🌟 We have released Virne, a python framework providing various algorithms for Virtual Network Embedding (VNE) problem
This is a paper list about Network Resource Allocation in Software-Defined Networking (SDN) and Network Functions Virtualization (NFV), including
- Comprehensive Survey and Analysis
- Slicing: Network Slicing
- Chaining: VNF Chaining (aka SFC Orchestration)
- Deployment: VNF Deployment (aka SFC Deployment)
- Scheduling: VNF Scheduling (including Scaling, Reconfiguration and Migration)
- Routing: Network Traffic Measurement and Management
- Multi-domain (aka cross-domain, multi-region or other resemble name)
Here, VNF - Virtual Network Function and SFC - Service Function Chain.
We mainly collect papers from high-quality journals and conferences, and classify them according to method categories. Particularly, you can find more details of papers in the Machine Learning-based section, which represents an encouraging technique to efficiently solve network resource allocation problems.
You can search the relevant papers by following keywords:
- Direction:
Chaining
,Deployment
,Scheduling
,Routing
,Joint
- Publication:
SIGCOMM
,INFOCOM
,JSAC
,TON
,TMC
,TPDS
,TSC
, ... - PUB-rank:
CCF-A
,CCF-B
,JCR-Q1
, ... - Scenario:
Dsitributed
,IoT
,Edge
,Mobile
,Optical Network
, ... - Awareness:
Latency
,Congestion
,Privacy
,Energy
,Parallelization
,Reliability
,Multicast
- RL-ALGO:
DQN
,DDPG
,A3C
,PPO
, ... - NN-type:
CNN
,RNN
,GNN
, ...
- Repository: More timely updates
- Website: Better reading experience
- 1. Survey and Analysis
- 2. Mathematical-based Methods
- 3. Heuristic-based Methods
- 4. Machine Learning-based Methods
- 5. Other and Unclassified
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Network Services Anomalies in NFV: Survey, Taxonomy, and Verification Methods
Publication
: TNSM 2022 (JCR-Q1)Authors
: Moubarak Zoure;Toufik Ahmed;Laurent RéveilléreLink
: IEEE Xplore
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Recent Advances of Resource Allocation in Network Function Virtualization
Publication
: TPDS 2021 (CCF-A)Authors
: Song Yang, Fan Li, Stojan Trajanovski, Ramin Yahyapour, Xiaoming FuLink
: IEEE Xplore
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A Survey of Network Virtualization Techniques for Internet of Things Using SDN and NFV
Publication
: TPDS 2021 (CCF-A)Authors
: Iqbal Alam, Kashif Sharif, Fan Li, Zohaib Latif, M. M. Karim, Sujit Biswas, Boubakr Nour, Yu WangLink
: ACM DL
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ONETS: Online Network Slice Broker From Theory to Practice
Publication
: TWC 2021 (CCF-B)Authors
: Vincenzo Sciancalepore; Lanfranco Zanzi; Xavier Costa-Pérez; Antonio CaponeLink
: IEEE Xplore
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Graph-based Deep Learning for Communication Networks: A Survey
Publication
: arXiv 2021Authors
: Weiwei JiangLink
: arXiv
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On the Hardness and Inapproximability of Virtual Network Embeddings
Publication
: TON 2020 (CCF-A)Authors
: Matthias Rost and Stefan SchmidLink
: paper
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SDN/NFV-Empowered Future IoV With Enhanced Communication, Computing, and Caching
Publication
: Proc. IEEE 2020 (CCF-A)Authors
: Weihua Zhuang; Qiang Ye; Feng Lyu; Nan Cheng; Ju RenLink
: IEEE Xplore
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Survey of Performance Acceleration Techniques for Network Function Virtualization
Publication
: Proc. IEEE 2019 (CCF-A)Authors
: Leonardo Linguaglossa; Stanislav Lange; Salvatore Pontarelli; Gábor Rétvári; Dario Rossi; Thomas Zinner; Roberto Bifulco; Michael; Jarschel; Giuseppe BianchiLink
: IEEE Xplore
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Will Serverless Computing Revolutionize NFV?
