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

A Comprehensive Analysis of a Digital Control Strategy for Photovoltaic-Based Single-Phase Grid-Tied Inverter Systems

Soheil Hasani Sangani - Mohamad Reza Moslemnejad - Mojtaba Saeedi - Alireza Jalalitalab - Reza Beiranvand

High-Precision Simple-Expandable Loser Take All (LTA) Circuit

Hossein Yaghoobzade Shadmehri - Ehsan Rahiminejad - Mohaddeseh Ghaeni

Tumor-treating fields orientation effects on breast cancer cells in vitro

Fatemeh Khanmohammadi - Mohammad Sadegh Bank - Majid Badieirostami

Design and Modelling of a Modified Controller for D-STATCOM Considering Parametric Uncertainties and Unmodeled Dynamics

Majid Arabahmadi - Hossein Khaligh - Amirhossein Moghani - Ali Mosallanejad

Attractors Manipulation in Denoising Autoencoders for Robust Phone Recognition

Shaghayegh Reza - Seyyed Ali Seyyedsalehi - Seyyedeh Zohreh Seyyedsalehi

بهبود عملکرد یک ( LOC ) Lab – On –Chipپیشرفته مبتنی بر فناوری MEMSبه کمک تقویت میدان الکتریکی ساختار

شیوا عظیمی نام - فهیمه مروی - کیان جعفری

Ultra-broadband and compact beamsplitters using subwavelength-grating-assisted zero gap directional couplers

Kamalodin Arik - Mahmood Akbari - Amin Khavasi

A Novel PM-Assisted Linear Switched Reluctance Motor

Matin Vatani - Mojtaba Mirsalim - Javad Shokrollahi Moghani

Robust Wireless Power Transfer by Self-Oscillating Controlled Inverter and Tripolar Receiving Pad

Alireza Eikani - Behnam M. Mosammam - Mojtaba Mirsalim

امکان استفاده از پلی آنیلین دوبعدیC3N به عنوان آشکار سازِ گاز استالدهیدِ بازدم در دستگاه های تشخیصِ غیر تهاجمیِ سرطان ریه: مطالعه اصل اولیه

محمد حسین امیدواری - حامد مهدوی نژاد - رزا صفایی اسدآبادی - محمدحسین شیخی

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.0.4