Showing cs.ITShow all
2 papers · 1 filter
cs.IT2024
Data-Driven Symbol Detection for Intersymbol Interference Channels with Bursty Impulsive Noise
Boris Karanov, Chin-Hung Chen, Yan Wu +2
We developed machine learning approaches for data-driven trellis-based soft symbol detection in coded transmission over intersymbol interference (ISI) channels in presence of burst…
cs.IT2024
On the Robustness of Deep Learning-aided Symbol Detectors to Varying Conditions and Imperfect Channel Knowledge
Chin-Hung Chen, Boris Karanov, Wim van Houtum +3
Recently, a data-driven Bahl-Cocke-Jelinek-Raviv (BCJR) algorithm tailored to channels with intersymbol interference has been introduced. This so-called BCJRNet algorithm utilizes…