IFIP TC6 Open Digital Library

16. CNSM 2020: Izmir Turkey and Virtual Conference

16th International Conference on Network and Service Management, CNSM 2020, Izmir Turkey and Virtual Conference, November 2-6, 2020

Muge Sayit, Stuart Clayman

IFIP Open Digital Library, ISBN: 978-3-903176-31-7



Contents

TS1: ML in Networking

Self-Driving Network and Service Coordination Using Deep Reinforcement Learning

Stefan Schneider, Adnan Manzoor, Haydar Qarawlus, Ramin Khalili, Artur Hecker

 

Finding Effective Security Strategies through Reinforcement Learning and Self-Play

Kim Hammar, Rolf Stadler

 

Simulative Evaluation of KPIs in SDN for Topology Classification and Performance Prediction Models

Nicholas Gray, Katharina Dietz, Tobias Hossfeld

 

TS2: Radio/access

Augmented Wi-Fi: An AI-based Wi-Fi management framework for Wi-Fi/LTE coexistence

Paola Soto, Miguel Camelo, Jaron Fontaine, Merkebu Girmay, Adnan Shahid, Vasilis Maglogiannis, Eli De Poorter, Ingrid Moerman, Juan F. Botero, Steven Latr´

 

GateSelect: A novel Internet gateway selection algorithm for client nodes

Khulan Batbayar, Roc Meseguer, Ramin Sadre, Suresh Subramaniam

 

Micro SIDs: a solution for Efficient Representation of Segment IDs in SRv6 Networks

Angelo Tulumello, Andrea Mayer, Marco Bonola, Paolo Lungaroni, Carmine Scarpitta, Stefano Salsano, Ahmed Abdelsalam, Pablo Camarillo, Darren Dukes, Francoid Clad, Clarence Filsfils

 

TS3: Networks and Services

Time-based Anomaly Detection using Autoencoder

Mohammad A. Salahuddin, Md. Faizul Bari, Hyame Assem Alameddine

 

Reliability-Driven Deployment in Energy-Harvesting Sensor Networks

Xiaofan Yu, Xueyang Song, Ludmila Cherkasova, Tajana Rosing

 

SWEETEN: Automated Network Management Provisioning for 5G Microservices-Based Virtual Network Functions

Rafael de Jesus Martins, Ariel Galante Dalla-Costa, Dalla-Costa, Juliano Araujo Wickboldt, Lisandro Z Granville

 

Poster A: Data Mining / Management

Transfer Log-based Anomaly Detection with Pseudo Labels

Shaohan Huang, Yi Liu, Carol J Fung, Rong He, Yining Zhao, Hailong Yang, Zhongzhi Luan

 

A Workflow-less Autonomous System Architecture for Assurance Operations using Choreography Architecture

Kensuke Takahashi, Tomoki Ikegaya, Ryota Katayanagi, Satoshi Kondoh, Tsuyoshi Toyoshima

 

Topology Discovery Method using Network Equipment Alarms

Atsushi Takada, Naoki Hayashi, Mizuto Nakamura, Toshihiko Seki, Kyoko Yamagoe

 

amulog: A General Log Analysis Framework for Diverse Template Generation Methods

Satoru Kobayashi, Yuya Yamashiro, Kazuki Otomo, Kensuke Fukuda

 

Weaknesses and Challenges of Network Neutrality Measurement Tools

Ximun Castoreo, Patrick Maillé, Bruno Tuffin

 

Unsupervised Noise Detection in Unstructured data for Automatic Parsing

Shubham Jain, Amy de Buitléir, Enda Fallon

 

Experimental validation of L3 VPN Network Model for improving VPN service design and provisioning

Samier Said Barguil, Oscar Gonzalez de Dios, Roque Gagliano, Ignacio Carretero, Ricard Vilalta

 

Interpretable Unsupervised Anomaly Detection For RAN Cell Trace Analysis

Ashima Chawla, Paul Jacob, Saman Feghhio, Devashish Rughwani, Sven van der Meer, Sheila Fallon

