Nature

Gaussian mixture model for enhancing the quality of transmission estimation in optical networks: a machine learning approach

In recent times, there has been a huge amount of work on utilizing deep learning (DL) to estimate the quality of transmission (QoT) in optical networks. This research depict a lightpath’s quality of ...
Nature

SIGMAformer: a spatiotemporal Gaussian mixture correlation transformer for global weather forecasting

SpatIotemporal Gaussian Mixture correlAtion transformer (SIGMAformer) is a spatiotemporal forecasting architecture that integrates a Gaussian mixture pattern extractor (GMPE) with a dynamic ...