no code implementations • 7 Feb 2024 • Amin Heyrani Nobari, Giorgio Giannone, Lyle Regenwetter, Faez Ahmed
We introduce Neural Implicit Topology Optimization (NITO), a novel approach to accelerate topology optimization problems using deep learning.
1 code implementation • 7 Feb 2024 • Lyle Regenwetter, Yazan Abu Obaideh, Amin Heyrani Nobari, Faez Ahmed
The dataset is created through the use of a rendering engine which harnesses the BikeCAD software to generate vector graphics from parametric designs.
1 code implementation • 14 Aug 2023 • Amin Heyrani Nobari, Justin Rey, Suhas Kodali, Matthew Jones, Faez Ahmed
We demonstrate that the addition of conformal predictions effectively enables the model to avoid under-refinement, hence failure, in CFD meshing even for weak and less accurate models.
1 code implementation • 30 Aug 2022 • Amin Heyrani Nobari, Akash Srivastava, Dan Gutfreund, Faez Ahmed
LINKS is made up of various components including 100 million mechanisms, the simulation data for each mechanism, normalized paths generated by each mechanism, a curated set of paths, the code used to generate the data and simulate mechanisms, and a live web demo for interactive design of linkage mechanisms.
no code implementations • 21 Oct 2021 • Lyle Regenwetter, Amin Heyrani Nobari, Faez Ahmed
We present a review and analysis of Deep Generative Machine Learning models in engineering design.
1 code implementation • 7 Jun 2021 • Amin Heyrani Nobari, Wei Chen, Faez Ahmed
Engineering design tasks often require synthesizing new designs that meet desired performance requirements.
1 code implementation • 10 Mar 2021 • Amin Heyrani Nobari, Muhammad Fathy Rashad, Faez Ahmed
GAN models, however, are not capable of generating unique designs, a key to innovation and a major gap in AI-based design automation applications.
1 code implementation • 10 Mar 2021 • Amin Heyrani Nobari, Wei Chen, Faez Ahmed
This work laid the foundation for data-driven inverse design problems where we consider range constraints and there are sparse regions in the condition space.