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10–13 Sept 2023
Europe/Warsaw timezone

Discovering Rules with Convolutional Neural Networks

12 Sept 2023, 10:40
20m
Poster Computational intelligence in engineering Poster Session

Speaker

Dr Bartek Chaber

Description

This paper uses convolutional neural networks to try to discover the rules of a few exemplary processes.
As the test cases, we consider John Conway's Game of Life and plane wave propagation in a vacuum.
Both processes can be represented as a convolution of a 3-by-3 mask with an image.
In the case of Game of Life, the image is a binary image representing dead/alive cells.
For the wave propagation example, the image is a grayscale image. The brightness represents
the intensity of an electric field in a perpendicular direction to the plane of the image.
It seems that both of the processes can be rediscovered using a simple convolutional neural
network.

Authors

Dr Bartek Chaber Katarzyna Stankiewicz (Warsaw University of Technology) Paweł Skiba (Warsaw University of Technology)

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Peer reviewing

Paper