Journal of Computer Applications ›› 2026, Vol. 46 ›› Issue (8): 2668-2680.DOI: 10.11772/j.issn.1001-9081.2025070923
• Frontier and comprehensive applications • Previous Articles
Ming TANG1, Ligang WANG2, Yifan PENG1, Jiantao LIU1(
), Qingfeng ZENG3, Meitong FU1, Yunxiao HOU1, Kang GUAN4
Received:2025-08-11
Revised:2025-10-29
Accepted:2025-10-30
Online:2025-11-05
Published:2026-08-10
Contact:
Jiantao LIU
About author:TANG Ming, born in 1997, M. S. candidate. His research interests include cross-scale performance prediction of composite materials, autonomous CAE software development.Supported by:
唐名1, 王立刚2, 彭一帆1, 刘建涛1(
), 曾庆丰3, 符美桐1, 侯云潇1, 关康4
通讯作者:
刘建涛
作者简介:唐名(1997—),男,四川绵阳人,硕士研究生,主要研究方向:复合材料的跨尺度性能预测、自主CAE软件开发基金资助:CLC Number:
Ming TANG, Ligang WANG, Yifan PENG, Jiantao LIU, Qingfeng ZENG, Meitong FU, Yunxiao HOU, Kang GUAN. Research and development of SWJTU-CAX: a self-developed integrated platform for design-simulation-optimization of composite materials and structures[J]. Journal of Computer Applications, 2026, 46(8): 2668-2680.
唐名, 王立刚, 彭一帆, 刘建涛, 曾庆丰, 符美桐, 侯云潇, 关康. 国产自主复合材料及结构的设计-仿真-优化一体化平台SWJTU⁃CAX研发[J]. 《计算机应用》唯一官方网站, 2026, 46(8): 2668-2680.
Add to citation manager EndNote|Ris|BibTeX
URL: https://www.joca.cn/EN/10.11772/j.issn.1001-9081.2025070923
| 模型 | 材料 | ||
|---|---|---|---|
| 节点数 | 单元数 | 杨氏模量/Pa | 泊松比 |
| 5 042 | 24 685 | 2.1×1011 | 0.3 |
Tab. 1 Basic parameters of computational model
| 模型 | 材料 | ||
|---|---|---|---|
| 节点数 | 单元数 | 杨氏模量/Pa | 泊松比 |
| 5 042 | 24 685 | 2.1×1011 | 0.3 |
| 模型编号 | 节点数 | 单元数 | 耗时/s | 内存占用量/MB |
|---|---|---|---|---|
| 模型1 | 13 824 | 12 167 | 0.052 | 138.4 |
| 模型2 | 1 030 301 | 1 000 000 | 3.555 | 228.1 |
| 模型3 | 10 793 861 | 10 648 000 | 3.940 | 1 139.1 |
| 模型4 | 27 270 901 | 27 000 000 | 101.570 | 2 655.7 |
| 模型5 | 64 481 201 | 64 000 000 | 275.290 | 1 002.4 |
| 模型6 | 85 766 121 | 85 184 000 | 413.270 | 468.2 |
Tab. 2 Test metrics under large-scale data on platform
| 模型编号 | 节点数 | 单元数 | 耗时/s | 内存占用量/MB |
|---|---|---|---|---|
| 模型1 | 13 824 | 12 167 | 0.052 | 138.4 |
| 模型2 | 1 030 301 | 1 000 000 | 3.555 | 228.1 |
| 模型3 | 10 793 861 | 10 648 000 | 3.940 | 1 139.1 |
| 模型4 | 27 270 901 | 27 000 000 | 101.570 | 2 655.7 |
| 模型5 | 64 481 201 | 64 000 000 | 275.290 | 1 002.4 |
| 模型6 | 85 766 121 | 85 184 000 | 413.270 | 468.2 |
Fig. 19 Visualisation of results from dedicated software for thermal-force performance simulation and optimization design of composite material components
| [1] | Gao X, Zhang X, Zhang S, et al. A parameterised and integrated modeling method for plain-weave composite preform of a component with complex geometry[J]. Composites Part A: Applied Science and Manufacturing, 2022, 154: No.106748. |
| [2] | 石多奇,王振宇,刘长奇,等. 典型涡扇发动机陶瓷基复合材料涡轮叶片概念设计[J]. 航空动力学报, 2023, 38(2): 431-444. |
| Shi Duoqi, Wang Zhenyu, Liu Changqi, et al. Conceptual design of ceramic matrix composites turbine blade for typical turbofan engine[J]. Journal of Aerospace Power, 2023, 38(2): 431-444. | |