 

Evaluating the Cloud-RAN architecture: functional splitting and switched Ethernet Xhaul

Andres Ocamp, Mah-Rukh Fida, Ahmed Elmokashfi, Haakon Bryhni

 

Poster B: SDN

Environment Aware Adaptive Q-Learning to Deploy SFC on Edge Computing

Suman Pandey, James W. Hong, Jae-Hyung Yoo

 

Modeling Components for Cut-Through Performance Analysis of Network Switches

Marat Zhanikeev

 

A Novel SDN Dataset for Intrusion Detection in IoT Networks

Alper Kaan Sarica, Pelin Angin

 

Analytical Delay Model of virtual CPE for 5G eMBB services in SD-CDN

Müge Erel-Özçevik, Ferdi Tekc¸e, Fuat Kayapınar

 

Prediction-based Flow Routing in Programmable Networks with P4

Christoph Hardegen, Sebastian Rieger

 

R2-D2: Filter Rule set Decomposition and Distribution in Software Defined Networks

Ahmad Abboud, Rémi Garcia, Abdelkader Lahmadi, Michaël Rusinowitch, Adel Bouhoula

 

Service-centric Segment Routing Mechanism using Reinforcement Learning for Encrypted Traffic

Van Tong, Sami Souih, Hai Anh Tran, Abdelhamid Mellouk

 

Challenges Towards Automation of Live Telco Nework Managment: Closed Control Loops

Ishan Vaishnavi, Laurent Ciavaglia

 

SDN Heading North: Towards a Declarative Intent-based Northbound Interface

Shiyam Alalmaei, Yehia Elkhatib, Mehdi Bezahaf, Matthew Broadbent, Nicholas Race

 

TS4: Edge

Efficient Application Deployment in Fog-enabled Infrastructures

Lyla Naghipour Vijouyeh, Masoud Sabaei, José Santo, Tim Wauters, Bruno Volckaert, Filip De Turck

 

Heuristic for Edge-enabled Network Slicing Optimization using the "Power of Two Choices"

José J Alves Esteves, Jr, Amina Boubendir, Fabrice M. Guillemin, Pierre Sens

 

Dynamic Service Placement and Load Distribution in Edge Computing

Adyson Magalhães Maia , Yacine Ghamri-Doudane, Dario Vieira, Miguel Franklin de Castro

 

TS5: Software and Virtual Networks

Every Node for Itself: Fully Distributed Service Coordination

Stefan Schneider, Lars Dietrich Klenner, Holger Karl

 

On the impact of novel function mappings, sharing policies, and split settings in network slice design

Wesley da Silva Coelho, Amal Benhamiche, Nancy Perrot, Stefano Secci

 

On Minimizing Synchronization Cost in NFV-based Environments

Zakaria Alomari, Mohamed Faten Zhani, Moayad Aloqaily, Ouns Bouachir

 

TS6: Chaining / Embedding

Deep Q-Networks based Auto-scaling for Service Function Chaining

Doyoung Lee, Jae-Hyoung Yoo, James W. Hong

 

Measuring End-to-end Packet Processing Time in Service Function Chaining

Tu Van Nguyen, Jae-Hyoung Yoo, James W. Hong

 

Accelerating Virtual Network Embedding with Graph Neural Networks

Farzad Habibi, Mahdi Dolati, Ahmad Khonsar, Majid Ghaderi

 

TS7: QoE / Multimedia

Quality estimation for DASH clients by using Deep Recurrent Neural Networks

Bita Kheibari, Muge Sayit

 

From Encrypted Video Traces to Viewport Classification

Othmane Belmoukadam, Chadi Barakat

 

Are you on Mobile or Desktop? On the Impact of End-User Device on Web QoE Inference from Encrypted Traffic

