PSDM: A parametrized structural dynamic modeling method based on digital twin for performance prediction

被引:0
|
作者
He, Xiwang [1 ,2 ]
Yang, Liangliang [1 ,2 ]
Pang, Yong [1 ,2 ]
Kan, Ziyun [1 ,2 ]
Song, Xueguan [1 ,2 ]
机构
[1] State Key Lab High Performance Precis Mfg, Dalian, Peoples R China
[2] Dalian Univ Technol, Sch Mech Engn, Dalian 116024, Peoples R China
基金
中国国家自然科学基金;
关键词
Digital twin; Parametric dynamics systems; Proper orthogonal decomposition; Predictive modeling; Performance prediction; PROPER-ORTHOGONAL-DECOMPOSITION; REDUCED-ORDER MODELS;
D O I
10.1016/j.engstruct.2024.118582
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Digital twin (DT) technology is a powerful tool that accurately represents physical entities and provides real-time monitoring and reliability analysis capabilities for decision-makers and managers. However, modeling complex systems in structural health monitoring using DTs can be repetitive and tedious with existing approaches. To address these issues, we propose a new approach called the Parametrized Structural Dynamic Modeling(PSDM) method. This approach effectively parametrizes dynamic systems in structural health monitoring by leveraging Proper Orthogonal Decomposition (POD) to represent and analyze complex structural behaviors. It also incorporates model reduction and kernel functions. By integrating physics-based insights and advanced modeling methodologies, the PSDM method aims to bridge the gap between the physical and digital domains, enabling accurate and efficient analysis of complex structural systems. To verify its accuracy and efficiency, we apply the PSDM method to two engineering cases: the wing cantilever beam and the telehandler boom. The results demonstrate that the online computational cost of the PSDM method is lower than Finite Element Methods (FEM), thereby improving the computational efficiency of DT modeling technology for complex-large structures. Thus, this research presents a feasible method for implementing structural reliability analysis for engineering equipment.
引用
收藏
页数:17
相关论文
共 50 条
  • [41] Digital twin modeling method for construction process of assembled building
    Liu Z.
    Xing Z.
    Huang C.
    Du X.
    Jianzhu Jiegou Xuebao/Journal of Building Structures, 2021, 42 (07): : 213 - 222
  • [42] NUMERICAL STUDY OF AN AXIAL PISTON PUMP :PREDICTION METHOD OF FLOW RIPPLE BASED ON DIGITAL TWIN
    Dong, Chang
    Tao, Jianfeng
    Sun, Hao
    PROCEEDINGS OF BATH/ASME 2024 SYMPOSIUM ON FLUID POWER AND MOTION CONTROL, FPMC2024, 2024,
  • [43] Research on Real Time Prediction Method of Aircraft Flight Load Based on Digital Twin Technology
    Lu, Congling
    Zong, Ning
    Shi, Xuemei
    2023 ASIA-PACIFIC INTERNATIONAL SYMPOSIUM ON AEROSPACE TECHNOLOGY, VOL II, APISAT 2023, 2024, 1051 : 667 - 678
  • [44] Digital twin-based dynamic prediction and simulation model of carbon efficiency in gear hobbing process
    Hu, Chunhui
    Yi, Qian
    Li, Congbo
    Luo, Yusong
    Yi, Shuping
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2023, 126 (9-10) : 3959 - 3980
  • [45] A Gas Turbine Gas Path Digital Twin Modeling Method
    Luan, Junqi
    Cao, Yun Peng
    Li, Shuying
    Ao, Ran
    PROCEEDINGS OF INCOME-VI AND TEPEN 2021: PERFORMANCE ENGINEERING AND MAINTENANCE ENGINEERING, 2023, 117 : 251 - 264
  • [46] Digital twin modeling for district heating network based on hydraulic resistance identification and heat load prediction
    Zheng, Xuejing
    Shi, Zhiyuan
    Wang, Yaran
    Zhang, Huan
    Tang, Zhiyun
    ENERGY, 2024, 288
  • [47] Digital twin-based research on the prediction method for the complex product assembly abnormal events
    Wang, Yunrui
    Li, Yan
    Ren, Wenzhe
    INTERNATIONAL JOURNAL OF COMPUTER INTEGRATED MANUFACTURING, 2021, 34 (12) : 1382 - 1393
  • [48] A real-time adaptive dynamic scheduling method for manufacturing workshops based on digital twin
    Gu, Wenbin
    Duan, Lianshui
    Liu, Siqi
    Guo, Zhenyang
    FLEXIBLE SERVICES AND MANUFACTURING JOURNAL, 2024,
  • [49] High Fidelity Modeling Method of Urban Rail Power Supply System Based on Digital Twin
    Wang Y.
    Zhang G.
    Yu H.
    Qiu R.
    Liu Z.
    Gaodianya Jishu/High Voltage Engineering, 2021, 47 (05): : 1576 - 1583
  • [50] Digital Twin Modeling Method of Temperature Field in Distribution Cables Based on Reduced Order Model
    Niu, Haiqing
    Huang, Shijie
    Wang, Dong
    Ma, Haitao
    Fan, Hua
    Weng, Liguo
    Liu, Gang
    Huanan Ligong Daxue Xuebao/Journal of South China University of Technology (Natural Science), 2025, 53 (01): : 10 - 20