Acta Aeronautica et Astronautica Sinica ›› 2025, Vol. 46 ›› Issue (19): 530967.doi: 10.7527/S1000-6893.2024.30967
• Special Issue: Aircraft Digital Twin Technology • Previous Articles Next Articles
Yiwei HUANG1, Yibin GENG2, Tianhe GAO1, Xuanwei HU1, Yuan WANG3, Hongyan MA1, Kuo TIAN1,4(
)
Received:2024-07-29
Revised:2024-08-19
Accepted:2024-10-07
Online:2024-10-16
Published:2024-10-15
Contact:
Kuo TIAN
E-mail:tiankuo@dlut.edu.cn
Supported by:CLC Number:
Yiwei HUANG, Yibin GENG, Tianhe GAO, Xuanwei HU, Yuan WANG, Hongyan MA, Kuo TIAN. Digital twin driven high precision reconstruction method for full-field deformation of structure[J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 530967.
| [1] | KIM D H, LEE K H, AHN B J, et al. Strain and damage monitoring in solar-powered aircraft composite wing using fiber Bragg grating sensors[C]∥Sensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems. New York: SPIE, 2013: 576-581. |
| [2] | 孙侠生, 肖迎春. 飞机结构健康监测技术的机遇与挑战[J]. 航空学报, 2014, 35(12): 3199-3212. |
| SUN X S, XIAO Y C. Opportunities and challenges of aircraft structural health monitoring[J]. Acta Aeronautica et Astronautica Sinica, 2014, 35(12): 3199-3212 (in Chinese). | |
| [3] | BARTLEY-CHO J, WANG D, KUDVA J. Shape estimation of deforming structures[C]∥19th AIAA Applied Aerodynamics Conference. Reston: AIAA, 2001: 1566. |
| [4] | JONES R T, BELLEMORE D G, BERKOFF T A, et al. Determination of cantilever plate shapes using wavelength division multiplexed fiber Bragg grating sensors and a least-squares strain-fitting algorithm[J]. Smart Materials and Structures, 1998, 7(2): 178-188. |
| [5] | DAVIS M A, KERSEY A D, SIRKIS J, et al. Shape and vibration mode sensing using a fiber optic Bragg grating array[J]. Smart Materials and Structures, 1996, 5(6): 759-765. |
| [6] | GHERLONE M, CERRACCHIO P, MATTONE M, et al. Shape sensing of 3D frame structures using an inverse Finite Element Method[J]. International Journal of Solids and Structures, 2012, 49(22): 3100-3112. |
| [7] | 于起峰, 尚洋, 伏思华, 等. 大型结构变形及形貌摄像测量技术研究进展[J]. 实验力学, 2011, 26(5): 479-490. |
| YU Q F, SHANG Y, FU S H, et al. Development of videometrics for large-scale structual deformation and topography measurement[J]. Journal of Experimental Mechanics, 2011, 26(5): 479-490 (in Chinese). | |
| [8] | DERKEVORKIAN A, MASRI S F, ALVARENGA J, et al. Strain-based deformation shape-estimation algorithm for control and monitoring applications[J]. AIAA Journal, 2013, 51(9): 2231-2240. |
| [9] | YOU R Z, REN L, YUAN C L, et al. Two-dimensional deformation estimation of beam-like structures using inverse finite-element method: theoretical study and experimental validation[J]. Journal of Engineering Mechanics, 2021, 147(5): 04021019. |
| [10] | AN Y H, CHEN J S, LI H H, et al. A real-time spatial deformation estimation method based on spatial curvature decomposition and interpolation[J]. Engineering Structures, 2023, 296: 116904. |
| [11] | KO W, RICHARDS W, TRAN V T. Displacement theories for in-flight deformed shape predictions of aerospace structures: 20070032936[R]. California: NASA Armstrong Flight Research Center, 2007. |
| [12] | KO W, RICHARDS W, FLEISCHER V. Applications of KO displacement theory to the deformed shape predictions of the doubly-tapered ikhana wing: 20090040594[R]. California: NASA Armstrong Flight Research Center, 2009. |
| [13] | 胡明月, 吴邵庆, 董萼良. 基于逆有限元法的三维壁板结构变形场重构[J]. 工程力学, 2024, 41(6): 235-245. |
| HU M Y, WU S Q, DONG E L. Deformation reconstruction of a three-dimensional panel structure opon ifem[J]. Engineering Mechanics, 2024, 41(6): 235-245 (in Chinese). | |
| [14] | TESSLER A, SPANGLER J L. A least-squares variational method for full-field reconstruction of elastic deformations in shear-deformable plates and shells[J]. Computer Methods in Applied Mechanics and Engineering, 2005, 194(2-5): 327-339. |
| [15] | 张科, 袁慎芳, 任元强, 等. 基于逆向有限元法的变形机翼鱼骨的变形重构[J]. 航空学报, 2020, 41(8): 223617. |
| ZHANG K, YUAN S F, REN Y Q, et al. Shape reconstruction of self-adaptive morphing wings’ fishbone based on inverse finite element method[J]. Acta Aeronautica et Astronautica Sinica, 2020, 41(8): 223617 (in Chinese). | |
