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Advanced Modeling and Simulation in Engineering Sciences最新文献

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Solving multiphysics-based inverse problems with learned surrogates and constraints 用学习到的代理和约束求解基于多物理场的逆问题
Advanced Modeling and Simulation in Engineering Sciences Pub Date : 2023-10-11 DOI: 10.1186/s40323-023-00252-0
Ziyi Yin, Rafael Orozco, Mathias Louboutin, Felix J. Herrmann
{"title":"Solving multiphysics-based inverse problems with learned surrogates and constraints","authors":"Ziyi Yin, Rafael Orozco, Mathias Louboutin, Felix J. Herrmann","doi":"10.1186/s40323-023-00252-0","DOIUrl":"https://doi.org/10.1186/s40323-023-00252-0","url":null,"abstract":"Abstract Solving multiphysics-based inverse problems for geological carbon storage monitoring can be challenging when multimodal time-lapse data are expensive to collect and costly to simulate numerically. We overcome these challenges by combining computationally cheap learned surrogates with learned constraints. Not only does this combination lead to vastly improved inversions for the important fluid-flow property, permeability, it also provides a natural platform for inverting multimodal data including well measurements and active-source time-lapse seismic data. By adding a learned constraint, we arrive at a computationally feasible inversion approach that remains accurate. This is accomplished by including a trained deep neural network, known as a normalizing flow, which forces the model iterates to remain in-distribution, thereby safeguarding the accuracy of trained Fourier neural operators that act as surrogates for the computationally expensive multiphase flow simulations involving partial differential equation solves. By means of carefully selected experiments, centered around the problem of geological carbon storage, we demonstrate the efficacy of the proposed constrained optimization method on two different data modalities, namely time-lapse well and time-lapse seismic data. While permeability inversions from both these two modalities have their pluses and minuses, their joint inversion benefits from either, yielding valuable superior permeability inversions and CO 2 plume predictions near, and far away, from the monitoring wells.","PeriodicalId":37424,"journal":{"name":"Advanced Modeling and Simulation in Engineering Sciences","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136210933","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
On the flow conditions requiring detailed geometric modeling for multiscale evaluation of coastal forests 沿海森林多尺度评价中需要详细几何建模的流动条件
Advanced Modeling and Simulation in Engineering Sciences Pub Date : 2023-08-24 DOI: 10.1186/s40323-023-00250-2
Reika Nomura, S. Takase, Shuji Moriguchi, K. Terada
{"title":"On the flow conditions requiring detailed geometric modeling for multiscale evaluation of coastal forests","authors":"Reika Nomura, S. Takase, Shuji Moriguchi, K. Terada","doi":"10.1186/s40323-023-00250-2","DOIUrl":"https://doi.org/10.1186/s40323-023-00250-2","url":null,"abstract":"","PeriodicalId":37424,"journal":{"name":"Advanced Modeling and Simulation in Engineering Sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-08-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41973370","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Compatible interface wave–structure interaction model for combining mesh-free particle and finite element methods 无网格粒子与有限元相结合的兼容界面波-结构相互作用模型
Advanced Modeling and Simulation in Engineering Sciences Pub Date : 2023-07-26 DOI: 10.1186/s40323-023-00248-w
N. Mitsume
{"title":"Compatible interface wave–structure interaction model for combining mesh-free particle and finite element methods","authors":"N. Mitsume","doi":"10.1186/s40323-023-00248-w","DOIUrl":"https://doi.org/10.1186/s40323-023-00248-w","url":null,"abstract":"","PeriodicalId":37424,"journal":{"name":"Advanced Modeling and Simulation in Engineering Sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45624282","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Scalable block preconditioners for saturated thermo-hydro-mechanics problems 饱和热流体力学问题的可伸缩块预处理器
Advanced Modeling and Simulation in Engineering Sciences Pub Date : 2023-06-26 DOI: 10.1186/s40323-023-00245-z
A. Ordoñez, N. Tardieu, C. Kruse, Daniel Ruiz, S. Granet
{"title":"Scalable block preconditioners for saturated thermo-hydro-mechanics problems","authors":"A. Ordoñez, N. Tardieu, C. Kruse, Daniel Ruiz, S. Granet","doi":"10.1186/s40323-023-00245-z","DOIUrl":"https://doi.org/10.1186/s40323-023-00245-z","url":null,"abstract":"","PeriodicalId":37424,"journal":{"name":"Advanced Modeling and Simulation in Engineering Sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47035875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sensitivity-guided iterative parameter identification and data generation with BayesFlow and PELS-VAE for model calibration 基于BayesFlow和PELS-VAE的灵敏度导向迭代参数识别和数据生成模型标定
