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
A Comparison Between PI-PSO, Fuzzy-PID, and Direct Adaptive Fuzzy Controllers for Controlling a Buck-Boost DC-DC Converter with Semi-Quadratic Voltage Gain and Continuous Input Current
Nasim Moradmatak - Seyed Hamid Shahalami
Multi-Machine Traction Drive Based on Parallel Connected Synchronous Machines
Hassan Mohammadi Pirouz
Shielding factor enhancement method for Bi-stage active shield in SQUID-based Magnetocardiography system
Zeynab Alipour - Fatemeh Esmaili - Faezeh Shanehsazzadeh - Mehdi Fardmanesh
Design and Performance Analysis of a Novel Optical Biosensor for Measuring Glucose Concentration in Urine
Sania Eskandari - Siavash Zargari - Saeed Meshgini - Ali Farzamnia
Propagation of Measurement Errors in the Euler Kinematic Equations
Mojtaba Fazelinia - Saeed Ebadollahi - Soheil Ganjefar
Inversion Coefficient as a Key Design Parameter in MOS Device Performance
Gholamreza Khademevatan - Ali Jalali
طراحی ماتریس باتلر 8×4 در ساختارSIW با کاهش سطح گلبرگ جانبی در باند فرکانسی 60GHz
زهرا مهرزاد - غلامرضا مرادی - ایاز قربانی
Backstepping-based Adaptive Constrained Control of Passive Torque Simulator Using Function Approximation Technique
Seyyed Amirhossein Saadat - Mohammad Mehdi Fateh - Javad Keighobadi
Optimal Probability Placement of the Charge Station of Electric Vehicles in a Distributed Power Network Containing the DG using the Queuing Theory
Mohammadreza Mousavi khademi - Ebrahim Kazemi - Mehdi Zareian Jahromi
A Lightweight Authentication Protocol For M2M Communication In IIoT Using Physical Unclonable Functions
Elaheh Kharghani - Saeed Aliakbari - Javad Bidad - Amir masoud Aminian moddares
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.0.4