Analisis Pengaruh Tinggi Terbang UAV LiDAR Terhadap Akurasi Model Permukaan Pada Terrain Terjal Kawasan Pertambangan

Authors

  • Zakki Sulistyawan PT. Freeport Indonesia Author
  • Soni Darmawan Institut Teknologi Nasional, Bandung Author

Keywords:

UAV LiDAR, flight altitude, point density, RMSE, surface model accuracy, steep terrain.

Abstract

Penelitian ini bertujuan menganalisis pengaruh tinggi terbang UAV LiDAR terhadap akurasi model permukaan pada terrain terjal kawasan pertambangan. Akuisisi data dilakukan pada ketinggian 100 m, 150 m, dan 200 m di atas permukaan tanah. Kerapatan titik dianalisis menggunakan point density dan point spacing, sedangkan akurasi model permukaan dievaluasi menggunakan RMSE berdasarkan Independent Control Point (ICP). Tinggi terbang 100 m diperoleh RMSEr sebesar 0,064 m dan RMSEz sebesar 0,038 m. Pada tinggi terbang 150 m, nilai RMSEr dan RMSEz meningkat menjadi 0,071 m dan 0,065 m. Pada tinggi terbang 200 m, RMSEr tetap sebesar 0,071 m, sedangkan RMSEz meningkat menjadi 0,124 m. Peningkatan tinggi terbang menyebabkan point density menurun dari 1124,25 points/m² menjadi 155,75 points/m², sementara point spacing meningkat dari 2,98 cm menjadi 8,01 cm. Hasil penelitian menunjukkan bahwa tinggi terbang lebih berpengaruh terhadap ketelitian vertikal dibandingkan ketelitian horizontal. Berdasarkan Peraturan Kepala BIG Nomor 15 Tahun 2014, data tinggi terbang 100 m dan 150 m memenuhi ketelitian peta RBI skala 1:1.000 kelas 1, sedangkan data pada tinggi terbang 200 m memenuhi ketelitian peta RBI skala 1:1.000 kelas 2.

References

[1] C. H. Singh, V. Mishra, and K. Jain, "High-resolution mapping of forested hills using real-time UAV terrain following," ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. X-1/W1, pp. 665-671, 2023.

[2] J. J. Sofonia, S. Phinn, C. Roelfsema, F. Kendoul, and Y. Rist, "Modelling the effects of fundamental UAV flight parameters on LiDAR point clouds to facilitate objectives-based planning," ISPRS Journal of Photogrammetry and Remote Sensing, vol. 149, pp. 105-118, 2019.

[3] K. Bakuła, M. Pilarska, W. Ostrowski, A. Nowicki, and Z. Kurczyński, "UAV LiDAR data processing: Influence of flight height on geometric accuracy, radiometric information and parameter setting in DTM production," The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. XLIII-B1, pp. 21-26, 2020.

[4] M. Kucharczyk, C. H. Hugenholtz, and X. Zou, "UAV-LiDAR accuracy in vegetated terrain," Journal of Unmanned Vehicle Systems, vol. 6, no. 3, pp. 212-234, 2018.

[5] P. Bartmiński, M. Siłuch, and W. Kociuba, "The Effectiveness of a UAV-Based LiDAR Survey to Develop Digital Terrain Models and Topographic Texture Analyses," Sensors, vol. 23, no. 14, p. 6415, 2023, doi: 10.3390/s23146415.

[6] American Society for Photogrammetry and Remote Sensing (ASPRS), ASPRS Guidelines on Quantifying Horizontal Sampling Density of Aerial Lidar Point cloud Data, Edition 1, Version 1.0, Bethesda, MD, USA, 2025.

[7] H. A. Lassiter, B. Wilkinson, A. Gonzalez Perez, and C. Kelly, "Absolute 3D Accuracy Assessment of UAS LiDAR Surveying," The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. XLIV-M-3, pp. 105-111, 2021.

[8] Badan Informasi Geospasial, Peraturan Kepala Badan Informasi Geospasial Nomor 15 Tahun 2014 tentang Pedoman Teknis Ketelitian Peta Dasar. Cibinong, Indonesia: BIG, 2014.

[9] V. Petras, A. Petrasova, J. B. McCarter, H. Mitasova, and R. K. Meentemeyer, "Point density Variations in Airborne LiDAR Point Clouds," Sensors, vol. 23, no. 3, p. 1593, 2023.

[10] American Society for Photogrammetry and Remote Sensing, "ASPRS Positional Accuracy Standards for Digital Geospatial Data," Photogrammetric Engineering and Remote Sensing, vol. 81, no. 3, pp. A1-A26, 2014.

[11] S. Darmawan et al., "Penerapan Metode Fotogrametri Jarak Dekat Kombinasi Data Unmanned Aerial Vehicle untuk Pembuatan Model 3D," Prosiding Seminar Nasional ITENAS ke-46, Bandung, Indonesia, 2018.

[12] N. A. Fuad, Z. Ismail, Z. Majid, N. Darwin, M. F. M. Ariff, K. M. Idris, and A. R. Yusoff, "Accuracy evaluation of digital terrain model based on different flying altitudes and conditional of terrain using UAV LiDAR technology," IOP Conference Series: Earth and Environmental Science, vol. 169, p. 012100, 2018, doi: 10.1088/1755-1315/169/1/012100.

[13] H. Abdel Maksoud, T. Abdel Aziz, A. S. Elsharkawy, and O. Moursy, "Advanced Techniques for Precision Assessment in UAV LiDAR Systems," Journal of Geodesy and Geoinformation Science, vol. 8, no. 2, pp. 90–107, 2025.

[14] U.S. Geological Survey, "Topographic Data Quality Levels (QLs)," U.S. Geological Survey, 2025. [Online]. Available: https://www.usgs.gov. [Accessed: Jul. 2026].

[15] A. Salach, K. Bakuła, M. Pilarska, W. Ostrowski, K. Górski, and Z. Kurczyński, "Accuracy Assessment of Point Clouds from LiDAR and Dense Image Matching Acquired Using the UAV Platform for DTM Creation," ISPRS International Journal of Geo-Information, vol. 7, no. 9, p. 342, 2018, doi: 10.3390/ijgi7090342.

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Published

30/07/2026

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How to Cite

[1]
“Analisis Pengaruh Tinggi Terbang UAV LiDAR Terhadap Akurasi Model Permukaan Pada Terrain Terjal Kawasan Pertambangan”, jse, vol. 11, no. 3, Jul. 2026, Accessed: Jul. 31, 2026. [Online]. Available: https://jse.serambimekkah.id/index.php/jse/article/view/2019

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