Accelerating large-scale topology optimization: state-of-the-art and challenges

S Mukherjee, D Lu, B Raghavan, P Breitkopf… - … Methods in Engineering, 2021 - Springer
Large-scale structural topology optimization has always suffered from prohibitively high
computational costs that have till date hindered its widespread use in industrial design. The …

Computational acceleration of topology optimization using parallel computing and machine learning methods–analysis of research trends

Y Maksum, A Amirli, A Amangeldi, M Inkarbekov… - Journal of Industrial …, 2022 - Elsevier
Abstract Development of advanced structures using modern manufacturing methods has
become attractive since they allow to improve system efficiency and performance, fuel …

A level set reliability-based topology optimization (LS-RBTO) method considering sensitivity mapping and multi-source interval uncertainties

Z Li, L Wang, G Xinyu - Computer Methods in Applied Mechanics and …, 2024 - Elsevier
With the diversification of engineering structure performance requirements and the
continuous development of structural design refinement, structural design methods are …

Three-dimensional topology optimization of a fluid–structure system using body-fitted mesh adaption based on the level-set method

H Li, T Kondoh, P Jolivet, K Furuta, T Yamada… - Applied Mathematical …, 2022 - Elsevier
We propose a new framework for the two-and three-dimensional topology optimization (TO)
of the weakly-coupled fluid–structure system. The proposed design methodology uses a …

Full-scale 3D structural topology optimization using adaptive mesh refinement based on the level-set method

H Li, T Yamada, P Jolivet, K Furuta, T Kondoh… - Finite Elements in …, 2021 - Elsevier
We propose a parallel distributed and open-source framework for full-scale 3D structural
topology optimization (TO). This can be achieved by properly combining parallel computing …

Topology optimization parallel-computing framework based on the inherent strain method for support structure design in laser powder-bed fusion additive …

ZD Zhang, O Ibhadode, U Ali, CF Dibia… - International Journal of …, 2020 - Springer
In this work, a topology optimization parallel-computing framework is developed to design
support structures for minimizing deflections in Laser Powder-bed Fusion produced parts …

Gantl: Toward practical and real-time topology optimization with conditional generative adversarial networks and transfer learning

MM Behzadi, HT Ilieş - Journal of Mechanical …, 2022 - asmedigitalcollection.asme.org
A number of machine learning methods have been recently proposed to circumvent the high
computational cost of the gradient-based topology optimization solvers. By and large, these …

A parallel parameterized level set topology optimization framework for large-scale structures with unstructured meshes

H Lin, H Liu, P Wei - Computer Methods in Applied Mechanics and …, 2022 - Elsevier
In addition to the requirements of full-scale optimization, the adaptability to structures with
arbitrary geometries and complex boundary conditions is also important to topology …

[HTML][HTML] Multi-GPU acceleration of large-scale density-based topology optimization

D Herrero-Pérez, PJM Castejón - Advances in Engineering Software, 2021 - Elsevier
This work presents a parallel implementation of density-based topology optimization using
distributed GPU computing systems. The use of multiple GPU devices allows us accelerating …

MATLAB implementations of velocity field level set method for topology optimization: an 80-line code for 2D and a 100-line code for 3D problems

Y Wang, Z Kang - Structural and Multidisciplinary Optimization, 2021 - Springer
This paper presents MATLAB implementations of the velocity field level set method for
topology optimization. An 80-line code and a 100-line code are provided for 2D and 3D …