Publication
: Proc. IEEE 2019 (CCF-A)Authors
: Paarijaat Aditya; Istemi Ekin Akkus; Andre Beck; Ruichuan Chen; Volker Hilt; Ivica Rimac; Klaus Satzke; Manuel SteinLink
: IEEE Xplore
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5G network slicing using SDN and NFV: A survey of taxonomy, architectures and future challenges
Publication
: CN 2020 (CCF-B)Authors
: Alcardo AlexBarakabitze, ArslanAhmad, Rashid Mijumb, Andrew HinesdLink
: ScienceDirect
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Routing via Functions in Virtual Networks: The Curse of Choices
Publication
: TON 2019 (CCF-A)Authors
: Thi-Minh Nguyen; André Girard; Catherine Rosenberg; Serge FdidaLink
: IEEE Xplore
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A Survey on the Placement of Virtual Resources and Virtual Network Functions
Publication
: IEEE Communications Surveys & Tutorials 2019 (JCR-Q1)Authors
: Abdelquoddouss Laghrissi and Tarik TalebLink
: paper
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Dependability of the NFV Orchestrator: State of the Art and Research Challenges
Publication
: IEEE Communications Surveys & Tutorials 2018 (JCR-Q1)Authors
: Andres J. Gonzalez; Gianfranco Nencioni; Andrzej Kamisiński; Bjarne E. Helvik; Poul E. HeegaardLink
: IEEE Xplore
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Network Slicing and Softwarization: A Survey on Principles, Enabling Technologies, and Solutions
Publication
: IEEE Communications Surveys & Tutorials 2018 (JCR-Q1)Authors
: Ibrahim Afolabi; Tarik Taleb; Konstantinos Samdanis; Adlen Ksentini; Hannu FlinckLink
: IEEE Xplore
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A Comprehensive Survey of Network Function Virtualization
Publication
: CN 2018 (CCF-B)Authors
: Bo Yi, Xingwei Wang, Keqin Li, Sajal k. Das , Min HuangLink
: ScienceDirect
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Network Function Virtualization: State-of-the-Art and Research Challenges
Publication
: IEEE Communications Surveys & Tutorials 2016 (JCR-Q1)Authors
: Rashid Mijumbi; Joan Serrat; Juan-Luis Gorricho;Niels Bouten; Filip De Turck; Raouf BoutabaLink
: IEEE Xplore
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Survey on Network Virtualization Hypervisors for Software Defined Networking
Publication
: IEEE Communications Surveys & Tutorials 2016 (JCR-Q1)Authors
: Andreas Blenk; Arsany Basta; Martin Reisslein; Wolfgang KellererLink
: IEEE Xplore
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Resource Allocation in NFV: A Comprehensive Survey
Publication
: TNSM 2016 (JCR-Q1)Authors
: Juliver Gil Herrera, Juan Felipe BoteroLink
: IEEE Xplore
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A Survey on Service Function Chaining
Publication
: Journal of Network and Computer Applications 2016 (JCR-Q1)Authors
: Deval Bhamare, Raj Jain, Mohammed Samaka, Aiman ErbadLink
: paper
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Virtual Network Embedding: A Survey
Publication
: IEEE Communications Surveys & Tutorials 2013 (JCR-Q1)Authors
: Andreas Fischer; Juan Felipe Botero; Michael Till Beck; Hermann de Meer; Xavier HesselbachLink
: IEEE Xplore
Solving these problems with exact mathematical methods usually needs expensive computing resources and running time, which limits its applications in most realistic scenarios.
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PlaceRAN: optimal placement of virtualized network functions in Beyond 5G radio access networks
Publication
: TMC 2022 (CCF-A) (Early Access)Authors
: Fernando Zanferrari Morais; Gabriel Matheus Faria De Almeida; Leizer Lima Pinto; Kleber Cardoso; Luis M. Contreras; Rodrigo da Rosa Righi; Cristiano Bonato BothKeywords
: Deployment, Mobile, 5G Network, BILP (Binary Integer Linear Programming)Objective
: Placement cost -, Latency -Link
: IEEE Xplore
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Digital Twin-Assisted, SFC-Enabled Service Provisioning in Mobile Edge Computing
Publication
: TMC 2022 (CCF-A) (Early Access)Authors
: Jing Li; Song Guo; Weifa Liang; Quan Chen; Zichuan Xu; Wenzheng Xu; Albert Y. ZomayaKeywords
: Deployment, Mobile, Edge, Integer Linear Program (ILP)Objective
: Placement cost -, Latency -, Reliability +Link
: IEEE Xplore
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Placement and Allocation of Virtual Network Functions: Multi-dimensional Case
Publication
: TMC 2022 (CCF-A) (Early Access)Authors
: Sallam Gamal; Zizhan Zheng; Bo JiKeywords
: Deployment, Mobile, Edge, Relaxation, Multi-dimensional, Primal-dual techniqueObjective
: Placement cost -, Latency -Link
: IEEE Xplore
Here are many heuristic-based and meta-heuristic-based methods, only part of which recently published are displayed directly. You can obtain more papers by clicking
more
button.
