A survey of structural and multidisciplinary continuum topology optimization: post 2000

JD Deaton, RV Grandhi - Structural and Multidisciplinary Optimization, 2014 - Springer
Topology optimization is the process of determining the optimal layout of material and
connectivity inside a design domain. This paper surveys topology optimization of continuum …

Physics-guided, physics-informed, and physics-encoded neural networks in scientific computing

SA Faroughi, N Pawar, C Fernandes, M Raissi… - arXiv preprint arXiv …, 2022 - arxiv.org
Recent breakthroughs in computing power have made it feasible to use machine learning
and deep learning to advance scientific computing in many fields, including fluid mechanics …

Topology optimization in aircraft and aerospace structures design

JH Zhu, WH Zhang, L Xia - Archives of computational methods in …, 2016 - Springer
Topology optimization has become an effective tool for least-weight and performance
design, especially in aeronautics and aerospace engineering. The purpose of this paper is …

[图书][B] Topology optimization: theory, methods, and applications

MP Bendsoe, O Sigmund - 2013 - books.google.com
" The art of structure is where to put the holes" Robert Le Ricolais, 1894-1977 This is a
completely revised, updated and expanded version of the book titled" Optimization of …

多柔体系统动力学建模与优化研究进展

孙加亮, 田强, 胡海岩 - 力学学报, 2019 - lxxb.cstam.org.cn
多柔体系统是由柔性部件和运动副组成的力学系统, 在航空, 航天, 车辆, 机械与兵器等众多工程
领域具有广泛的应用前景, 其典型的代表包括柔性机械臂, 直升机旋翼, 卫星的可展开天线 …

Topological design of freely vibrating continuum structures for maximum values of simple and multiple eigenfrequencies and frequency gaps

J Du, N Olhoff - Structural and Multidisciplinary Optimization, 2007 - Springer
A frequent goal of the design of vibrating structures is to avoid resonance of the structure in a
given interval for external excitation frequencies. This can be achieved by, eg, maximizing …

CNN-based image recognition for topology optimization

S Lee, H Kim, QX Lieu, J Lee - Knowledge-Based Systems, 2020 - Elsevier
Effectiveness of several currently popular topology optimization methods is closely related to
the number of design variables consisted of discretized finite elements. Since the number of …

Reduced-order methods for dynamic problems in topology optimization: A comparative study

Q Li, O Sigmund, JS Jensen, N Aage - Computer Methods in Applied …, 2021 - Elsevier
The dynamics of engineering structures are of great importance for topology optimization
problems in both academia and industry. However, for design problems where broadband …

Physics-guided, physics-informed, and physics-encoded neural networks and operators in scientific computing: Fluid and solid mechanics

SA Faroughi, NM Pawar… - Journal of …, 2024 - asmedigitalcollection.asme.org
Advancements in computing power have recently made it possible to utilize machine
learning and deep learning to push scientific computing forward in a range of disciplines …

Structural topology optimization for frequency response problem using model reduction schemes

GH Yoon - Computer Methods in Applied Mechanics and …, 2010 - Elsevier
This study uses model reduction (MR) schemes such as the mode superposition (MS), Ritz
vector (RV), and quasi-static Ritz vector (QSRV) methods, which reduce the size of the …