| [3] | 西南交通大学. 一种基于主动学习的连续纤维增强复合材料按需设计方法:CN202211474079.2[P]. 2022-06-06. |
| Southwest Jiaotong University. An on-demand design method for continuous fibre-reinforced composites based on active learning: CN202211474079.2[P]. 2022-06-06. | |
| [4] | Panin S V, Lyukshin B A, Bochkareva S A. Problems and prospects of computer design of new compo-site materials[J]. Journal of Applied Mechanics and Technical Physics, 2020, 61(5): 828-833. |
| [5] | 张卫红,唐长红. 航空航天装备的轻量化:挑战与未来[J]. 航空学报, 2024, 45(5): No.529965. |
| Zhang Weihong, Tang Changhong. Lightweighting of aerospace and aeronautical equipment: challenges and perspectives[J]. Acta Aeronautica et Astronautica Sinica, 2024, 45(5): No.529965. | |
| [6] | 刘巧沐,黄顺洲,何爱杰. 碳化硅陶瓷基复合材料在航空发动机上的应用需求及挑战[J]. 材料工程, 2019, 47(2): 1-10. |
| Liu Qiaomu, Huang Shunzhou, He Aijie. Application requirements and challenges of CMC-SiC composites on aero-engine[J]. Journal of Materials Engineering, 2019, 47(2): 1-10. | |
| [7] | 刘瑞军,桓恒,赵晨曦,等. 超短脉冲激光加工陶瓷基复合材料制孔研究[J]. 电加工与模具, 2019(2): 55-58. |
| Liu Ruijun, Huan Heng, Zhao Chenxi, et al. Study on micropore preparation of ceramic matrix composites by ultra-short pulse laser processing[J]. Electromachining and Mould, 2019(2): 55-58. | |
| [8] | Czichon S, Köhnke J, Preisler A, et al. Selected aspects of current challenges in composite product development for automotive and aerospace industry[J]. Applied Mechanics and Materials, 2016, 828: 51-63. |
| [9] | 关洪达,张涛,何新波. C/SiC陶瓷基复合材料研究与应用现状[J]. 材料导报, 2023, 37(16): 70-79. |
| Guan Hongda, Zhang Tao, He Xinbo. Current status of the research and applications of C/SiC ceramic matrix composites[J]. Materials Reports, 2023, 37(16): 70-79. | |
| [10] | 王子媛,曹鑫鑫,蒋婷,等. 高温燃气环境下SiCf/SiC和SiCf/SiC-EBC复合材料力学性能及损伤[J]. 航空材料学报, 2024, 44(4): 46-56. |
| Wang Ziyuan, Cao Xinxin, Jiang Ting, et al. Mechanical properties and damage analysis of SiCf/SiC and SiCf/SiC-EBC composites in high-temperature combustion gas environment[J]. Journal of Aeronautical Materials, 2024, 44(4): 45-56. | |
| [11] | 张良成,彭中亚,郭双全,等. 航空发动机陶瓷基复合材料涡轮部件研究进展[J]. 航空维修与工程, 2016(12): 41-43. |
| Zhang Liangcheng, Peng Zhongya, Guo Shuangquan, et al. Advancement in CMC research on the aero-engine turbine components[J]. Aviation Maintenance and Engineering, 2016(12): 41-43. | |
| [12] | 西南交通大学. 一种兼顾自然缺陷影响的连续纤维增韧陶瓷基复合材料跨尺度损伤演化的相场并行仿真方法: 202210434597.5[P]. 2022-07-01. |
| Southwest Jiaotong University. A phase-field parallel simulation method for cross-scale damage evolution of continuous fibre-toughened ceramic matrix composites taking into account the effect of natural defects: 202210434597.5[P]. 2022-07-01. | |
| [13] | 韩志仁,赵韩卿,贾震. 基于ANSYS Workbench的柔性底座有限元仿真模块开发[J]. 沈阳航空航天大学学报, 2022, 39(1): 12-17. |
| Han Zhiren, Zhao Hanqin, Jia Zhen. Development of finite element simulation module for flexible base based on ANSYS Workbench[J]. Journal of Shenyang Aerospace University, 2022, 39(1): 12-17. | |
