0% Complete
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 Varasteh
1
Seyed Sadra Kashef
2
Morteza Valizadeh
3
Mehdi Ranjbar Zefreh
4
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
Energy Allocation Methods in NOMA Modulation Using Machine Learning Algorithms in the Presence of Jamming
Khashayar Saremi - Bahareh Akhbari
3D Microwave Imaging inside PEMC Cavity Using Combined-Norm Regularization Term and Modified CG Algorithm
Omid Babazadeh - Hassan Nasseri
Collocation of GEO-Satellites using Differential Game Theory
Fatemeh Amozegary - Amirreza Kosari - Mahdi Fakoor
مدیریت بهینه توان در یک ساختمان هوشمند حاوی واحدهای ترکیبی برق و حرارت و منابع تولیدپراکنده در حضور ذخیره ساز انرژی
اسماعیل زحمت کشان
Adaptive Fault Tolerant Control in Time-Varying Formation of Multi-Agent Systems
Elham Bahrampour - Mohammad Tavazoei
Backstepping-based Adaptive Constrained Control of Passive Torque Simulator Using Function Approximation Technique
Seyyed Amirhossein Saadat - Mohammad Mehdi Fateh - Javad Keighobadi
Learning-Based Routing Policy For Wireless Sensor Networks
Najim Halloum - Yousef Darmani - Ali Ahmadi
Fixed-Time Nonlinear Observer for a Class of Applicable Nonlinear Systems
علی ابویی - Mohammad Hadi Rezaei
تشخیص حضور انسان در خانه های هوشمند با استفاده از شبکه ی بی سیم محلی
امیرمحمد بصیرت - نغمه سادات مویدیان
A Fast Approach for Deep Neural Network Implementation on FPGA
Maedeh Nobari - Hadi Jahanirad
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2