MO-PaDGAN: Reparameterizing Engineering Designs for Augmented Multi-objective Optimization

15 September 2020

Papers citing "MO-PaDGAN: Reparameterizing Engineering Designs for Augmented Multi-objective Optimization"

18 / 18 papers shown

Title
Exploring the Potentials and Challenges of Deep Generative Models in Product Design Conception Phillip Mueller Lars Mikelsons AI4CE 36 1 0 15 Jul 2024
Generative VS non-Generative Models in Engineering Shape Optimization Muhammad Usama Zahid Masood Shahroz Khan Konstantinos V. Kostas P. Kaklis 32 4 0 13 Feb 2024
Deep Learning in Deterministic Computational Mechanics L. Herrmann Stefan Kollmannsberger AI4CE PINN 35 0 0 27 Sep 2023
Conformal Predictions Enhanced Expert-guided Meshing with Graph Neural Networks A. Nobari J. Rey S. Kodali Matthew Jones Faez Ahmed AI4CE 11 1 0 14 Aug 2023
Large-Batch, Iteration-Efficient Neural Bayesian Design Optimization Navid Ansari Hans-Peter Seidel Vahid Babaei 11 2 0 01 Jun 2023
ShipHullGAN: A generic parametric modeller for ship hull design using deep convolutional generative model Shahroz Khan K. Goucher-Lambert Konstantino Kostas P. Kaklis GAN 28 27 0 29 Apr 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 12 9 0 28 Nov 2022
Generative Thermal Design Through Boundary Representation and Multi-Agent Cooperative Environment Hadi Keramati F. Hamdullahpur AI4CE 13 0 0 16 Aug 2022
Towards Goal, Feasibility, and Diversity-Oriented Deep Generative Models in Design Lyle Regenwetter Faez Ahmed AI4CE 9 2 0 14 Jun 2022
Design Target Achievement Index: A Differentiable Metric to Enhance Deep Generative Models in Multi-Objective Inverse Design Lyle Regenwetter Faez Ahmed 6 7 0 06 May 2022
GAN-DUF: Hierarchical Deep Generative Models for Design Under Free-Form Geometric Uncertainty Wei-Neng Chen Doksoo Lee O. Balogun Wei Chen AI4CE 12 11 0 21 Feb 2022
Deep Generative Models for Geometric Design Under Uncertainty Wei Chen Doksoo Lee Wei Chen AI4CE 25 2 0 15 Dec 2021
Deep Generative Models in Engineering Design: A Review Lyle Regenwetter A. Nobari Faez Ahmed 3DV AI4CE 24 175 0 21 Oct 2021
CreativeGAN: Editing Generative Adversarial Networks for Creative Design Synthesis A. Nobari Muhammad Fathy Rashad Faez Ahmed GAN AI4CE 16 48 0 10 Mar 2021
IH-GAN: A Conditional Generative Model for Implicit Surface-Based Inverse Design of Cellular Structures Jun Wang Wei Chen Daicong Da M. Fuge R. Rai 19 55 0 03 Mar 2021
Deep Generative Model for Efficient 3D Airfoil Parameterization and Generation Wei Chen Arun Ramamurthy 25 23 0 07 Jan 2021
Determinantal point processes for machine learning Alex Kulesza B. Taskar 160 1,122 0 25 Jul 2012