Optimizing throughput of Seq2Seq model training on the IPU platform for AI-accelerated CFD simulations

P Rościszewski, A Krzywaniak, S Iserte, K Rojek… - Future Generation …, 2023 - Elsevier
Abstract Intelligence Processing Units (IPU) have proven useful for many AI applications. In
this paper, we evaluate them within the emerging field of AI for simulation, where traditional …

A study on the performance of distributed training of data-driven CFD simulations

S Iserte, A González-Barberá… - … Journal of High …, 2023 - journals.sagepub.com
Data-driven methods for computer simulations are blooming in many scientific areas. The
traditional approach to simulating physical behaviors relies on solving partial differential …

[HTML][HTML] Accelerating urban scale simulations leveraging local spatial 3D structure

S Iserte, A Macías, R Martínez-Cuenca, S Chiva… - Journal of …, 2022 - Elsevier
This paper presents a hybrid methodology for accelerating Computational Fluid Dynamics
(CFD) simulations intertwining inferences from deep neural networks (DNN). The strategy …

Unleashing the Potential of Mixed Precision in AI-Accelerated CFD Simulation on Intel CPU/GPU Architectures

K Halbiniak, K Rojek, S Iserte… - … on Computational Science, 2024 - Springer
CFD has emerged as an indispensable tool for comprehending and refining fluid flow
phenomena within engineering domains. The recent integration of CFD with AI has unveiled …

Three-Dimensional Numerical Analysis and Operational Optimization of High-Efficiency Sedimentation Tank

Z Ye, S Kang, Z Wang, Q Jiang, J Zhang, B Zheng… - Water, 2023 - mdpi.com
The high-efficiency sedimentation tank has a wide range of application prospects in
industrial wastewater treatment due to its small footprint, strong resistance to shock loads …

Adaptation of AI-accelerated CFD Simulations to the IPU Platform

P Rościszewski, A Krzywaniak, S Iserte, K Rojek… - … Conference on Parallel …, 2022 - Springer
Abstract Intelligence Processing Units (IPU) have proven useful for many AI applications. In
this paper, we evaluate them within the emerging field of AI for simulation, where traditional …

Multiresolution Dynamic Mode Decomposition Based Modeling of Wastewater Treatment Process

O Prakash, B Huang - IFAC-PapersOnLine, 2024 - Elsevier
The wastewater treatment process (WWTP) has now become an increasingly important
process in order to accommodate sustainable goals and mitigate the water crisis. Modeling …

[PDF][PDF] Unleashing the Potential of Mixed Precision in AI-Accelerated CFD Simulation on Intel CPU/GPU Architectures

S Iserte, R Wyrzykowski - iccs-meeting.org
CFD has emerged as an indispensable tool for comprehending and refining fluid flow
phenomena within engineering domains. The recent integration of CFD with AI has unveiled …