Deep Generative Models in Engineering Design: A Review

21 October 2021

Papers citing "Deep Generative Models in Engineering Design: A Review"

29 / 29 papers shown

Title
Deep Generative Model for Mechanical System Configuration Design Yasaman Etesam Hyunmin Cheong Mohammadmehdi Ataei P. Jayaraman AI4CE 21 2 0 09 Sep 2024
Data-driven topology design based on principal component analysis for 3D structural design problems Jun Yang Kentaro Yaji S. Yamasaki 14 0 0 03 Sep 2024
Text2Robot: Evolutionary Robot Design from Text Descriptions Ryan P. Ringel Zachary S. Charlick Jiaxun Liu Boxi Xia Boyuan Chen 31 2 0 28 Jun 2024
A Misleading Gallery of Fluid Motion by Generative Artificial Intelligence Ali Kashefi VGen 43 5 0 24 May 2024
ChatGPT as an inventor: Eliciting the strengths and weaknesses of current large language models against humans in engineering design D. N. Ege Henrik H. Øvrebø Vegar Stubberud M. F. Berg Christer W. Elverum Martin Steinert Håvard Vestad ALM LLMAG 16 1 0 29 Apr 2024
Generative AI and Process Systems Engineering: The Next Frontier Benjamin Decardi-Nelson Abdulelah S. Alshehri Akshay Ajagekar Fengqi You AI4CE LLMAG 19 23 0 15 Feb 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization A. Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 25 3 0 07 Feb 2024
Physics-guided training of GAN to improve accuracy in airfoil design synthesis Kazunari Wada Katsuyuki Suzuki Kazuo Yonekura AI4CE 17 11 0 19 Aug 2023
Adversarial Latent Autoencoder with Self-Attention for Structural Image Synthesis Jiajie Fan L. Vuaille Hongya Wang Thomas Bäck AI4CE 10 5 0 19 Jul 2023
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design Lyle Regenwetter Akash Srivastava Dan Gutfreund Faez Ahmed 11 27 0 06 Feb 2023
Learning to design without prior data: Discovering generalizable design strategies using deep learning and tree search Ayush Raina Jonathan Cagan Christopher McComb AI4CE 10 9 0 28 Nov 2022
Efficient Diffusion Models for Vision: A Survey Anwaar Ulhaq Naveed Akhtar MedIm 32 59 0 07 Oct 2022
Probabilistic Generative Transformer Language models for Generative Design of Molecules Lai Wei Nihang Fu Yuqi Song Qian Wang Jianjun Hu AI4CE 26 11 0 20 Sep 2022
Diffusion Models Beat GANs on Topology Optimization Franccois Mazé Faez Ahmed DiffM AI4CE 22 57 0 20 Aug 2022
Generative Thermal Design Through Boundary Representation and Multi-Agent Cooperative Environment Hadi Keramati F. Hamdullahpur AI4CE 13 0 0 16 Aug 2022
Controllable Data Generation by Deep Learning: A Review Shiyu Wang Yuanqi Du Xiaojie Guo Bo Pan Zhaohui Qin Liang Zhao 29 28 0 19 Jul 2022
Generative Design Ideation: A Natural Language Generation Approach Qihao Zhu Jianxi Luo AI4CE 14 19 0 28 Mar 2022
Social Computational Design Method for Generating Product Shapes with GAN and Transformer Models Maolin Yang P. Jiang AI4CE 20 3 0 22 Feb 2022
FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames Lyle Regenwetter Colin Weaver Faez Ahmed AI4CE 17 17 0 25 Jan 2022
Patent Data for Engineering Design: A Critical Review and Future Directions Shuo Jiang Serhad Sarica Binyang Song Jie Hu Jianxi Luo PINN AI4CE 6 12 0 15 Nov 2021
Goal-Directed Design Agents: Integrating Visual Imitation with One-Step Lookahead Optimization for Generative Design Ayush Raina Lucas Puentes Jonathan Cagan Christopher McComb AI4CE 11 6 0 07 Oct 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,764 0 24 Feb 2021
TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain Zhenguo Nie Tong Lin Haoliang Jiang L. Kara AI4CE 95 167 0 05 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,320 0 12 Dec 2018
Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation Jiaxuan You Bowen Liu Rex Ying Vijay S. Pande J. Leskovec GNN 186 884 0 07 Jun 2018
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,047 0 02 Dec 2016
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,387 0 21 Nov 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 224 3,185 0 30 Oct 2016
Determinantal point processes for machine learning Alex Kulesza B. Taskar 160 1,122 0 25 Jul 2012