17. CNSM 2021: Izmir, Turkey (Virtual)
17th International Conference on Network and Service Management, CNSM 2021, Izmir, Turkey (Virtual), October 25-29, 2021
Prosper Chemouil, Mehmet Ulema, Stuart Clayman, Müge Sayıt, Cihat Çetinkaya, Stefano Secci
IFIP Open Digital Library, IEEE Xplore, ISBN: 978-3-903176-36-2
Contents
NetPA-TS1: Zero-touch Network and Service Management
HolistIX: a zero-touch approach for IXPs
Christoff Visser, Seiichi Yamamoto, Takashi Tomine, Yuji Sekiya, Marc Bruyere
Delay-Sensitive Wireless Content Delivery: An Interpretable Artificial Intelligence Approach
Estefania Coronado, Blas Gómez, José Villalón, Antonio Garrido, Muhammad Shuaib Siddiqui, Roberto Riggio
Network Assurance in Intent-Based Networking Data Centers with Machine Learning Techniques
Xiaoang Zheng, Aris Leivadeas
MC1: Network Design and Analytics
Traffic Engineering with Segment Routing Considering Probabilistic Failures
Ying Tian, Zhiliang Wang, Xia Yin, Xingang Shi, Jiahai Yang, Han Zhang, Yingya Guo, Haijun Geng
A Hierarchical Tree-Based Syslog Clustering Scheme for Network Diagnosis
Sizhe Rao, Minghui Wang, Cuixia Tian, Xin'an Yang, Xiangqiao Ao
Emanuele Viadana, Omran Ayoub, Francesco Musumeci, Massimo Tornatore
Auction-based federated learning using software-defined networking for resource efficiency
Eunil Seo, Dusit Niyato, Erik Elmroth
How are your Apps Doing? QoE Inference and Analysis in Mobile Devices
Nikolas Wehner, Michael Seufert, Joshua Schüler, Pedro Casas, Tobias Hoßfeld
MC2: Wireless Networks
Yikun Zhao, Fanqin Zhou, Li Wenjing, Yuan Gao, Lei Feng, Peng Yu
Joint Virtual Machine Embedding and Wireless Data Center Topology Management
Beyza Butun, Ertan Onur
Intelligent and Energy-efficient Distributed Resource Allocation for 5G Cloud Radio Access Networks
Zhengyuan Liu, Peng Yu, Fanqin Zhou, Lei Feng, Li Wenjing
Evaluation of Cluster Effect in Mobile Opportunistic Networks
Zeynep Vatandas, Koojana Kuladinithi, Ulrich Killat, Andreas Timm-Giel
NetPA-TS2: Network Programmability with P4
Charon: Load-Aware Load-Balancing in P4
Carmine Rizzi, Zhiyuan Yao, Yoann Desmouceaux, Mark Townsley, Thomas Clausen
Dynamic Service Programming with Path Preprocessing
Julian Klaiber, Severin Dellsperger, Laurent Metzger, Ahmed Abdelsalam, Francois Clad
MC3: 5G
Devyani Gupta, Joy Kuri
Network Slicing in 5G Edge Networks with Controlled Slice Redistributions
Samaresh Bera, Neelesh Mehta
Self Optimizing Network Slicing in 5G for Slice Isolation and High Availability
Shwetha Vittal, Antony Franklin A
On Auto-scaling and Load Balancing for User-plane Gateways in a Softwarized 5G Network
Giang Nguyen, Karl-Johan Grinnemo, Javid Taheri, Johan Forsman, Thang Le Duc, Anna Brunstrom
Efficient Orchestration of Service Chains in Fog Computing for Immersive Media
José Santos, Jeroen van der Hooft, Maria Torres Vega, Tim Wauters, Bruno Volckaert, Filip De Turck
NetPA-TS3: Beyond Network Programmability
An In-Kernel Solution Based on XDP for 5G UPF: Design, Prototype and Performance Evaluation
Thiago Amaral, Raphael Vicente Rosa, David Moura, Christian Esteve Rothenberg
Programmable Data Planes as the Next Frontier for Networked Robotics Security: A ROS Use Case
Diego Mafioletti, Ricardo Mello, Marco Ruffini, Valerio Frascolla, Magnos Martinello, Moises Ribeiro
MC4: Security and Privacy
Anomaly Detection of ICS Communication Using Statistical Models
Ivana Burgetová, Petr Matoušek, Ondrej Rysavy
Assessing the limits of privacy and data usage for web browsing analytics
Daniel Perdices, Jorge López de Vergara, Ivan Gonzalez
An Ensemble Learning-Based Architecture for Security Detection in IoT Infrastructures
Adrien Hemmer, Mohamed Abderrahim, Remi Badonnel, Isabelle Chrisment
Link Latency Attack in Software-Defined Networks
Sanaz Soltani, Mohammad Shojafar, Habib Mostafaei, Zahra Pooranian, Rahim Tafazolli