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An Agile and Distributed Mechanism for Inter-Domain Network Slicing in Next Generation Mobile Networks
Publication
: TMC 2022 (CCF-A)Authors
: Jalal Khamse-Ashari; Gamini Senarath; Irem Bor-Yaliniz; Halim YanikomerogluKeywords
: Slicing, Distributed, Mobile NetworkObjective
: Privacy-saving +Link
: IEEE Xplore
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Multiservice-Based Network Slicing Orchestration With Impatient Tenants
Publication
: TWC 2022 (CCF-B)Authors
: Bin Han; Vincenzo Sciancalepore; Xavier Costa-Pérez; Di Feng; Hans D. SchottenKeywords
: Slicing, OrchestrationObjective
: Delay -Link
: IEEE Xplore
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ONETS: Online Network Slice Broker From Theory to Practice
Publication
: TWC 2022 (CCF-B)Authors
: Vincenzo Sciancalepore; Lanfranco Zanzi; Xavier Costa-Pérez; Antonio CaponeKeywords
: SlicingObjective
: /Link
: IEEE Xplore
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Toward Enabling Network Slice Mobility to Support 6G System
Publication
: TWC 2022 (CCF-B)Authors
: Miloud Bagaa; Diego Leonel Cadette Dutra; Tarik Taleb; Hannu FlinckKeywords
: Slicing, 6G, Multiobjective OptimizationObjective
: Delay -Link
: IEEE Xplore
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Coordinated 5G Network Slicing: How Constructive Interference Can Boost Network Throughput
Publication
: TON 2021 (CCF-A)Authors
: Salvatore D’Oro; Leonardo Bonati; Francesco Restuccia; Tommaso MelodiaKeywords
: Slicing, Radio access network (RAN)Objective
: /Link
: IEEE Xplore
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An Efficient Linear Programming Rounding-and-Refinement Algorithm for Large-Scale Network Slicing Problem
Publication
: ICASSP 2021 (CCF-A)Authors
: Wei-Kun Chen; Ya-Feng Liu; Yu-Hong Dai; Zhi-Quan LuoKeywords
: Slicing, Large-Scale, Linear Programming, Rounding-and-RefinementObjective
: /Link
: IEEE Xplore
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LACO: A Latency-Driven Network Slicing Orchestration in Beyond-5G Networks
Publication
: TWC 2022 (CCF-B)Authors
: Lanfranco Zanzi; Vincenzo Sciancalepore; Andres Garcia-Saavedra; Hans Dieter Schotten; Xavier Costa-PérezKeywords
: Slicing, Orchestration, Multi-armed-bandit-based (MAB)Objective
: Delay -Link
: IEEE Xplore
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A Coverage-Aware Resource Provisioning Method for Network Slicing
Publication
: TON 2020 (CCF-A)Authors
: Quang-Trung Luu; Sylvaine Kerboeuf; Alexandre Mouradian; Michel KiefferKeywords
: SlicingObjective
: /Link
: IEEE Xplore
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End-to-end network slicing for future wireless in multi-region cloud platforms
Publication
: CN 2020 (CCF-B)Authors
: Simona Marinova , Thomas Lin, Hadi Bannazadeh, Alberto Leon-GarciaKeywords
: Slicing, Multi-domain, E2E (End-to-end), network slicingObjective
: /Link
: ScienceDirect
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Optimization Model for Cross-Domain Network Slices in 5G Networks
Publication
: TMC 2019 (CCF-A)Authors
: Rami Akrem Addad; Miloud Bagaa; Tarik Taleb; Diego Leonel Cadette Dutra; Hannu FlinckKeywords
: Slicing, Multi-domainObjective
: Placement cost -, Latency -Link
: IEEE Xplore
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Multi-Tenant Radio Access Network Slicing: Statistical Multiplexing of Spatial Loads
Publication
: TON 2017 (CCF-A)Authors
: Pablo Caballero; Albert Banchs; Gustavo de Veciana; Xavier Costa-PérezKeywords
: SlicingObjective
: Cost -Link
: IEEE Xplore
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QoS and Resource-Aware Security Orchestration and Life Cycle Management
Publication
: TMC 2022 (CCF-A)Authors
