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Low-SNR and BER reduction in UWOC systems using DESN and CNN-TCN deep learning models

Wessam M Salama1, Moustafa H Aly2, Eman S Amer3

  • 1Department of Computer Engineering, Faculty of Engineering, Pharos University, Canal El Mahmoudia Street, Beside Green Plaza Complex, 21648, Alexandria, Egypt.

Scientific Reports
|December 27, 2025
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Convolutional neural networkDeep echo state networkLong short-term memoryPulse amplitude modulationRecursive least squareWireless optical communication

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Reducing Line Loss01:18

Reducing Line Loss

In a three-phase circuit, line loss is an indicator of energy dissipated as heat due to the resistance of transmission lines. To address this, incorporating transformers into the system—a step-up transformer at the source and a step-down transformer at the load—is a strategic solution. Two three-phase transformers are introduced to improve this.
With a step-up transformer at the source, the voltage is increased, thereby reducing the current in the transmission lines since power loss in...
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