On Detection of Manipulative Cognitive Functions in Cognitive Autonomous Networks
Anubhab Banerjee, Stephen Mwanje, Georg Carle
TS1: Machine Learning
Network Traffic Characteristics of Machine Learning Frameworks Under the Microscope
Johannes Zerwas, Kaan Aykurt, Stefan Schmid, Andreas Blenk
Reinforcement Learning for Automated Energy Efficient Mobile Network Performance Tuning
Diarmuid Corcoran, Per Kreuger, Magnus Boman
DRL-based Slice Placement Under Non-Stationary Conditions
José Alves Esteves, Amina Boubendir, Fabrice Guillemin, Pierre Sens
PS1: Applications
ChaosTwin: A Chaos Engineering and Digital Twin Approach for the Design of Resilient IT Services
Filippo Poltronieri, Mauro Tortonesi, Cesare Stefanelli
Improving Quality of HTTP Adaptive Streaming with Server and Network-Assisted DASH
Reza Shokri Kalan
PS2: Traffic
Known Performance Issues Are Prevalent in Consumer WiFi Routers
Bjørn Ivar Teigen, Kai Olav Ellefsen, Tor Skeie, Jim Tørresen
Network Tomography and Partial Least Squares for Traffic Matrix Estimation
Francisco J. Cuberos, Irene Herrera, Katarzyna Wasielewska, José Camacho
Towards Evaluating Quality of Datasets for Network Traffic Domain
Dominik Soukup, Peter Tisovcik, Karel Hynek, Tomas Cejka
Energy-aware Coflow Scheduling for Sustainable Workload Management
Sadiya Ahmad, Flavio Esposito, Estefania Coronado
TS2: 5G/Slicing
Placement of 5G RAN slices in Multi-tier O-RAN 5G networks with Flexible Functional Splits
Egemen Sarikaya, Ertan Onur
Using 5G QoS Mechanisms to Achieve QoE-Aware Resource Allocation
Marcin Bosk, Marija Gajić, Susanna Schwarzmann, Stanislav Lange, Riccardo Trivisonno, Clarissa Marquezan, Thomas Zinner
Reoptimizing Network Slice Embedding on EON-enabled Transport Networks
Sepehr Taeb, Nashid Shahriar, Shihabur Chowdhury, Massimo Tornatore, Raouf Boutaba, Jeebak Mitra, Mahdi Hemmati
TS3: Edge
EdgeDQN: Multiple SFC Placement in Edge Computing Environment
Suman Pandey, Tu Nguyen, Jae-Hyoung Yoo, James Hong
Cost-Efficient Dynamic Service Function Chain Embedding in Edge Clouds
Weihan Chen, Zhiliang Wang, Han Zhang, Xia Yin, Xingang Shi
PS3: ML and AI
Impact of Retransmission on VoWiFi Cell Capacity Estimation using IEEE 802.11ax WiFi Standard
Ayes Chinmay, Hemanta Kumar Pati
On-demand network bandwidth reservation combining machine learning and linear programming
Kouichi Genda
Proactive Live Migration for Virtual Network Functions using Machine Learning
Seyeon Jeong, Tu Nguyen, Jae-Hyoung Yoo, James Hong
Vladislavs Minkevics, Janis Kampars
Novel HTTPS classifier driven by packet bursts, flows, and machine learning
Zdena Tropkova, Karel Hynek, Tomas Cejka
IoT-based Access Management Supported by AI and Blockchains
Eryk Schiller, Elfat Esati, Burkhard Stiller
PS4: Network Management
countBF: A General-purpose High Accuracy and Space Efficient Counting Bloom Filter
Sabuzima Nayak, Ripon Patgiri
Session-persistent Load Balancing for Clustered Web Servers without Acting as a Reverse-proxy
S. Mohammad Hosseini, Amir Hossein Jahangir, Sina Daraby
NUFTCP: Towards Smooth Network Updates in Software-Defined Datacenter Networks
Abdul Basit Dogar, Yiran Zhang
Investigating Inter-NF Dependencies in Cloud-Native 5G Core Networks
Endri Goshi, Michael Jarschel, Rastin Pries, Mu He, Wolfgang Kellerer
Automation of modular and programmable control and data plane SDN networks
Eder Ollora Zaballa, David Franco, Eduardo Jacob, Marivi Higuero, Michael Berger
An Intent-Driven Orchestration of Cognitive Autonomous Networks for RAN management
Anubhab Banerjee, Stephen Mwanje, Georg Carle
DS1: IoT Networking, Network Telemetry and Analytics
LoRaPlan: A Software to Evaluate Gateway Placement in LoRaWAN
Frank Loh, Noah Mehling, Florian Metzger, Tobias Hoßfeld, David Hock
An experimentation environment for SDN-based autonomous vehicles in smart cities