: Miloud Bagaa; Tarik Taleb; Jorge Bernal Bernabe; Antonio SkarmetaKeywords
: Chaining, Life Cycle Management, SecurityObjective
: cost -, delay -Link
: IEEE Xplore
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Leveraging Network Functions Virtualization Orchestrators to Achieve Software-Defined Access Control in the Clouds
Publication
: TDSC 2021 (CCF-A)Authors
: Montida Pattaranantakul; Ruan He; Zonghua Zhang; Ahmed Meddahi; Ping WangKeywords
: ChainingObjective
: Throughput +Link
: IEEE Xplore
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Combined Stateful Classification and Session Splicing for High-Speed NFV Service Chaining
Publication
: TON 2021 (CCF-A)Authors
: Tom Barbette; Cyril Soldani; Laurent MathyKeywords
: Chaining, High-SpeedObjective
: Speed +Link
: IEEE Xplore
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Toward Optimal Partial Parallelization for Service Function Chaining
Publication
: TON 2021 (CCF-A)Authors
: I-Chieh Lin; Yu-Hsuan Yeh; Kate Ching-Ju LinKeywords
: Chaining, ParallelizationObjective
: Latency -, Parallelization +Link
: IEEE Xplore
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A Scalable Stateful Approach for Virtual Security Functions Orchestration
Publication
: TPDS 2021 (CCF-A)Authors
: Niloofar Moradi; Alireza Shameli-Sendi; Alireza KhajoueiKeywords
: Chaining, ScalableObjective
: Cost -Link
: IEEE Xplore
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Toward a Real Deployment of Network Services Orchestration and Configuration Convergence Framework for 5G Network Slices
Publication
: IEEE Network 2021 (JCR-1)Authors
: Ibrahim Afolabi; Miloud Bagaa; Walid Boumezer; Tarik TalebKeywords
: Chaining, Deployment, Joint, Network Slice, DistributedObjective
: FrameworkLink
: IEEE Xplore
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Slicing-based Reliable Resource Orchestration for Secure Software Defined Edge-Cloud Computing Systems
Publication
: IoTJ 2021 (JCR-1)Authors
: Ahmadreza MontazerolghaemKeywords
: Chaining, IoT, Network SliceObjective
: Placement cost -, Latency -Link
: IEEE Xplore
more
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FlexNF: Flexible Network Function Orchestration on the Programmable Data Plane
Publication
: IWQOS 2021 (CCF-B)Authors
: Hanyu Zhao; Qing Li; Jingpu Duan; Yong Jiang; Kai LiuKeywords
: Chaining, Programmable Data PlaneObjective
: Acceptance rate +Link
: IEEE Xplore
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Log Management in NFV Service Orchestration
Publication
: SECON 2021 (CCF-B)Authors
: Engin Zeydan; Jorge Baranda; Josep Mangues-Bafalluy; Ricardo Martínez; Luca VettoriKeywords
: Chaining, LogObjective
: LogLink
: IEEE Xplore
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On Cross-domain Service Function Chain orchestration: An architectural framework
Publication
: CN 2021 (CCF-B)Authors
: Nassima Toumi, Olivier Bernier, Djamal-Eddine Meddour, Adlen KsentiniKeywords
: Chaining, Multi-domainObjective
: FrameworkLink
: ScienceDirect
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Towards Latency Optimization in Hybrid Service Function Chain Composition and Embedding
Publication
: INFOCOM 2020 (CCF-A)Authors
: Panpan Jin; Xincai Fei; Qixia Zhang; Fangming Liu; Bo LiKeywords
: Chaining, Deployment, HSFCE (Hybrid SFC composition and Embedding), Latency-aware, Betweenness CentralityObjective
: LatencyLink
: IEEE Xplore
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Multiservice-Based Network Slicing Orchestration With Impatient Tenants
Publication
: TMC 2020 (CCF-A)Authors
: Ibrahim Afolabi; Jonathan Prados-Garzon; Miloud Bagaa; Tarik Taleb; Pablo AmeigeirasKeywords
: Chaining, DynamicObjective
: /Link
: IEEE Xplore
