Unraveling the Design Pattern of Physics-Informed Neural Networks: Part 02

Enhancing PINN training stability through ensemble learning and dynamic solution interval expansion

Shuai Guo
Towards Data Science
7 min readMay 19, 2023

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Design pattern of physics-informed neural networks
Photo by Clay Banks on Unsplash

Welcome to the 2nd blog of this series on the design patterns of physics-informed neural networks (PINN)🙌 Here, we will look at techniques of ensemble learning and dynamic…

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Data scientist, specialized in statistical modeling and uncertainty analysis for reliable system design.