Journal of Graphics ›› 2026, Vol. 47 ›› Issue (3): 661-670.DOI: 10.11996/JG.j.2095-302X.2026030661
• Digital Design and Manufacture • Previous Articles Next Articles
MA Jiming1(
), WANG Hongxuan1, ZHANG Siyu2, WANG Fayan1, ZHANG Zhiming2, QU Renli1
Received:2025-10-14
Accepted:2026-03-24
Online:2026-06-30
Published:2026-06-30
Contact:
MA Jiming
CLC Number:
MA Jiming, WANG Hongxuan, ZHANG Siyu, WANG Fayan, ZHANG Zhiming, QU Renli. A rapid algorithm for aircraft fuel tank liquid volume calculation based on mesh folding[J]. Journal of Graphics, 2026, 47(3): 661-670.
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| STL模型 | 三角形 网格数 | 计算时间/ms | 相对误差/% | ||||||
|---|---|---|---|---|---|---|---|---|---|
| RMCV算法 | 切片法 /500层 | 体素法 | 蒙特卡洛法 /10万点 | RMCV算法 | 切片法 /500层 | 体素法 | 蒙特卡洛法 /10万点 | ||
| 油箱1 | 18 927 | 7 | 2 032 | 5 730 | 21 160 | <0.001 | <0.001 | 0.057 | 0.031 |
| 油箱2 | 51 476 | 12 | 5 356 | 4 492 | 37 520 | <0.001 | <0.001 | 0.262 | 0.442 |
| 油箱3 | 41 839 | 10 | 4 695 | 5 161 | 33 882 | <0.001 | <0.001 | 0.425 | 0.103 |
| 油箱4 | 65 298 | 17 | 6 244 | 5 284 | 51 234 | <0.001 | <0.001 | 1.015 | 0.119 |
Table 1 Computation Time and Accuracy of RMCV Algorithm Case Models
| STL模型 | 三角形 网格数 | 计算时间/ms | 相对误差/% | ||||||
|---|---|---|---|---|---|---|---|---|---|
| RMCV算法 | 切片法 /500层 | 体素法 | 蒙特卡洛法 /10万点 | RMCV算法 | 切片法 /500层 | 体素法 | 蒙特卡洛法 /10万点 | ||
| 油箱1 | 18 927 | 7 | 2 032 | 5 730 | 21 160 | <0.001 | <0.001 | 0.057 | 0.031 |
| 油箱2 | 51 476 | 12 | 5 356 | 4 492 | 37 520 | <0.001 | <0.001 | 0.262 | 0.442 |
| 油箱3 | 41 839 | 10 | 4 695 | 5 161 | 33 882 | <0.001 | <0.001 | 0.425 | 0.103 |
| 油箱4 | 65 298 | 17 | 6 244 | 5 284 | 51 234 | <0.001 | <0.001 | 1.015 | 0.119 |
| 油液传感器 编号 | 平均绝对 误差/mm | 平均相对 误差/% | 相对误差方差 |
|---|---|---|---|
| 1 | 0.0 217 | 0.0 027 | 0.00 037 |
| 2 | 0.5 186 | 0.1 073 | 0.00 413 |
| 3 | -0.2 435 | -0.0 495 | 0.00 605 |
Table 2 Error between RMCV algorithm simulation results and experimental data
| 油液传感器 编号 | 平均绝对 误差/mm | 平均相对 误差/% | 相对误差方差 |
|---|---|---|---|
| 1 | 0.0 217 | 0.0 027 | 0.00 037 |
| 2 | 0.5 186 | 0.1 073 | 0.00 413 |
| 3 | -0.2 435 | -0.0 495 | 0.00 605 |
| [1] | 张晓麒. 飞机油箱油量实时测量关键技术研究[D]. 济南: 山东大学, 2020. |
| ZHANG X Q. Research on key technologies for real-time measurement of aircraft fuel tank quantity[D]. Ji’nan: Shandong University, 2020(in Chinese). | |
| [2] | 贾俊舒. 飞机油箱油量测量技术研究[D]. 成都: 电子科技大学, 2018. |
| JIA J S. Research on measurement technology of aircraft tank fuel[D]. Chengdu: University of Electronic Science and Technology of China, 2018(in Chinese). | |
| [3] | 汪俊辉. 基于STL模型注塑模CAE表面网格划分技术的研究[D]. 宁波: 宁波大学, 2017. |
| WANG J H. Research on surface mesh generation technology of injection mold CAE based on STL model[D]. Ningbo: Ningbo University, 2017(in Chinese). | |
| [4] | 蒋鹏, 齐龙, 吴海燕, 等. 基于分片参数化的保特征结构化网格生成方法[J]. 计算机辅助设计与图形学学报, 2024, 36(8): 1286-1297. |
| JIANG P, QI L, WU H Y, et al. Feature-preserving structured mesh generation method based on patch-wise parameterization[J]. Journal of Computer-Aided Design & Computer Graphics, 2024, 36(8): 1286-1297(in Chinese). | |
| [5] |
岳明宇, 高希峰, 毕重科. 三维建筑模型的低模网格生成[J]. 图学学报, 2023, 44(4): 764-774.
