Category: machine learning

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Optimizing Neural Networks for Modeling and Simulation

Why Neural Networks are Effective in Machine Learning Neural networks are powerful machine learning [ML] models that can capture highly nonlinear relationships between inputs and outputs within a dataset while being computationally inexpensive to execute. The benefits of neural networks for modeling and simulation activities, using the simulation platform GT-SUITE, were covered in part 1 […]

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machine learning simulation|neural network and a linear interpolating lookup map|doe simulation

Enhancing Model Accuracy by Replacing Lookup Maps with Machine Learning Models

Machine Learning and Modeling Simulation Machine learning [ML] models, such as neural networks and other types of metamodels, are fast-executing mathematical representations of data that serve a variety of modeling and simulation purposes, including: Replacing computationally expensive physics-based sub-systems in integrated simulation models (for instance, we are using GT-SUITE simulation models for the HVACR industry) […]

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Top 10 Gamma Technologies Blogs of 2022!

From battery thermal runaway to fleet route optimization, there is a blog for every simulation!  Since the inception of GT-SUITE, Gamma Technologies has offered state-of-the-art simulation solutions for manufacturers. Our simulation solutions help guide customers and partners toward highly optimized products.   In no order, these are the top 10 blogs of 2022!   Simulating Your Way […]

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hvac machine learning simulation|machine learning simulation in hvac industry|EV thermal system model with physics-based solution and feedforward neural net

Machine Learning Simulation: HVACR Industry

The HVACR Industry Is Evolving To Meet Climate Change Needs Recently our colleagues from Gamma Technologies (GT) attended the 50th Herrick Conferences at Purdue University. These conferences occur bi-annually and cover a span of areas that are important to the heating, ventilation, air conditioning, and refrigeration (HVACR) industry including: pumps and compressors, refrigeration and air […]

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