected to analyze their impact on UAV aerial photogrammetry accuracy. Four flight altitude tests were conducted separately in two RTK modes, and five GCP layout schemes were designed. Based on this, the root mean square error (RMSE) values of 40 aerial photogrammetric results were analyzed. The results showed a significant correlation between flight altitude and resolution of the UAV aerial photogrammetric results. Further, conversion formulas between actual image resolution and flight altitude for different GCP values were also derived in RTK and non-RTK modes. In the case of precise positioning, the horizontal and vertical accuracy of the aerial photogrammetric image decreased with increasing flight altitude. Under the same flight altitude, the addition or no addition of GCPs, including changes in GCP numbers, had no significant effect on improving the accuracy of aerial photogrammetry in RTK mode. However, in non-RTK mode, the number of GCPs significantly affected accuracy. The horizontal and vertical RMSE values decreased rapidly with the increase in GCP numbers and then stabilized. However, regardless of whether RTK was activated, an excessive number of GCPs was not conducive to improving the accuracy of aerial photogrammetric results. The mapping accuracy of UAVs in RTK mode without GCPs was equivalent to that in non-RTK mode with GCPs. Therefore, when using RTK-UAVs, deploying GCPs is unnecessary under suitable circumstances. Finally, practical suggestions for optimizing the UAV aerial photogrammetry scheme are provided as a reference for related applications.
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来源期刊
Measurement Science and Technology
Measurement Science and Technology 工程技术-工程:综合
CiteScore
4.30
自引率
16.70%
发文量
656
审稿时长
4.9 months
期刊介绍: Measurement Science and Technology publishes articles on new measurement techniques and associated instrumentation. Papers that describe experiments must represent an advance in measurement science or measurement technique rather than the application of established experimental technique. Bearing in mind the multidisciplinary nature of the journal, authors must provide an introduction to their work that makes clear the novelty, significance, broader relevance of their work in a measurement context and relevance to the readership of Measurement Science and Technology. All submitted articles should contain consideration of the uncertainty, precision and/or accuracy of the measurements presented. Subject coverage includes the theory, practice and application of measurement in physics, chemistry, engineering and the environmental and life sciences from inception to commercial exploitation. Publications in the journal should emphasize the novelty of reported methods, characterize them and demonstrate their performance using examples or applications.
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