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Multiservice-Based Network Slicing Orchestration With Impatient Tenants
Publication
: TWC 2020 (CCF-B)Authors
: PDF Bin Han; Vincenzo Sciancalepore; Xavier Costa-Pérez; Di Feng; Hans D. SchottenKeywords
: ChainingObjective
: /Link
: IEEE Xplore
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pSMART: A lightweight, privacy-aware service function chain orchestration in multi-domain NFV/SDN
Publication
: CN 2020 (CCF-B)Authors
: Kalpana D. Joshi , Kotaro KataokaKeywords
: Chaining, Multi-domain, PrivacyObjective
: Utilize less sensitive information, to reduce privacy and security risksLink
: ScienceDirect
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A Scalable Stateful Approach for Virtual Security Functions Orchestration
Publication
: TPDS 2019 (CCF-A)Authors
: Lin Cui; Fung Po Tso; Song Guo; Weijia Jia; Kaimin Wei; Wei ZhaoKeywords
: Chaining, HeterogeneousObjective
: Cost -Link
: IEEE Xplore
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VirtualEdge: Multi-Domain Resource Orchestration and Virtualization in Cellular Edge Computing
Publication
: ICDCS 2019 (CCF-B)Authors
: Qiang Liu; Tao HanKeywords
: Chaining, Deployment, Multi-DomainObjective
: Placement cost -Link
: IEEE Xplore
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Online Service Function Chain Placement for Cost-effectiveness and Network Congestion Control
Publication
: TC 2022 (CCF-A)Authors
: Xiaojun Shang; Zhenhua Liu; Yuanyuan YangKeywords
: Deployment, Routing, Online candidate path selection (OCPS)Objective
: Latency -, Placement cost -Link
: IEEE Xplore
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Multi-Resource VNF Deployment in a Heterogeneous Cloud
Publication
: TC 2022 (CCF-A)Authors
: Jiaqi Zheng; Zixuan Zhang; Qiufang Ma; Xiaofeng Gao; Chen Tian; Guihai ChenKeywords
: Deployment, Multi-Resource, Heterogeneous CloudObjective
: Placement cost -Link
: IEEE Xplore
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SFT-Box: An Online Approach for Minimizing the Embedding Cost of Multiple Hybrid SFCs
Publication
: TON 2022 (CCF-A) (Early Access)Authors
: Xu Lin; Deke Guo; Yulong Shen; Guoming Tang; Bangbang Ren; Ming XuKeywords
: Deployment, Online algorithmObjective
: Placement cost -Link
: IEEE Xplore
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Delay and Reliability-Constrained VNF Placement on Mobile and Volatile 5G Infrastructure
Publication
: TMC 2022 (CCF-A)Authors
: Balázs Németh; Nuria Molner; Jorge Martín-Pérez; Carlos J. Bernardos; Antonio de la Oliva; Balázs SonkolyKeywords
: Deployment, Mobile, 5G NetworkObjective
: Placement cost -, Reliability -, Latency -Link
: IEEE Xplore
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Reducing the Service Function Chain Backup Cost Over the Edge and Cloud by a Self-Adapting Scheme
Publication
: TMC 2022 (CCF-A)Authors
: Xiaojun Shang; Yaodong Huang; Zhenhua Liu; Yuanyuan YangKeywords
: Deployment, Edge, CloudObjective
: Placement cost -, Reliability +, Latency -Link
: IEEE Xplore
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Pricing and Resource Allocation Optimization for IoT Fog Computing and NFV: An EPEC and Matching Based Perspective
Publication
: TMC 2022 (CCF-A)Authors
: Neetu Raveendran; Huaqing Zhang; Lingyang Song; Li-Chun Wang; Choong Seon Hong; Zhu HanKeywords
: Deployment, PricingObjective
: Placement cost -Link
: IEEE Xplore
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Optimal Embedding of Aggregated Service Function Tree
Publication
: TPDS 2022 (CCF-A)Authors
: Deke Guo; Bangbang Ren; Guoming Tang; Lailong Luo; Tao Chen; Xiaoming FuKeywords
: Deployment, aggregated service function tree, approximation algorithmObjective
: Placement cost -Link
: IEEE Xplore