Sarah Wassermann, Pedro Casas, Zied Ben Houidi, Alexis Huet, Michael Seufert, Nikolas Wehner, Joshua Schüler, Sheng-Ming Cai, Hao Shi, Jinchun Xu, Tobias Hossfeld, Dario Rossi

 

Poster C: Performance and Measurements

A Techno-Economic Assessment of Microservices

Ioannis Papakonstantinou, Sarantis Kalafatidis, Lefteris Mamatas

 

AnnaBellaDB: Key-value store made cloud native

Mark Szalay, Peter Matray, Laszlo Toka

 

Network Coding Aware User Plane for Mobile Networks

Yekta Turk, Engin Zeydan, Zeki Bilgin, Baris Berk Zorba

 

A QoE Inference Method for DASH Video Using ICMP Probing

Gilson Miranda, Jr, Daniel Fernandes Macedo, Johann M. Marquez-Barja

 

Poster D: Smart Cities / Security / Privacy

Experimental Model of the System for Intelligent Power Plant Management

Robert Kuceba, Grzegorz Chmielarz

 

URL-based Web Tracking Detection Using Deep Learning

Ismael Castell-Uroz, Théo Poissonnier, Pierre Manneback, Pere Barlet-Ros

 

Recent Advances and Trends in Lightweight Cryptography for IoT Security

Nilupulee Gunathilake, Ahmed Y Al-Dubai, Bill Buchanan

 

Ensuring Consistency for Asynchronous Group-Key Management in the Industrial IoT

Alessandro Piccoli, Marc-Oliver Pahl, Steffen Friesy, Tolga Sel

 

Poster E : Edge / IoT

Using Reinforcement Learning to Allocate and Manage SFC in Cellular Networks

Guto Leoni Santos, Judith Kelner, Djamel Hadj Sadok, Patricia Takako Endo

 

Building and Evaluating Federated Models for Edge Computing

Yasaman Amannejad

 

A Performance Analysis of Native JSON Parsers in Java, Python, MS.NET Core, JavaScript, and PHP

Hardeep Kaur Dhalla

 

Poster F : Multimedia

Mind the (QoE) Gap: On the Incompatibility of Web and Video QoE Models in the Wild

Michael Seufert, Nikolas Wehner, Viktoria Wieser, Pedro Casas, Germán Capdehourat

 

Understanding Hop Characteristics for Enhanced Relay Services

Salim Mohamed, Osama Mohammed

 

MC1 : Network ans Services

An IoT Device Identification Method based on Semi-supervised Learning

Linna Fan, Shize Zhang, Yichao Wu, Zhiliang Wang, Chenxin Duan, Jia Li, Jiahai Yang

 

Analysis of Content Availability at Network Failure in Information-Centric Networking

Ryo Nakamura, Noriaki Kamiyama

 

Best next hop Load Balancing Algorithm with Inband network telemetry

Jiyoon Lim, Sukhyun Nam, Jae-Hyoung Yoo, James W. Hong

 

Online feature selection for rapid, low-overhead learning in networked systems

Xiaoxuan Wang, Forough Shahab Samani, Rolf Stadler

 

MC2 : Software and Virtual Networks1

Automated Performance Evaluation of Intent-based Virtual Network Systems

Kazuki Tanabe, Tatsuya Fukuda, Takayuki Kuroda

 

Graph Neural Network-based Virtual Network Function Deployment Prediction

Heegon Kim, Suhyun Park, Dongnyeong Heo, Stanislav Lange, Heeyoul Choi , Jae-Hyoung Yoo, James W. Hong

 

UDP Flow Entry Eviction Strategy Using Q-Learning in Software Defined Networking

Hanhimnara Choi, Syed Muhammad Raza, Moonseong Kim, Hyunseung Choo

 

Machine Learning based SLA-Aware VNF Anomaly Detection for Virtual Network Management

Jibum Hong, Suhyun Park, Jae-Hyoung Yoo, James W. Hong

 

MC3 : QoE / CDN / Multimedia

Content Placement Problem in a Hierarchical Collaborative Caching method for 5G networks (CPP-HCC)