| [16] | LIU M Y, ZHANG X, SONG H, et al. Inverse finite element method for reconstruction of deformation in the gantry structure of heavy-duty machine tool using FBG sensors[J]. Sensors, 2018, 18(7): 2173. |
| [17] | FOSS G C, HAUGSE E D. Using modal test results to develop strain to displacement transformations[C]∥Proceedings of the 13th International Modal Analysis Conference. Nashville, Tennessee: SPIE, 1995: 112. |
| [18] | DERKEVORKIAN A, ALVARENGA J, MASRI S F, et al. Computational studies of a strain-based deformation shape prediction algorithm for control and monitoring applications[C]∥Industrial and Commercial Applications of Smart Structures Technologies 2012. San Diego, California: SPIE, 2012: 104-113. |
| [19] | LIU J Z, FEI Q G, JIANG D, et al. Experimental and numerical investigation on static and dynamic characteristics for curvilinearly stiffened plates using DST-BK model[J]. International Journal of Mechanical Sciences, 2020, 169: 105286. |
| [20] | CAO Z F, FEI Q G, JIANG D, et al. Dynamic sensitivity-based finite element model updating for nonlinear structures using time-domain responses[J]. International Journal of Mechanical Sciences, 2020, 184: 105788. |
| [21] | LIU M N, FANG S L, DONG H Y, et al. Review of digital twin about concepts, technologies, and industrial applications[J]. Journal of Manufacturing Systems, 2021, 58: 346-361. |
| [22] | VANDERHORN E, MAHADEVAN S. Digital twin: generalization, characterization and implementation[J]. Decision Support Systems, 2021, 145: 113524. |
| [23] | TAO F, QI Q L. Make more digital twins[J]. Nature, 2019, 573(7775): 490-491. |
| [24] | WANG B, LI Z C, XU Z Y, et al. Digital twin modeling for structural strength monitoring via transfer learning-based multi-source data fusion[J]. Mechanical Systems and Signal Processing, 2023, 200: 110625. |
| [25] | 田阔, 孙志勇, 李增聪. 面向结构静力试验监测的高精度数字孪生方法[J]. 航空学报, 2024, 45(7): 429134. |
| TIAN K, SUN Z Y, LI Z C. High-precision digital twin method for structural static test monitoring[J]. Acta Aeronautica et Astronautica Sinica, 2024, 45(7): 429134 (in Chinese). | |
| [26] | XU Z Y, GAO T H, LI Z C, et al. Digital twin modeling method for hierarchical stiffened plate based on transfer learning[J]. Aerospace, 2023, 10(1): 66. |
| [27] | KURAN B, H N Ö. A modal superposition method for non-linear structures[J]. Journal of Sound and Vibration, 1996, 189(3): 315-339. |
| [28] | BOGERT P, HAUGSE E, GEHRKI R. Structural shape identification from experimental strains using a modal transformation technique[C]∥44th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference. Reston: AIAA, 2003: 1626. |
| [29] | AHMED M, SERAJ R, ISLAM S M S. The k-means algorithm: a comprehensive survey and performance evaluation[J]. Electronics, 2020, 9(8): 1295. |
| [30] | MONTAZER G A, GIVEKI D, KARAMI M, et al. Radial basis function neural networks: A review[J]. Computer Science Review, 2018, 1(1): 52-74. |
| [31] | SHU L S, JIANG P, SONG X G, et al. Novel approach for selecting low-fidelity scale factor in multifidelity metamodeling[J]. AIAA Journal, 2019, 57(12): 5320-5330. |
| [32] | YAN J, CHENG Y Y, ZHANG L, et al. Displacement field reconstruction technique for plate-like structures based on model superposition method[J]. Measurement and Control, 2023, 56(3-4): 654-667. |
| [33] | WONG T T. Performance evaluation of classification algorithms by k-fold and leave-one-out cross validation[J]. Pattern Recognition, 2015, 48(9): 2839-2846. |
| [34] | 李德葆, 诸葛鸿程, 王波. 实验应变模态分析原理和方法[J]. 清华大学学报(自然科学版), 1990, 30(2): 105-112. |
| LI D B, ZHUGE H C, WANG B. On the principle and technique of experimental strain modal analysis[J]. Journal of Tsinghua University (Science and Technology), 1990, 30(2): 105-112 (in Chinese). | |
| [35] | WAN Z M, LI S D, HUANG Q B, et al. Structural response reconstruction based on the modal superposition method in the presence of closely spaced modes[J]. Mechanical Systems and Signal Processing, 2014, 42(1-2): 14-30. |
| [36] | LI L, ZHONG B S, LI W Q, et al. Structural shape reconstruction of fiber Bragg grating flexible plate based on strain modes using finite element method[J]. Journal of Intelligent Material Systems and Structures, 2018, 29(4): 463-478. |