DOI |
| YUE M Y, GAO X F, BI C K. 3D low-poly mesh generation for building models[J]. Journal of Graphics, 2023, 44(4): 764-774(in Chinese). | |
| [6] |
袁清洌, 吴学群. 结合Delaunay三角面分离法与搜索球策略的三维曲面重建算法[J]. 图学学报, 2018, 39(2): 278-286.
DOI |
| YUAN Q L, WU X Q. 3D surfaces reconstruction algorithm via detaching Delaunay triangular mesh and search-ball approach[J]. Journal of Graphics, 2018, 39(2): 278-286(in Chinese). | |
| [7] | 雷娜, 冯宇豪, 段君毅, 等. 有限元网格生成方法综述[J]. 电子科技大学学报, 2024, 53(6): 816-843. |
| LEI N, FENG Y H, DUAN J Y, et al. A survey of finite element mesh generation methods[J]. Journal of University of Electronic Science and Technology of China, 2024, 53(6): 816-843(in Chinese). | |
| [8] | LIU M H, ZENG C, WEI X Y, et al. MeshFormer: high-quality mesh generation with 3D-guided reconstruction model[C]// The 38th International Conference on Neural Information Processing Systems. Red Hook: Curran Associates Inc., 2024: 1893. |
| [9] | XU J L, CHENG W H, GAO Y M, et al. InstantMesh:efficient 3D mesh generation from a single image with sparse-view large reconstruction models[EB/OL]. [2025-04-15]. https://doi.org/10.48550/arXiv.2404.07191. |
| [10] |
WANG Y J, DING M J, ZHANG Q P, et al. Volume calculation methods of irregular stone artifacts based on 3D laser scanning technology[J]. Journal of Asian Architecture and Building Engineering, 2023, 22(6): 3386-3402.
DOI URL |
| [11] |
LI B, WEI J B, WANG L, et al. A comparative analysis of two point cloud volume calculation methods[J]. International Journal of Remote Sensing, 2019, 40(8): 3227-3246.
DOI URL |
| [12] | 王泉德. 任意三角网格模型体积的快速精确计算方法[J]. 计算机工程与应用, 2009, 45(18): 32-34, 58. |
| WANG Q D. Fast and accurate volume calculation method for arbitrary triangular meshes[J]. Computer Engineering and Applications, 2009, 45(18): 32-34, 58 (in Chinese). | |
| [13] | ZHANG C, CHEN T H. Efficient feature extraction for 2D/3D objects in mesh representation[C]// 2001 International Conference on Image Processing. New York: IEEE Press, 2001: 935-938. |
| [14] |
SRINIVASAN V K. Computation techniques for the volume of a tetrahedron[J]. International Journal of Mathematical Education in Science and Technology, 2010, 41(7): 979-990.
DOI URL |
| [15] |
GUO X Y, XIAO J, WANG Y. A survey on algorithms of hole filling in 3D surface reconstruction[J]. The Visual Computer, 2018, 34(1): 93-103.
DOI URL |
| [16] | KÖNIG S, GUMHOLD S. Consistent propagation of normal orientations in point clouds[C]// Tthe 14th International Workshop on Vision, Modeling, and Visualization. Aire-la-Ville: Eurographics Association, 2009: 83-92. |
| [17] | TAKAYAMA K, JACOBSON A, KAVAN L, et al. A simple method for correcting facet orientations in polygon meshes based on ray casting[J]. Journal of Computer Graphics Techniques, 2014, 3(4): 53-63. |
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