CNN-LSTM based reduced order modeling of two-dimensional unsteady flows around a circular cylinder at different Reynolds numbers
Author:
Funder
Japan Society for the Promotion of Science
Publisher
IOP Publishing
Subject
Fluid Flow and Transfer Processes,General Physics and Astronomy,Mechanical Engineering
Link
https://iopscience.iop.org/article/10.1088/1873-7005/abb91d/pdf
Reference57 articles.
1. Spatio-temporal proper orthogonal decomposition of turbulent channel flow
2. Nonlinear mode decomposition with convolutional neural networks for fluid dynamics
3. A hierarchy of low-dimensional models for the transient and post-transient cylinder wake
4. A novel method of low-dimensional representation for temporal behavior of flow fields using deep autoencoder
Cited by 90 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Application of proper orthogonal decomposition to flow fields around various geometries and reduced-order modeling;Computer Methods in Applied Mechanics and Engineering;2024-12
2. Dynamical system prediction from sparse observations using deep neural networks with Voronoi tessellation and physics constraint;Computer Methods in Applied Mechanics and Engineering;2024-12
3. Prediction of three-dimensional flow characteristics for cylinders with wavy geometric disturbance using deep learning models;Ocean Engineering;2024-11
4. Spatial–temporal prediction model for unsteady near-wall flow around cylinder based on hybrid neural network;Computers & Fluids;2024-11
5. Flow control by a hybrid use of machine learning and control theory;International Journal of Numerical Methods for Heat & Fluid Flow;2024-08-14
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3