| [14] | 薛建刚,高希光,方光武,等. 2.5D C/SiC复合材料连续损伤本构模型[J]. 复合材料学报, 2016, 33(3): 606-612. |
| Xue Jiangang, Gao Xiguang, Fang Guangwu, et al. Continuum damage constitutive model of 2.5D C/SiC composites[J]. Acta Materiae Compositae Sinica, 2016, 33(3): 606-612. | |
| [15] | Phillips E A, Herakovich C T, Graham L L. Damage development in composites with large stress gradients[J]. Composites Science and Technology, 2001, 61(15): 2169-2182. |
| [16] | Wang G D, Melly S K. Three-dimensional finite element modeling of drilling CFRP composites using Abaqus/CAE: a review[J]. The International Journal of Advanced Manufacturing Technology, 2018, 94(1/2/3/4): 599-614. |
| [17] | 信振洋,王悦,苗文成,等. 颗粒增强金属基复合材料参数化建模研究[J]. 矿业科学学报, 2020, 5(1): 86-95. |
| Xin Zhenyang, Wang Yue, Miao Wencheng, et al. Parametric modeling of particle reinforced metal matrix composites[J]. Journal of Mining Science and Technology, 2020, 5(1): 86-95. | |
| [18] | 王浩达,朱福先,胡可军,等. 纤维增强复合材料螺栓连接结构参数化有限元建模方法[J]. 复合材料科学与工程, 2024(8): 53-61. |
| Wang Haoda, Zhu Fuxian, Hu Kejun, et al. Parametric finite element modeling method for fiber reinforced composite bolted structures[J]. Composites Science and Engineering, 2024(8): 53-61. | |
| [19] | 张怀,李成,刘乐,等. 基于改进三胞模型考虑孔隙缺陷的三维四向编织复合材料多尺度力学性能分析[J]. 复合材料科学与工程, 2023(2): 14-23. |
| Zhang Huai, Li Cheng, Liu Le, et al. Multi-scale mechanical properties analysis of three-dimensional four-direction braided composites considering pore defects based on improved three-cell model[J]. Composites Science and Engineering, 2023(2): 14-23. | |
| [20] | 郭颖钊,崔海涛,温卫东,等. 含衬经的三维机织复合材料参数化建模方法与力学行为[J]. 航空动力学报, 2024, 39(11): 93-107. |
| Guo Yingzhao, Cui Haitao, Wen Weidong, et al. Parametric modeling method and mechanical behavior of 3D woven composites with warp insertion[J]. Journal of Aerospace Power, 2024, 39(11): 93-107. | |
| [21] | Jin H, An N, Jia Q L, et al. A mesoscale computational approach to predict ABD matrix of thin woven composites[J]. Composite Structures, 2024, 337: No.118031. |
| [22] | 董灏,崔俊芝. 随机复合材料结构非线性热-力耦合模拟的统计高阶多尺度方法[J]. 计算力学学报, 2024, 41(1): 153-166. |
| Dong Hao, Cui Junzhi. Statistical higher-order multi-scale method for nonlinear thermo-mechanical simulation of composite structures with periodically random configurations[J]. Chinese Journal of Computational Mechanics, 2024, 41(1): 153-166. | |
| [23] | Sivtsev P V, Kolesov A E, Zakharov P E, et al. Numerical homogenization of elastoplastic deformations of composite material with small proportion of inclusions[J]. Journal of Physics: Conference Series, 2019, 1392: No.012074. |
| [24] | Saleem A T, Petrović V, Grbović A, et al. Numerical evaluation of the elastic properties of carbon fiber reinforced composite material at elevated and lowered temperatures[J]. Science of Sintering, 2021, 53(1): 127-136. |
