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

Integrating deep learning into CAD/CAE system: generative design and evaluation of 3D conceptual wheel

(2021) Soyoung Yoo et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Multi-grid reduced-order topology optimization

(2020) Manyu Xiao et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Stress-based topology optimization under uncertainty via simulation-based Gaussian process

(2020) Vahid Keshavarzzadeh et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Topology optimization of 2D structures with nonlinearities using deep learning

(2020) Diab W. Abueidda et al.   COMPUTERS & STRUCTURES

Optimisation of colour generation from dielectric nanostructures using reinforcement learning

(2019) Iman Sajedian et al.   OPTICS EXPRESS

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

Framework for design optimization using deep reinforcement learning

(2019) Kazuo Yonekura et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Topology Optimization Accelerated by Deep Learning

(2019) Hidenori Sasaki et al.   IEEE TRANSACTIONS ON MAGNETICS

A Case Study of Deep Reinforcement Learning for Engineering Design: Application to Microfluidic Devices for Flow Sculpting

(2019) Xian Yeow Lee et al.   JOURNAL OF MECHANICAL DESIGN

Deep Generative Design: Integration of Topology Optimization and Generative Models

(2019) Sangeun Oh et al.   JOURNAL OF MECHANICAL DESIGN

Double-deep Q-learning to increase the efficiency of metasurface holograms

(2019) Iman Sajedian et al.   Scientific Reports

Efficient detailed design optimization of topology optimization concepts by using support vector machines and metamodels

(2019) Niclas Strömberg   ENGINEERING OPTIMIZATION

SDM-NET

(2019) Lin Gao et al.   ACM TRANSACTIONS ON GRAPHICS

Reinforcement Learning for Improving Agent Design

(2019) David Ha   ARTIFICIAL LIFE

Dimension reduction and surrogate based topology optimization of periodic structures

(2019) Min Li et al.   COMPOSITE STRUCTURES

Applying functional principal components to structural topology optimization

(2018) Gianluca Alaimo et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

A Hybrid Method for Density-Related Topology Optimization

(2018) Mi Xiao et al.   International Journal of Computational Methods

Investigation into the topology optimization for conductive heat transfer based on deep learning approach

(2018) Qiyin Lin et al.   INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER

Machine Learning Driven Real Time Topology Optimization under Moving Morphable Component (MMC)-Based Framework

(2018) Xin Lei et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

Inverse molecular design using machine learning: Generative models for matter engineering

(2018) Benjamin Sanchez-Lengeling et al.   SCIENCE

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

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

Printing Beyond sRGB Color Gamut by Mimicking Silicon Nanostructures in Free-Space

(2017) Zhaogang Dong et al.   NANO LETTERS

Topology optimization of composite structures with data-driven resin filling time manufacturing constraint

(2016) Yuqing Zhou et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Learning-based ship design optimization approach

(2011) Hao Cui et al.   COMPUTER-AIDED DESIGN

Towards an integrated generative design framework

(2011) Vishal Singh et al.   DESIGN STUDIES

Multi-objective topology optimization using evolutionary algorithms

(2011) Tawatchai Kunakote et al.   ENGINEERING OPTIMIZATION

Classification approach for reliability-based topology optimization using probabilistic neural networks

(2011) Jiten Patel et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A practical generative design method

(2010) Sivam Krish   COMPUTER-AIDED DESIGN