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Online Reliability-Enhanced Virtual Network Services Provisioning in Fault-Prone Mobile Edge Cloud
Publication
: TWC 2022 (CCF-B)Authors
: Yu Qiu; Junbin Liang; Victor C. M. Leung; Xu Wu; Xia DengKeywords
: Deployment, Reliability, approximation algorithmObjective
: Placement cost -, Throughput +, Reliability +Link
: IEEE Xplore
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Maximum Flow Routing Strategy for Space Information Network With Service Function Constraints
Publication
: TWC 2022 (CCF-B)Authors
: Huiting Yang; Wei Liu; Hongyan Li; Jiandong LiKeywords
: Deployment, Commodity maximum flowObjective
: Placement cost -Link
: IEEE Xplore
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CoShare: An Efficient Approach for Redundancy Allocation in NFV
Publication
: TON 2021 (CCF-A) (Early Access)Authors
: Yordanos Tibebu Woldeyohannes; Besmir Tola; Yuming Jiang; K. K. RamakrishnanKeywords
: Deployment, Redundancy Allocation, ReliablityObjective
: Reliablity -Link
: IEEE Xplore
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Latency-Sensitive Edge/Cloud Serverless Dynamic Deployment Over Telemetry-Based Packet-Optical Network
Publication
: JSAC 2021 (CCF-A)Authors
: István Pelle; Francesco Paolucci; Balázs Sonkoly; Filippo CuginiKeywords
: Deployment, Latency, Optical NetworkObjective
: Placement cost -, Latency -Link
: IEEE Xplore
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Prune and Plant: Efficient Placement and Parallelism of Virtual Network Functions
Publication
: TC 2021 (CCF-A)Authors
: Wei Bao; Dong Yuan; Bing Bing Zhou; Albert Y. ZomayaKeywords
: Deployment, Parallelization, Prune and PlantObjective
: Placement cost -, Latency -Link
: IEEE Xplore
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Prioritized Deployment of Dynamic Service Function Chains
Publication
: TC 2021 (CCF-A)Authors
: Xiaojun Shang; Zhenhua Liu; Yuanyuan YangKeywords
: Deployment, PrioritizedObjective
: Latency -, Placement cost -Link
: IEEE Xplore
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Mobility-Aware and Delay-Sensitive Service Provisioning in Mobile Edge-Cloud Networks
Publication
: TC ( Early Access ) (CCF-A)Authors
: Yu Ma; Weifa Liang; Jing Li; Xiaohua Jia; Song GuoKeywords
: Deployment, Mobility, LatencyObjective
: Latency -, Mobility +, Placement cost -Link
: IEEE Xplore
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Request Reliability Augmentation with Service Function Chain Requirements in Mobile Edge Computing
Publication
: TMC 2021 (CCF-A)Authors
: Weifa Liang; Yu Ma; Wenzheng Xu; Zichuan Xu; Xiaohua Jia; Wanlei ZhouKeywords
: Deployment, ReliabilityObjective
: Reliability +Link
: IEEE Xplore
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Delay-Aware Virtual Network Function Placement and Routing in Edge Clouds
Publication
: TMC 2021 (CCF-A)Authors
: Song Yang; Fan Li; Stojan Trajanovski; Xu Chen; Yu Wang; Xiaoming FuKeywords
: Deployment, LatencyObjective
: Latency -Link
: IEEE Xplore
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Online Adaptive Interference-Aware VNF Deployment and Migration for 5G Network Slice
Publication
: TON 2021 (CCF-A)Authors
: Qixia Zhang; Fangming Liu; Chaobing ZengKeywords
: Deployment, Scheduling, JointObjective
: Acceptance rate +, Migration cost -Link
: IEEE Xplore
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Joint Placement and Allocation of VNF Nodes With Budget and Capacity Constraints
Publication
: TON 2021 (CCF-A)Authors
: Gamal Sallam; Bo JiKeywords
: Deployment, RelaxationObjective
: Cost -Link
: IEEE Xplore
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Service Placement and Request Scheduling for Data-Intensive Applications in Edge Clouds
Publication
: TON 2021 (CCF-A)Authors