Advanced Modeling and Simulation in Engineering Sciences Pub Date : 2023-06-24 DOI: 10.1186/s40323-023-00246-y
Yi Zhang, Lars Mikelsons
{"title":"Sensitivity-guided iterative parameter identification and data generation with BayesFlow and PELS-VAE for model calibration","authors":"Yi Zhang, Lars Mikelsons","doi":"10.1186/s40323-023-00246-y","DOIUrl":"https://doi.org/10.1186/s40323-023-00246-y","url":null,"abstract":"","PeriodicalId":37424,"journal":{"name":"Advanced Modeling and Simulation in Engineering Sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48519237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Numerical modelling of the process chain for aluminium Tailored Heat-Treated Profiles 铝定制热处理型材工艺链的数值模拟
Advanced Modeling and Simulation in Engineering Sciences Pub Date : 2023-06-12 DOI: 10.1186/s40323-023-00247-x
Hannes Fröck, Matthias Graser, M. Reich, M. Lechner, M. Merklein, O. Kessler
{"title":"Numerical modelling of the process chain for aluminium Tailored Heat-Treated Profiles","authors":"Hannes Fröck, Matthias Graser, M. Reich, M. Lechner, M. Merklein, O. Kessler","doi":"10.1186/s40323-023-00247-x","DOIUrl":"https://doi.org/10.1186/s40323-023-00247-x","url":null,"abstract":"","PeriodicalId":37424,"journal":{"name":"Advanced Modeling and Simulation in Engineering Sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47947306","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Regularized regressions for parametric models based on separated representations 基于分离表示的参数模型正则化回归
Advanced Modeling and Simulation in Engineering Sciences Pub Date : 2023-03-09 DOI: 10.1186/s40323-023-00240-4
Abel Sancarlos, V. Champaney, E. Cueto, F. Chinesta
{"title":"Regularized regressions for parametric models based on separated representations","authors":"Abel Sancarlos, V. Champaney, E. Cueto, F. Chinesta","doi":"10.1186/s40323-023-00240-4","DOIUrl":"https://doi.org/10.1186/s40323-023-00240-4","url":null,"abstract":"","PeriodicalId":37424,"journal":{"name":"Advanced Modeling and Simulation in Engineering Sciences","volume":"10 1","pages":"1-26"},"PeriodicalIF":0.0,"publicationDate":"2023-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42256066","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
A DeepONet multi-fidelity approach for residual learning in reduced order modeling 一种用于降阶建模残差学习的DeepONet高保真度方法
Advanced Modeling and Simulation in Engineering Sciences Pub Date : 2023-02-24 DOI: 10.1186/s40323-023-00249-9
N. Demo, M. Tezzele, G. Rozza
{"title":"A DeepONet multi-fidelity approach for residual learning in reduced order modeling","authors":"N. Demo, M. Tezzele, G. Rozza","doi":"10.1186/s40323-023-00249-9","DOIUrl":"https://doi.org/10.1186/s40323-023-00249-9","url":null,"abstract":"","PeriodicalId":37424,"journal":{"name":"Advanced Modeling and Simulation in Engineering Sciences","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49539218","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Damage model for simulating cohesive fracture behavior of multi-phase composite materials 模拟多相复合材料黏聚断裂行为的损伤模型
Advanced Modeling and Simulation in Engineering Sciences Pub Date : 2023-02-06 DOI: 10.1186/s40323-022-00238-4
M. Kurumatani, Takumi Kato, Hiromu Sasaki
{"title":"Damage model for simulating cohesive fracture behavior of multi-phase composite materials","authors":"M. Kurumatani, Takumi Kato, Hiromu Sasaki","doi":"10.1186/s40323-022-00238-4","DOIUrl":"https://doi.org/10.1186/s40323-022-00238-4","url":null,"abstract":"","PeriodicalId":37424,"journal":{"name":"Advanced Modeling and Simulation in Engineering Sciences","volume":"10 1","pages":"1-17"},"PeriodicalIF":0.0,"publicationDate":"2023-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47698620","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Seepage failure prediction of breakwater using an unresolved ISPH-DEM coupling method enriched with Terzaghi’s critical hydraulic gradient 用富含Terzaghi临界水力梯度的未解决ISPH-DEM耦合方法预测防波堤的渗透破坏
Advanced Modeling and Simulation in Engineering Sciences Pub Date : 2023-01-23 DOI: 10.1186/s40323-022-00239-3
Kumpei Tsuji, M. Asai, K. Kasama
{"title":"Seepage failure prediction of breakwater using an unresolved ISPH-DEM coupling method enriched with Terzaghi’s critical hydraulic gradient","authors":"Kumpei Tsuji, M. Asai, K. Kasama","doi":"10.1186/s40323-022-00239-3","DOIUrl":"https://doi.org/10.1186/s40323-022-00239-3","url":null,"abstract":"","PeriodicalId":37424,"journal":{"name":"Advanced Modeling and Simulation in Engineering Sciences","volume":"10 1","pages":"1-27"},"PeriodicalIF":0.0,"publicationDate":"2023-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48360093","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
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