Farnaz Hassanzadeh, Ertan Onur

 

Detecting Degradation of Web Browsing Quality of Experience

Alexis Huet , Zied Ben Houidi, Bertrand Mathieu, Dario Rossi

 

BGP Anycast Tuner: Intuitive Route Management for Anycast Services

Leandro M Bertholdo, João M. Ceron, Lisandro Z Granville, Giovane C. M. Moura, Cristian Hesselman, Roland van Rijswijk-Deij

 

ML-Driven DASH Content Pre-Fetching in MEC-Enabled Mobile Networks

Rasoul Behravesh, Daniel F. Perez-Ramirez, Akhila Rao, Davit Harutyunyan, Roberto Riggio, Rebecca Steinert

 

MC4 : Security and Privacy

Pollution Attacks on Counting Bloom Filters for Black Box Adversaries

Pedro Reviriego, Ori Rottenstreich

 

SecBot: a Business-Driven Conversational Agent for Cybersecurity Planning and Management

Muriel Franco, Bruno Rodrigues, Eder John Scheid, Arthur Jacobs, Christian Killer, Lisandro Z Granville, Burkhard Stiller

 

A Comprehensive Solution for the Analysis, Validation and Optimization of SDN Data-Plane Configurations

Wejdene Saied, Faouzi Jaidi, Adel Bouhoula

 

Demystifying Content-blockers: A Large-scale Study of Actual Performance Gains

Ismael Castell-Uroz, Josep Solé-Pareta, Pere Barlet-Ros

 

MC5 : Edge

A Distributed Depth First Search based Algorithm for Edge Connectivity Estimation

Onur Ugurlu, Vahid Akram, Deniz Tursel Eliiyi

 

Towards avatar-based discovery for IoT services using social networking and clustering mechanisms

Karima Khadir, Nawal Guermouche, Thierry Monteil, Amal Guittoum

 

An Effective Policy Sharing Mechanism for Smart Home Networks

Carol J Fung , Bill McCormick

 

MC6 : Software and Virtual Networks 3

A Synchronous Multi-Step Algorithm for Flexible and Efficient Virtual Network Reconfiguration

Nguyễn Tuấn Khải, Andreas Baumgartner, Thomas Bauschert

 

Ensemble Deep Learning Aided VNF Deployment for IoT Services

Mahzabeen Emu, Salimur Choudhury

 

SafeGuard: Congestion and Memory-aware Failure Recovery in SD-WAN

Meysam Shojaee, Miguel Neves, Israat Haque

 

Workshop - AnServApp 2020

Investigating the network traffic of Industry 4.0 applications – methodology and initial results

Gabor Soos, Daniel Ficzere, Pal Varga

 

DASH QoE Performance Evaluation Framework with 5G Datasets

Raza Ul Mustafa, Md Tariqul Islam, Christian Rothenberg, Simone Ferlin, Darijo Raca, Jason J. Quinlan

 

Temporal Representations for Detecting BGP Blackjack Attacks

Rafael Copstein, Nur Zincir-Heywood

 

AI development and application of AI-based solutions in the area of information and data management in Poland

Grzegorz Chmielarz, Arnold Pabian

 

Deep Learning Models for Gesture-controlled Drone Operation

Tahajjat Begum, Israat Haque, Vlado Keselj

 

A Mechanism for Intent Driven Adaptive Policy Decision Making

Joseph McNamara, Liam Fallon, Enda Fallon

 

Workshop - IPFuture 2020

A PCE-Based Framework for Future Internet Deterministic and Time-Sensitive Networks

Daniel King, Adrian Farrel

 

A Formal Approach for Automatic Detection and Correction of SDN Switch Misconfigurations

Wejdene Saied, Adel Bouhoula

 

Connection-Free Reliable and Efficient Transport Services in the IP Internet

J.J. Garcia-Luna-Aceves, Abdulazaz Ali Albalawi