: Vajiheh Farhadi; Fidan Mehmeti; Ting He; Thomas F. La Porta; Hana Khamfroush; Shiqiang WangKeywords
: Deployment, Scheduling, JointObjective
: Acceptance rate +, Migration cost -Link
: IEEE Xplore
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Incremental Server Deployment for Software-Defined NFV-Enabled Networks
Publication
: TON 2021 (CCF-A)Authors
: Jianchun Liu; Hongli Xu; Gongming Zhao; Chen Qian; Xingpeng Fan; Xuwei Yang; He HuangKeywords
: Incremental Server DeploymentObjective
: Cost -Link
: IEEE Xplore
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Efficient Virtual Network Embedding of Cloud-Based Data Center Networks into Optical Networks
Publication
: TPDS 2021 (CCF-A)Authors
: Weibei Fan; Fu Xiao; Xiaobai Chen; Lei Cui; Shui YuKeywords
: Deployment, Optical NetworksObjective
: Placement cost -Link
: IEEE Xplore
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Joint SFC Deployment and Resource Management in Heterogeneous Edge for Latency Minimization
Publication
: TPDS 2021 (CCF-A)Authors
: Yu Liu; Xiaojun Shang; Yuanyuan YangKeywords
: Deployment, Scheduling, Joint, Heterogeneous, Edge, LatencyObjective
: Placement cost -, Latency -Link
: IEEE Xplore
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Dynamic Network Function Provisioning to Enable Network in Box for Industrial Applications
Publication
: TII 2021 (JCR-Q1)Authors
: Gang Sun; Zhu Xu; Hongfang Yu; Victor ChangKeywords
: Deployment, Path SelectionObjective
: Cost -Link
: IEEE Xplore
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Joint Virtual Network Topology Design and Embedding for Cybertwin-Enabled 6G Core Networks
Publication
: IoTJ 2021 (JCR-1)Authors
: Junling Li; Weisen Shi; Qiang Ye; Shan Zhang; Weihua Zhuang; Xuemin ShenKeywords
: Deployment, Joint, LatencyObjective
: Placement cost -Link
: IEEE Xplore
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Energy-Aware Service Function Chain Embedding in Edge–Cloud Environments for IoT Applications
Publication
: IoTJ 2021 (JCR-1)Authors
: Nguyen Huu Thanh; Nguyen Trung Kien; Ngo Van Hoa; Truong Thu Huong; Florian Wamser; Tobias HossfeldKeywords
: Deployment, IoT, Edge, EnergyObjective
: Energy consumption -, Latency -Link
: IEEE Xplore
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Profit-aware Edge Server Placement
Publication
: IoTJ 2021 (JCR-1)Authors
: Yuanzhe Li; Ao Zhou; Xiao Ma; Shangguang WangKeywords
: Deployment, EdgeObjective
: Energy consumption -, Latency -Link
: IEEE Xplore
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A novel evaluation function for higher acceptance rates and more profitable metaheuristic-based online virtual network embedding
Publication
: CN 2021 (CCF-B)Authors
: ChristianAguilar-Fuster, JavierRubio-LoyolaKeywords
: Deployment, VNE, Evaluation functions, Fitness landscapeObjective
: Revenue-to-cost ratio+Link
: ScienceDirect
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Virtual Network Function Allocation in Service Function Chains Using Backups With Availability Schedule
Publication
: TNSM 2021 (JCR-Q1)Authors
: Rui Kang; Fujun He; Eiji OkiKeywords
: Deploymeny, Availability Schedule, ReliablityObjective
: Reliablity +Link
: IEEE Xplore
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Reliable Placement of Service Function Chains and Virtual Monitoring Functions With Minimal Cost in Softwarized 5G Networks
Publication
: TNSM 2021 (JCR-Q1)Authors
: Prabhu Kaliyammal Thiruvasagam; Abhishek Chakraborty; Abin Mathew; C. Siva Ram MurthyKeywords
: Deployment, VNE, Optical Network, Data CenterObjective
: Reduce complexity of the network topology by using the parallel transmission characteristics of optical fiberLink
: IEEE Xplore
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VNF-Based Service Provision in Software Defined LEO Satellite Networks