| [37] | HE J J, GUAN X F, LIU Y M. Structural response reconstruction based on empirical mode decomposition in time domain[J]. Mechanical Systems and Signal Processing, 2012, 28: 348-366. |
| [1] | Yingjie SHI, Binchao LIU, Songsong LU, Liang CHEN, Hai SHANG, Rui BAO. Neural network model for wing strain-load relationship based on fusion of real and virtual data [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 530921-530921. |
| [2] | Dingqiang DAI, Xuan ZHOU, Leiting DONG, Xiasheng SUN. Research progress and prospects of digital engineering and digital twin in field of aeronautical fatigue and structural integrity [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 531022-531022. |
| [3] | Shangyu LI, Hang FENG, Junquan CHEN, Bin CHEN, Dan MEI. A design architecture and conceptual modeling approach for digital twins [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 531118-531118. |
| [4] | Junqi LEI, Yuehua CHENG, Bin JIANG, Cheng XU, Guili XU, Tianyu SUN. Digital-twin’s modelling and dynamic adjustment mechanism of rudder-loop-system under fault conditions [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 531273-531273. |
| [5] | Liang CHEN, Lei HUANG, Yuxuan GU, Cong GUO, Kexin LIN, Yu GUAN, Jian SONG. Twinning technology of key part load based on flight parameters [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 531292-531292. |
| [6] | Chengjie GUO, Dian XU, Jinbao LI, Chaoyu CHENG, Shuochang GUO, Rui LI. Stress characterization of high-temperature digital image correlation experiments based on a data fusion-knowledge transfer method [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 531574-531574. |
| [7] | Yuxuan GU, Cong GUO, Lei HUANG, Yifei DONG, Hongda DONG, Zhilun DENG. Refined management of fleet life driven by digital twins [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 531290-531290. |
| [8] | Yinxuan ZHANG, Qi ZHANG, Zhenyong XU, Linshu MENG. Predicting method of aircraft mechanical response based on residual neural networks [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 531295-531295. |
| [9] | Ruoyao XIAO, Lianyu ZHENG, Jian ZHOU, Siru ZHAO, Jieru ZHANG, Yuwu CHEN. Online optimization method for positioning accuracy in cylindrical components aligning based on digital twins [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 531978-531978. |
| [10] | Jialiang HU, Jiangpeng WU, Sixu HUO, Yidi GAO, Hua ZHENG. Modal parameter estimation based on reconstruction of digital twin sweep data in flutter flight test [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 531602-531602. |
| [11] | Pengfei WANG, Lifang ZENG, Xueming SHAO, Jun LI. Multi-source data fusion modeling method for aerodynamic load of aircraft wing based on pre-training and fine-tuning [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 532297-532297. |
| [12] | Yifei WANG, Geyong CAO, Yang CAO, Xiaojun WANG. Uncertainty technologies in aircraft digital strength twins [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 532408-532408. |
| [13] | Liang CHEN, Fanxing MENG, Chengbo WANG, Yinxuan ZHANG, Linshu MENG. Development and application of digital twins technology in aircraft strength design [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 532252-532252. |
| [14] | Ran ZHUO, Chuliang YAN. A key component in digital twin of aircraft structures: Multi-dimensional flight parameter measurements [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 532375-532375. |
| [15] | Lin LIN, Shiwei SUO, Dan LIU, Yinxuan ZHANG, Lingyu YUE, Sihao ZHANG, Yikun LIU, Song FU. A deep feature fusion network based on multi-scale kernel construction for filling wing stress field data [J]. Acta Aeronautica et Astronautica Sinica, 2025, 46(19): 532343-532343. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||
Address: No.238, Baiyan Buiding, Beisihuan Zhonglu Road, Haidian District, Beijing, China
Postal code : 100083
E-mail:hkxb@buaa.edu.cn
Total visits: 6658907 Today visits: 1341All copyright © editorial office of Chinese Journal of Aeronautics
All copyright © editorial office of Chinese Journal of Aeronautics
Total visits: 6658907 Today visits: 1341