| [25] | Paul D, Arwood Z, Mulon P Y, et al. Method for computer tomography voxel-based finite element analysis and validation with digital image correlation system[J]. MethodsX, 2024, 13: No.102879. |
| [26] | 章易慎,张强,何红,等. 氢燃料电池密封复合材料的本构模型及密封结构优化[J]. 塑料, 2024, 53(2): 174-177. |
| Zhang Yishen, Zhang Qiang, He Hong, et al. Superelastic constitutive relationship and sealing structure optimization of hydrogen fuel cell sealing composite materials[J]. Plastics, 2024, 53(2): 174-177. | |
| [27] | 薛程,李彦斌,杭晓晨,等. 复合材料机翼热气弹剪裁研究及分析系统研发[J]. 东南大学学报(自然科学版), 2022, 52(5): 899-906. |
| Xue Cheng, Li Yanbin, Hang Xiaochen, et al. Aerothermoelastic tailoring research of composite wing and analysis system development[J]. Journal of Southeast University (Natural Science Edition), 2022, 52(5): 899-906. | |
| [28] | Kim D J, Yu M H, Lim J, et al. Prediction of the mechanical behavior of fiber-reinforced composite structure considering its shear angle distribution generated during thermo-compression molding process[J]. Composite Structures, 2019, 220: 441-450. |
| [29] | 张林波,郑伟英,卢本卓,等. 并行自适应有限元软件平台PHG及其应用[J]. 中国科学:信息科学, 2016, 46(10): 1442-1464. |
| Zhang Linbo, Zheng Weiying, Lu Benzhuo, et al. The toolbox PHG and its applications[J]. SCIENTIA SINICA Informationis, 2016, 46(10): 1442-1464. | |
| [30] | 李昌文,晏荣杰,张健. AdvSce:面向自动驾驶系统的安全关键场景生成工具[J]. 中国科学:信息科学, 2023, 53(4): 815-820. |
| Li Changwen, Yan Rongjie, Zhang Jian. AdvSce: safety-critical scenario generation for testing autonomous driving systems[J]. SCIENTIA SINICA Informationis, 2023, 53(4): 815-820. | |
| [31] | 刘建涛,万逸飞,金铸城,等. 基于相场法的连续纤维增韧复合材料损伤演化高效并行仿真软件(V1.0):2021SR0627441[CP].(2021-04-30), 2021.(LiuJiantao, WanYifei, JinZhucheng, et al. Efficient parallel simulation software for damage evolution of continuous fibre toughened composites based on phase field method (V1.0): 2021SR0627441[CP].(2021-04-30),2021.) |
| [32] | 刘建涛,周俊杰,曾庆丰,等. 连续纤维增韧陶瓷基结构-材料导热性能并行优化设计软件(V1.0):2020SR1791427[CP].(2020-12-11), 2020. |
| Liu Jiantao, Zhou Junjie, Zeng Qingfeng, et al. Continuous fibre toughened ceramic-based structures-software for parallel optimal design of material thermal conductivity (V1.0): 2020SR1791427[CP].(2020-12-11), 2020. | |
| [33] | 金铸城. 基于贝叶斯算法的燃料电池与复材优化方法研究[D]. 成都:西南交通大学, 2023: 33-43. |
| Jin Zhucheng. Research on optimization method for fuel cells and composite materials based on Bayesian algorithm[D]. Chengdu: Southwest Jiaotong University, 2023: 33-43. | |
| [34] | 蔡兴瑞,万逸飞,李翰超,等. 连续碳化硅纤维增韧陶瓷基复合材料微结构数字化建模和宏观各向异性模量预测[J]. 材料导报, 2023, 37(13): 234-240. |
| Cai Xingrui, Wan Yifei, Li Hanchao, et al. Digital modeling of the natural microstructures and evaluation of the overall anisotropic moduli of ceramic matrix composites toughened by continuous SiC fiber bundles[J]. Materials Reports, 2023, 37(13): 234-240. |
| [1] | Mingchao NING, Junbo ZHANG, Ge CHEN. Task scheduling algorithm for service-oriented architecture-based industrial software [J]. Journal of Computer Applications, 2023, 43(3): 885-893. |
