Search Results for author: Mohammadmehdi Ataei

Found 5 papers, 1 papers with code

Elicitron: An LLM Agent-Based Simulation Framework for Design Requirements Elicitation

no code implementations4 Apr 2024 Mohammadmehdi Ataei, Hyunmin Cheong, Daniele Grandi, Ye Wang, Nigel Morris, Alexander Tessier

Second, we show how our framework effectively mimics empathic lead user interviews, identifying a greater number of latent needs than conventional human interviews.

Reduced-order modeling of unsteady fluid flow using neural network ensembles

no code implementations8 Feb 2024 Rakesh Halder, Mohammadmehdi Ataei, Hesam Salehipour, Krzysztof Fidkowski, Kevin Maki

When applied to two unsteady fluid dynamics problems, our results show that the presented framework effectively reduces error propagation and leads to more accurate time-series prediction of latent variables at unseen points.

Ensemble Learning Time Series +1

XLB: A differentiable massively parallel lattice Boltzmann library in Python

1 code implementation27 Nov 2023 Mohammadmehdi Ataei, Hesam Salehipour

The lattice Boltzmann method (LBM) has emerged as a prominent technique for solving fluid dynamics problems due to its algorithmic potential for computational scalability.

NPLIC: A Machine Learning Approach to Piecewise Linear Interface Construction

no code implementations26 Jun 2020 Mohammadmehdi Ataei, Markus Bussmann, Vahid Shaayegan, Franco Costa, Sejin Han, Chul B. Park

Volume of fluid (VOF) methods are extensively used to track fluid interfaces in numerical simulations, and many VOF algorithms require that the interface be reconstructed geometrically.

BIG-bench Machine Learning

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