0% Complete
فارسی
Home
/
دوازدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
NFV-Based Distributed Service Function Chaining with Imperfect Information
Authors :
Mahsa Alikhani
1
Marzieh Sheikhi
2
Vesal Hakami
3
1- دانشگاه علم و صنعت ایران
2- دانشگاه علم و صنعت ایران
3- دانشگاه علم و صنعت ایران
Keywords :
Distributed Service Function Chaining, Network Function Virtualization, Potential Games, Multi-Agent Learning
Abstract :
Software-defined networking (SDN) and network function virtualization (NFV) technologies have emerged as promising paradigms in recent innovations for deploying users’ demanded services. In this context, service function chaining (SFC) helps telecommunication operators to provide complex network services and improve their performance. This paper first addresses the service function chain deployment problem as an integer linear programming (ILP) problem under an impractical non-causal assumption about the network information for which we provide a solution in a centralized fashion. However, in real-life networks, distributed schemes are more scalable. Also, some parameters, such as the latency of the links, fluctuate over time because of the sharing nature of cloud datacenters, and their probabilistic distributions are unknown prior to deployment. Therefore, we re-formulate the NFV-based SFC deployment problem as a noisy weighted congestion game and rely only on the actually experienced delay samples on each of the links to configure SFCs in a near-optimal fashion. In particular, we propose a multi-agent learning based algorithm using which each agent decides its VNF-based service chain only based on its own history of adopted actions and realized costs. By changing the network configuration, simulation results show that our proposed algorithm are at most 18% worse than the optimal solution, and in some situation it behaves exactly same as optimal results.
Papers List
List of archived papers
Experimental analysis of automated negotiation agents in modeling Gaussian bidders
Fatemeh Hassanvand - Dr Faria Nassiri-Mofakham
طراحی نرم افزاری مبتنی بر واقعیت افزوده با کاربرد فروش عینک
مینا علیانژاد - نسترن زنجانی - زهرا عسکری نژاد امیری
شکلدهی سه بعدی پرتو و بهبود نرخ امن در شبکههای مخابراتی بیسیم-تواندادهشده مبتنی بر صفحات بازتابی هوشمند
کوثر انصاری - دکتر مهدی مجیدی
A Topic Based Method to Classify the Question Clarity in CQA Networks
Alireza Khabbazan - Dr Ahmad Ali Abin
بهبود عنواننگاری تصویر با استفاده از روشهای یادگیری عمیق
مهدی صیادجو - محمدجواد فدائی اسلام
بیشینهسازی تأثیر در شبکههای اجتماعی بر اساس فعالیت کاربران
فاطمه جعفری - علیرضا رضوانیان
A qualitative spoofing detection system based on LSTMs for IoMT
Iman Jafarian - Amirmasoud Sepehrian - Siavash Khorsandi
Improving Deep Neural Network Accelerator for Malaria Diseased Blood Cells using FPGA
Hadi Rezaeikarjani - Mojtaba Valinataj
مکانیابی خطاهای کاربردها و خدمات نرمافزاری با کمک تولید داده آزمون با نامتغیرهای محتمل
محمد نصرتی مقدم - حسن حقیقی - مجتبی وحیدی اصل
Sigma: A Secure Federated Network Gaming Platform
Keyhan Mohammadi - Reza Ebrahimi Atani
more
Samin Hamayesh - Version 42.5.2