IF-TONIR: Iteration-free Topology Optimization based on Implicit Neural Representations

Topology optimization via implicit neural representations

(2023) Zeyu Zhang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Persistent-homology-based machine learning: a survey and a comparative study

(2022) Chi Seng Pun et al.   ARTIFICIAL INTELLIGENCE REVIEW

Deep Generative Models in Engineering Design: A Review

(2022) Lyle Regenwetter et al.   JOURNAL OF MECHANICAL DESIGN

Data-driven geometry-based topology optimization

(2022) Van-Nam Hoang et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Generative Design by Reinforcement Learning: Enhancing the Diversity of Topology Optimization Designs

(2022) Seowoo Jang et al.   COMPUTER-AIDED DESIGN

On the use of artificial neural networks in topology optimisation

(2022) Rebekka V. Woldseth et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain

(2021) Zhenguo Nie et al.   JOURNAL OF MECHANICAL DESIGN

Accelerating Large-scale Topology Optimization: State-of-the-Art and Challenges

(2021) Sougata Mukherjee et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Real-Time Topology Optimization in 3D via Deep Transfer Learning

(2021) Mohammad Mahdi Behzadi et al.   COMPUTER-AIDED DESIGN

Transfer Learning Through Deep Learning: Application to Topology Optimization of Electric Motor

(2020) Jo Asanuma et al.   IEEE TRANSACTIONS ON MAGNETICS

Accelerated topology optimization by means of deep learning

(2020) Nikos Ath. Kallioras et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A new generation 99 line Matlab code for compliance topology optimization and its extension to 3D

(2020) Federico Ferrari et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Non-iterative structural topology optimization using deep learning

(2019) Baotong Li et al.   COMPUTER-AIDED DESIGN

One-shot generation of near-optimal topology through theory-driven machine learning

(2019) Ruijin Cang et al.   COMPUTER-AIDED DESIGN

Optimization of Part Consolidation for Minimum Production Costs and Time Using Additive Manufacturing

(2019) Zhenguo Nie et al.   JOURNAL OF MECHANICAL DESIGN

Deep learning for determining a near-optimal topological design without any iteration

(2018) Yonggyun Yu et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A roadmap for the computation of persistent homology

(2017) Nina Otter et al.   EPJ Data Science

Structural topology optimization with strength and heat conduction constraints

(2014) Akihiro Takezawa et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Doing Topology Optimization Explicitly and Geometrically—A New Moving Morphable Components Based Framework

(2014) Xu Guo et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

Topology optimization approaches

(2013) Ole Sigmund et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Explicit level-set-based topology optimization using an exact Heaviside function and consistent sensitivity analysis

(2012) N.P. Dijk et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Stress-based topology optimization for continua

(2009) Chau Le et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION