Transferlernen zur Modulationsverallgemeinerung in Sendern/empfängern mit Neuronalem Netz

Details

Veröffentlichungs-Nr.

EP4718322

Anmeldetag

27. August 2025

Veröffentlichung

1. April 2026

Rechtsraum

EP

Abstract

Transfer learning (TL)-based systems, methods, and devices are provided for neural network and/or neuromorphic network transmitters/receivers with a set of desired modulation orders. In one aspect, a source system trains a full neural net modulation/demodulation model, from which one or more upper/output layers are removed, and the remaining base layers are transferred into a target system. A set of one or more upper/output layers are generated for the set of desired modulation orders, then transferred into, and trained in, the target system. The target system may store the transferred base layers and the trained set of one or more upper/output layers for the set of desired modulation orders, and use them to modulate/demodulate any transmission having one of the set of desired modulation orders.

Anmelder

Firma

Viavi Solutions Inc.

Land

🇺🇸 USA