0% Complete
صفحه اصلی
/
سی و یکمین کنفرانس بین المللی مهندسی برق
Conserving Power Consumption in Elastic Optical Networks using Deep Learning
نویسندگان :
Fatemeh Dehrouyeh
1
Sina Tavakolian
2
Lotfollah Beygi
3
1- Lakehead University
2- دانشگاه خواجه نصیر الدین طوسی
3- دانشگاه خواجه نصیر الدین طوسی
کلمات کلیدی :
Conserving Power Consumption،Deep Learning،Elastic Optical Networks،Prediction of Elements’ State،Source Management
چکیده :
The power consumption issue in elastic optical networks is a prominent topic of widespread attention and concern nowadays. The wasteful on-and-off transitions of the networking components including transponders, optical cross-connects, and amplifiers are one of the major power consumers in elastic optical networks. Turn-on transitions may result in power consumption spikes that are more than 4 times the needed amount when they are active. Most currently employed power control strategies are not designed to handle this significant power consumption. To solve this problem, in this paper, the number of active lightpaths crossing an element within a short period of time is predicted using the long short-term memory technique. This knowledge is used to avoid the frequent deactivation and activation of the components. Using numerical simulations, we demonstrate that our proposed scheme substantially improves the average power consumption in NSFNET and USNET topologies.
لیست مقالات
لیست مقالات بایگانی شده
A Mathematical 3D Solution to Efficiently Locate Drones in 5G Wireless Networks
Mina Taghavi - Jamshid Abouei
Constructing a security network for improving the information vulnerability of transmission systems observability
Vahid Sohrabi Tabar - Saeid Ghassemzadeh - Sajjad Tohidi - Pierluigi Siano
A compact 5G MIMO antenna with reduced mutual coupling
Marziyeh Amiri - Ali Ghafoorzadeh-yazdi - Abbas-Ali Heidari
A New Method on Failure Detection of Fixed and Moving Contacts of Circuit Breakers
Hassan Hamidi - Ali Asghar Razi Kazemi
Crypto Currency Price Prediction Using Preprocessed Scaled Inputs LSTM Model Enhanced by Improved Gray Wolf Optimization
Amir RabbaniParsa - Mahboobeh Hoshmand - Seyyed Abed Hosseini
The change in Individual Alpha Frequency during Neurofeedback training
Maryam Dorvashi - Neda Behzadfar
Design and fabrication tip tapered fiber optic dopamine sensor based on LSPR
Roksana Esmaeilpour - Mohammad Ismail zibaii - Masoumeh Barkand - Marzieh Pajouhandeh - Soroush Rostami - Mehdi Banihashemi - Mohammad-Mahdi Babakhani-fard
Electricity Tariff Volatility Mitigation Using Uncertainty-Diminution and Hedge Contracts along with Risk Management Policies
Majid Moazzami - Hossein Shahinzadeh - Majid Najafi - Zohreh Azani - Shohreh Azani - Gevork B. Gharehpetian
Absorption Enhancement in Thin-Film Solar Cells using Integrated Photonic Topological Insulators
Mohammad Ali Shameli - Leila Yousefi
Energy Efficiency and Pollution Reduction through Intelligent Building Management Systems
Hojjat Hajiabadi - Mahshid Zafari
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0
