Invention Application
- Patent Title: NETWORK STATE MODELLING
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Application No.: PCT/IB2021/060108Application Date: 2021-11-02
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Publication No.: WO2022106942A1Publication Date: 2022-05-27
- Inventor: KAJÓ, Márton , SCHULTZ, Benedek , MWANJE, Stephen
- Applicant: NOKIA SOLUTIONS AND NETWORKS OY , TECHNISCHE UNIVERSITÄT MÜNCHEN
- Applicant Address: Karakaari 7; Arcisstrasse 21
- Assignee: NOKIA SOLUTIONS AND NETWORKS OY,TECHNISCHE UNIVERSITÄT MÜNCHEN
- Current Assignee: NOKIA SOLUTIONS AND NETWORKS OY,TECHNISCHE UNIVERSITÄT MÜNCHEN
- Current Assignee Address: Karakaari 7; Arcisstrasse 21
- Priority: FI20206162 2020-11-17
- Main IPC: H04L41/14
- IPC: H04L41/14 ; H04L41/16
Abstract:
Apparatuses and methods in a communication system are disclosed. In a network element, an encoder module obtains as an input network data that is representative of the current condition of the communications network, the network data comprising a plurality of values indicative of the performance of network elements and performs (800) feature reduction providing at its output a set of activations. A clustering module performs (802) batch normalisation and an amplitude limitation to the output of the encoder module to obtain normalised activations. A clustering control module calculates a projection of the normalised activations and determines (804) a clustering loss. A decoder module calculates (806) a reconstruction loss. The network element backpropagates the reconstruction loss and the clustering loss through the modules.
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