Ahmed Amr Morsy, Zhenwei Xu, Paolo Tiso, George Haller
{"title":"利用谱子曲面还原螺栓连接的有限元模型","authors":"Ahmed Amr Morsy, Zhenwei Xu, Paolo Tiso, George Haller","doi":"arxiv-2409.05012","DOIUrl":null,"url":null,"abstract":"Bolted joints can exhibit significantly nonlinear dynamics. Finite Element\nModels (FEMs) of this phenomenon require fine spatial discretizations,\ninclusion of nonlinear contact and friction laws, as well as geometric\nnonlinearity. Owing to the nonlinearity and high dimensionality of such models,\nfull-order dynamic simulations are computationally expensive. In this work, we\nuse the theory of Spectral Submanifolds (SSMs) to construct FEM-based\ndata-driven Reduced Order Models (ROMs). The data used for constructing the\nmodel consists of a few transient trajectories of the full unforced system.\nUsing this data, we obtain an SSM-reduced model that also predicts the forced\nnonlinear dynamics. We illustrate the method on a 187,920-dimensional FEM of\nthe recent 2021 Tribomechadynamics benchmark structure. In this case, the\nSSM-based ROM is a 4-dimensional model that captures the internal resonance of\nthe structure. The SSM-reduced model gives fast and accurate predictions of the\nexperimental forced dynamics and allows to reproduce the local friction and\ncontact stresses on the interfaces of the joint.","PeriodicalId":501035,"journal":{"name":"arXiv - MATH - Dynamical Systems","volume":"66 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Reducing Finite Element Models of Bolted Joints using Spectral Submanifolds\",\"authors\":\"Ahmed Amr Morsy, Zhenwei Xu, Paolo Tiso, George Haller\",\"doi\":\"arxiv-2409.05012\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Bolted joints can exhibit significantly nonlinear dynamics. Finite Element\\nModels (FEMs) of this phenomenon require fine spatial discretizations,\\ninclusion of nonlinear contact and friction laws, as well as geometric\\nnonlinearity. Owing to the nonlinearity and high dimensionality of such models,\\nfull-order dynamic simulations are computationally expensive. In this work, we\\nuse the theory of Spectral Submanifolds (SSMs) to construct FEM-based\\ndata-driven Reduced Order Models (ROMs). The data used for constructing the\\nmodel consists of a few transient trajectories of the full unforced system.\\nUsing this data, we obtain an SSM-reduced model that also predicts the forced\\nnonlinear dynamics. We illustrate the method on a 187,920-dimensional FEM of\\nthe recent 2021 Tribomechadynamics benchmark structure. In this case, the\\nSSM-based ROM is a 4-dimensional model that captures the internal resonance of\\nthe structure. The SSM-reduced model gives fast and accurate predictions of the\\nexperimental forced dynamics and allows to reproduce the local friction and\\ncontact stresses on the interfaces of the joint.\",\"PeriodicalId\":501035,\"journal\":{\"name\":\"arXiv - MATH - Dynamical Systems\",\"volume\":\"66 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - MATH - Dynamical Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.05012\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - MATH - Dynamical Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.05012","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Reducing Finite Element Models of Bolted Joints using Spectral Submanifolds
Bolted joints can exhibit significantly nonlinear dynamics. Finite Element
Models (FEMs) of this phenomenon require fine spatial discretizations,
inclusion of nonlinear contact and friction laws, as well as geometric
nonlinearity. Owing to the nonlinearity and high dimensionality of such models,
full-order dynamic simulations are computationally expensive. In this work, we
use the theory of Spectral Submanifolds (SSMs) to construct FEM-based
data-driven Reduced Order Models (ROMs). The data used for constructing the
model consists of a few transient trajectories of the full unforced system.
Using this data, we obtain an SSM-reduced model that also predicts the forced
nonlinear dynamics. We illustrate the method on a 187,920-dimensional FEM of
the recent 2021 Tribomechadynamics benchmark structure. In this case, the
SSM-based ROM is a 4-dimensional model that captures the internal resonance of
the structure. The SSM-reduced model gives fast and accurate predictions of the
experimental forced dynamics and allows to reproduce the local friction and
contact stresses on the interfaces of the joint.