Athanasios Papadakis, Tryfon Theodorou, Lefteris Mamatas, Sophia Petridou
Cloud Native Data Platform for Network Telemetry and Analytics
Daniel Tovarňák, Matúš Raček, Petr Velan
PS5: Resilience
Optimizing primary and backup SDN controllers' placement resilient to node-targeted attacks
Mariusz Mycek, Michal Pióro, Artur Tomaszewski, Amaro de Sousa
Proactive Detection for Countermeasures on Port Scanning based Attacks
Evgeny Sagatov, Samara Mayhoub, Andrei Sukhov, Flavio Esposito, Prasad Calyam
EdgeEcho: An Architecture for Echocardiology at the Edge
Aman Khalid, Flavio Esposito, Alessio Sacco, Steven Smart
PS6: Algorithms
Evaluating Urban Network Activity Hotspots through Granular Cluster Analysis of Spatio-Temporal Data
Jane Frances Pajo, George Kousiouris, Dimosthenis Kyriazis, Roberto Bruschi, Franco Davoli
Fault-Tolerant 1-bit Representation for DistributedInference Tasks in Wireless IoT
Mostafa Hussien, Kim Khoa Nguyen, Mohamed Cheriet
Optimized Transfer Learning: Application for Wireless Channel Selection
Mohammad Askarizadeh, Mostafa Hussien, Masoumeh Zare, Kim Khoa Nguyen
TS4: Orchestration
Inferring Software Composition and Credentials of Embedded Devices from Partial Knowledge
Pierre-Marie Junges, Jérôme François, Olivier Festor
Obstacle-Aware and Energy-Efficient Multi-Drone Coordination and Networking for Disaster Response
Chengyi Qu, Rounak Singh, Alicia Esquivel Morel, Francesco Betti Sorbelli, Prasad Calyam, Sajal Das
Automating Reliable and Fault-Tolerant Design of LoRa-based IoT Networks
Xiaofan Yu, Weihong Xu, Ludmila Cherkasova, Tajana Simunic Rosing
TS5: Network Monitoring
Yoichi Matsuo, Daisuke Ikegami
IntStream: An Intent-driven Streaming Network Telemetry Framework
Xin Cheng, Zhiliang Wang, Shize Zhang, Xin He, Jiahai Yang
Network Problem Diagnostics using Typographic Error Correction
Martin Holkovic, Michal Bohus, Ondrej Rysavy
TS6: Security
Pedro Reviriego, Ori Rottenstreich, Shanshan Liu, Fabrizio Lombardi
ANYway: Measuring the Amplification DDoS Potential of Domains
Olivier van der Toorn, Johannes Krupp, Mattijs Jonker, Roland van Rijswijk-Deij, Christian Rossow, Anna Sperotto
DS2: 5G Networking and AI/ML for Networking
A Zero Touch Emulation Framework for Network Slicing Management in a 5G Core Testbed
Shwetha Vittal, Sourav Sarkar, Prashanth S, Antony Franklin A
DRL-based Slice Placement under Realistic Network Load Conditions
José Alves Esteves, Amina Boubendir, Fabrice Guillemin, Pierre Sens
Online Feature Selection for Low-overhead Learning in Networked Systems
Xiaoxuan Wang, Forough Shahab Samani, Andreas Johnsson, Rolf Stadler
HiPNet-TS1: Testing and Measuring
Filip Rezabek, Marcin Bosk, Thomas Paul, Kilian Holzinger, Sebastian Gallenmüller, Angela Gonzalez, Abdoul Kane, Francesc Fons, Haigang Zhang, Georg Carle, Jörg Ott
Ducked Tails: Trimming the Tail Latency of(f) Packet Processing Systems
Sebastian Gallenmüller, Florian Wiedner, Johannes Naab, Georg Carle
Assessing the Threats Targeting Low Latency Traffic: the Case of L4S
Marius Letourneau, Boris N'Djore, Guillaume Doyen, Bertrand Mathieu, Rémi Cogranne, Huu Nghia Nguyen
HiPNet-TS2: Applications Behavior
An Analysis of Cloud Gaming Platforms Behavior under Different Network Constraints
Philippe Graff, Xavier Marchal, Thibault Cholez, Stephane Tuffin, Bertrand Mathieu, Olivier Festor
Machine-Learning Based Prediction of Next HTTP Request Arrival Time in Adaptive Video Streaming
Andrea Pimpinella, Alessandro Redondi, Frank Loh, Michael Seufert
HiPNet-TS3: Latency and Scheduling Algorithms
Asynchronous Time-Aware Shaper for Time-Sensitive Networking
Miklós Máté, Csaba Simon, Markosz Maliosz
gLBF: Per-Flow Stateless Packet Forwarding with Guaranteed Latency and Near-Synchronous Jitter
Toerless Eckert, Alexander Clemm, Stewart Bryant