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Stone Ridge Technology AWS NVIDIA Modulus NEWS DETAIL

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News and technical insightsNews and Insights ITZKXY enterprise networking and AI infrastructure support2025-01-06

HPC is a networking product designed for HPC.

This product is a networking product designed for enterprise and data center networking.

3D is a NVIDIA networking product designed for enterprise and data center networking.

Stone is a NVIDIA networking product designed for enterprise and data center networking.

ECHELON is a storage product designed for storage networks.

A workflow diagram illustrating the machine learning process for proxy generation using the Echelon reservoir simulator and NVIDIA Modulus. The workflow consists of five sequential steps: Ensemble generation, Echelon forward modeling, ML data preprocessing, NVIDIA Modulus training and validation, and Build proxy.

This product is a networking product designed for enterprise and data center networking.


NVIDIA Modulus

Stone is a NVIDIA storage product designed for storage networks.

Schematic of Fourier neural operator architecture for full-field prediction. Important steps used in the architecture are illustrated. The input layer (data) is first lifted to a higher dimensional space. A FNO layer and a residual convolution in physical space is applied multiple times to learn the kernel operator. The transformed data is passed through multiple convolutional decoder layers and finally transformed to the output layers. Each sample of the input is finally transformed to an output  layer that consists of 0 to N time slices.

2, Fourier, for AWS NVIDIA Modulus

AWS Cloud

AWS is a networking product designed for enterprise and data center networking.

A diagram showing the architecture of SRT ECHELON with NVIDIA Modulus on AWS. The corporate data center hosts reservoir engineers and geology applications, connected securely to AWS services. AWS includes Amazon SageMaker for model training and notebooks, AWS Parallel Cluster with EC2 GPU acceleration for simulations, and S3 for storing historical simulations and simulation data.

3, AWS NVIDIA Modulus SRT ECHELON


Product Information

SRT is a networking product designed for enterprise and data center networking.

for

This product is a networking product designed for enterprise and data center networking.

500 is a networking product designed for enterprise and data center networking.

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3D is a networking product designed for enterprise and data center networking.

Comparison of FNO predictions (middle column) and ground truth (left column) for water front propagation at different normalized times (t = 0.1, 0.5, 1) in well placement scenarios with highly heterogeneous permeability fields. The right column displays line plots comparing field-averaged pressure, water saturation, and oil saturation between the FNO predictions and ground truth over normalized time.





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Norne is a networking product designed for enterprise and data center networking.

22 is a networking product designed for enterprise and data center networking.

3D visualization of the Norne field showing the locations of various producer and injector wells. The reservoir is represented with a grid and is characterized by complex fault structures. A color bar indicates reservoir properties, ranging from 0 to 1.



This product is a networking product designed for enterprise and data center networking.

and Norne 500, including, and

3D visualization showing random samples from training data, illustrating variations in permeability and porosity fields. The top row displays permeability (PERMX) with a color scale, and the bottom row shows porosity (PORO) with a different color scale, highlighting heterogeneity in the reservoir properties.

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Modulus is a networking product designed for enterprise and data center networking.

Comparison of pressure evolution predicted by ECHELON (left column) and NVIDIA Modulus (middle column) at different normalized times (t = 1, t = 15, t = 25). The right column shows the error between the two models. Color bars indicate pressure values for Modulus and ECHELON, and error magnitude.

8, NVIDIA Modulus and ECHELON and


Product Information 

Stone is a NVIDIA networking product designed for enterprise and data center networking.