| [2] | Kai LUO, Liang CHEN, Wei LIANG, Yongqiang CHEN. Sparse representation-based reconstruction algorithm for filtered back-projection ultrasound tomography [J]. Journal of Computer Applications, 2023, 43(3): 903-908. |
| [3] | Liangliang DENG, Lichen ZHANG, Wenchao JIANG. Modeling and simulation of CPS based on object spatiotemporal Petri net [J]. Journal of Computer Applications, 2023, 43(11): 3334-3339. |
| [4] | Zhisheng SHAO, Guofu ZHANG, Zhaopin SU, Lei LI. Dynamic testing resource allocation algorithm based on software architecture and generalized differential evolution [J]. Journal of Computer Applications, 2021, 41(12): 3692-3701. |
| [5] | WEI Shanshan, HU Shengbo, YAN Tingting, MO Jinrong. Radio wave propagation characteristics and analysis software in troposphere based on split step wavelet method [J]. Journal of Computer Applications, 2019, 39(6): 1792-1798. |
| [6] | QIAO Shanping, YAN Baoqiang. Protein subcellular multi-localization prediction based on three-layer ensemble multi-label learning [J]. Journal of Computer Applications, 2016, 36(8): 2150-2156. |
| [7] | ZHANG Shengqiao, YIN Qing, CHANG Rui, ZHU Xiaodong. APK-based automatic method for GUI traversal of Android applications [J]. Journal of Computer Applications, 2016, 36(11): 3178-3182. |
| [8] | HOU Xuemei, YU Lei, ZHANG Xinglong, LI Zhibo. Constructing method of metamorphic relations in object-oriented software testing [J]. Journal of Computer Applications, 2015, 35(10): 2990-2994. |
| [9] | XUE Fei YANG Youliang MENG Fanwei DONG Futao. Real-time temperature monitoring system design based on Matlab GUI serial communication [J]. Journal of Computer Applications, 2014, 34(1): 292-296. |
| [10] | Luo Jianping WU Qunyong ZHU Li. Object-oriented full-time domain moving object data model [J]. Journal of Computer Applications, 2013, 33(04): 1015-1017. |
| [11] | CHEN Chaoquan WANG Zhengfeng UANG Zhaomin LI Li MENG Cuili HE Li. Real-time evaluation system of rainstorm risk degree based on GIS for Guangxi [J]. Journal of Computer Applications, 2013, 33(01): 276-280. |
| [12] | XUE Chao-dong YANG Yi-biao ZHOU Yu-ming. Dependence relationships-based change probability metric: an experimental analysis [J]. Journal of Computer Applications, 2012, 32(07): 2041-2043. |
| [13] | . Gas emission prediction model of hybrid pi-sigma fuzzy neural network [J]. Journal of Computer Applications, 2012, 32(04): 1045-1049. |
| [14] | ZENG Yi HU Xiao-wei LI Juan. Web software complexity metrics based on projection pursuit [J]. Journal of Computer Applications, 2012, 32(03): 827-830. |
| [15] | WAN Nian-hong. Service-oriented self-adapted software architecture of cloud resource information integration [J]. Journal of Computer Applications, 2012, 32(01): 170-174. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||