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A Machine Learning Framework for Scalable Routing and Wavelength Assignment in Large Optical Networks

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Abstract

We perform a machine-learning-based network pruning that significantly reduces the complexity of routing and wavelength assignment in large optical networks. A significant computational time reduction is achieved by accepting a minor deterioration of the obtained solution.

© 2021 The Author(s)

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