کنفرانس مهندسی برق ایران

صفحه اصلی / سی و یکمین کنفرانس بین المللی مهندسی برق

Modulation Classification with Convolutional Neural Network based Deep Learning in Elastic Optical Network

نویسندگان :

Ehsan Varasteh¹ Seyed Sadra Kashef² Morteza Valizadeh³ Mehdi Ranjbar Zefreh⁴

1- دانشگاه ارومیه 2- دانشگاه ارومیه 3- دانشگاه ارومیه 4- Politecnico di Torino

کلمات کلیدی :

Modulation format identification،Elastic optical network،Deep learning

چکیده :

In this paper, the modulations are classified by six types of deep learning (DL) methods in Elastic Optical Network (EON). In EON, flexible coherent transceivers are applied that can demodulate received signals in different modulations. Here, DL-based methods are proposed for modulation classification in flexible receivers. Three Transfer Learning (TL) methods as AlexNet, GoogleNet, and InceptionV3, are applied, and three convolution neural networks based on different structures (3, 4, and 5 layers) are proposed to show that DL-based methods are practical to identify the usual modulation formats. The performance is evaluated in EON, which includes five different modulation types in four different symbol rates. The total number of studied scenarios are 248, with various link in terms of fiber, power, and span number. In practical scenarios, the numerical results show that, Modulation classification can be done with 99% accuracy.

لیست مقالات

لیست مقالات بایگانی شده

Vehicle stability control and trajectory tracking utilizing a type-2 fuzzy controller

Mohammad Mahdavi Mazdeh - Mehdi Pourgholi - Vahid Fakhari

Design and Implementation of a Flexible CNN Accelerator for Fast Real-Time Object Detection on FPGA

Emadodin Sakhaee - Mahdi Kalbasi

طراحی یک ماتریس باتلر 4×4 فشرده برای کاربرد در سیستم های شکل دهنده پرتو در شبکه های WLAN

آزاده ایمانی - محمد سجاد بیاتی

Optimal D2D Resource Allocation in Heterogeneous Cellular Networks by Decentralized Multi-Agent Deep Q-Learning

Pouya Akhoundzadeh - Ghasem Mirjalily - Mohammad taghi Sadeghi

نحوه کنترل سطوح هوشمند با قابلیت تنظیم مجدد در راستای مقابله با استراق سمع کننده ها

محمد کاظم ناطقی - زلفا زینل پور یزدی

مدل سازی دینامیکی ژنراتور سنکرون آهنربای دائم (PMSG) و تحلیل رفتار آن در شرایط عیب اتصال حلقه استاتور

مجید محرمی - منصور اوجاقی

Compact Multiband HMSIW Antenna Loaded with Complementary Split Ring Resonators

Rasol Zayer - Mohamamd Naghi Azarmanesh - Javad Nourinia - Changiz Ghobadi - Farzad Alizadeh - Bahman Mohammadi

Scalable Multipurpose Smart Indoor Lighting System for Wireless Sensor Networks

Atefesadat Seyedolhosseini - Reza Nemati - Hossein Maghsoumi - Shokrollah Karimian - Nasser Masoumi

Impact of Particle Shape on Optical and Electrical Properties of Ultrathin Silicon Solar Cells

Sayyed Reza Mirnaziry - Mohammad Ali Shameli - Leila Yousefi

A High Responsivity Plasmonic Internal Photoemission detector for Optical Communication

Faramarz Alihosseini - Aref Rasoulzadeh Zali - Tavakol Pakizeh - Hesam Zandi

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2