MUMBAI, India, July 13 -- Intellectual Property India has published a patent application (202521001203 A) filed by Tata Consultancy Services Limited on January 06, 2025, for Method And System For Real-Time Traffic Classification In 5g Networks.
Inventors include Mishra, Garima; Suman, Santan; Rath, Hemant Kumar; and Nadaf, Shameemraj Mohiuddin.
The application for the patent was published on July 10, 2026, under issue no. 28/2026.
Abstract: ABSTRACT METHOD AND SYSTEM FOR REAL-TIME TRAFFIC CLASSIFICATION IN 5G NETWORKS Conventional traffic classification methods mainly depend on pre-defined criteria from known data, highlighting demand for advanced methods that can handle new types of traffic. The present disclosure receives an unlabeled data set comprising a plurality of data points from one or more Downlink Control Information messages and pre-processes the received unlabeled data set. A set of relevant features is selected from plurality of data points using a correlation matrix. One or more hyper-parameters of Gaussian Mixture Model (GMM) are evaluated for the unlabeled dataset with selected set of relevant features using Component-wise space Expectation Maximization technique (CEM) method. An optimal number of clusters is estimated using the evaluated one or more hyper-parameters of GMM. Each of the plurality of data points are labeled using the estimated optimal number of clusters to obtain a labelled data set. A classifier model is created to perform traffic classification of the obtained labelled dataset. [
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