Publication
: TWC 2021 (CCF-B)Authors
: Ziye Jia; Min Sheng; Jiandong Li; Di Zhou; Zhu HanKeywords
: Deployment, Branch-and-price, Beam searchObjective
: Placement cost -Link
: IEEE Xplore
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Optimal Virtual Network Embeddings for Tree Topologies
Publication
: SPAA 2021 (CCF-B)Authors
: Aleksander Figiel, Leon Kellerhals, Rolf Niedermeier, Matthias Rost, Stefan Schmid, Philipp ZschocheKeywords
: Deployment, VNE, parameterized complexityObjective
: Running time -Link
: ACM DL
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Dynamic VNF Placement, Resource Allocation and Traffic Routing in 5G
Publication
: CN 2021 (CCF-B)Authors
: Morteza Golkarifard, C. Chiasserini, F. Malandrino, A. MovagharKeywords
: Deployment, RoutingObjective
: Placement cost -Link
: arXiv
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Efficient Virtual Network Embedding of Cloud-Based Data Center Networks into Optical Networks
Publication
: TSC 2021 (CCF-A)Authors
: Weibei Fan; Fu Xiao; Xiaobai Chen; Lei Cui; Shui YuKeywords
: Deployment, Integer Linear Programming (ILP)Objective
: Placement cost -Link
: IEEE Xplore
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Energy and Cost Efficient Resource Allocation for Blockchain-Enabled NFV
Publication
: TSC 2021 (CCF-A)Authors
: Shiva Kazemi Taskou, Mehdi Rasti, Pedro H. J. NardelliKeywords
: Deployment, Blockchain-Enabled, HuRA (Hungarian-based Resource Allocation), HuRA (Hungarian-based Resource Allocation)Objective
: Energy consumption -, Placement cost -Link
: paper
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Latency-aware VNF Chain Deployment with Efficient Resource Reuse at Network Edge
Publication
: INFOCOM 2020 (CCF-A)Authors
: Panpan Jin; Xincai Fei; Qixia Zhang; Fangming Liu; Bo LiKeywords
: Deployment, MILP (Mixed Integer Iinear Programming), Latency, CDFSA (constrained depth-first search algorithm)Objective
: Placement cost -, E2E Latency-Link
: paper
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SFC-Based Service Provisioning for Reconfigurable Space-Air-Ground Integrated Networks
Publication
: JSAC 2020 (CCF-A)Authors
: Guangchao Wang; Sheng Zhou; Shan Zhang; Zhisheng Niu; Xuemin ShenKeywords
: Deployment, Routing, Joint, Space-Air-GroundObjective
: Acceptance rate+, Placement cost -Link
: IEEE Xplore
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A Virtual Network Customization Framework for Multicast Services in NFV-Enabled Core Networks
Publication
: JSAC 2020 (CCF-A)Authors
: Omar Alhussein; Phu Thinh Do; Qiang Ye; Junling Li; Weisen Shi; Weihua Zhuang; Xuemin Shen; Xu Li; Jaya RaoKeywords
: Deployment, Multipath routing, JointObjective
: Acceptance rate+, Placement cost -Link
: IEEE Xplore
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An Online Algorithm for VNF Service Chain Scaling in Datacenters
Publication
: TON 2020 (CCF-A)Authors
: Ziyue Luo, Chuan WuKeywords
: Deployment, ILP (Integer Linear Program), Regularization, RoundingObjective
: Operating cost -, Placement cost -Link
: paper
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Reliability-Aware Virtualized Network Function Services Provisioning in Mobile Edge Computing
Publication
: TON 2020 (CCF-A)Authors
: Meitian Huang, Weifa Liang, Xiaojun Shen, Yu Ma, Haibin KanKeywords
: Deployment, Reliability-aware, approximation algorithms, DP (dynamic programming), MEC (mobile edge computing)Objective
: Maximize the network throughputLink
: IEEE Xplore
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Service Function Path Provisioning With Topology Aggregation in Multi-Domain Optical Networks
Publication
: TON 2020 (CCF-A)Authors
: Boyuan Yan; Yongli Zhao; Xiaosong Yu; Yajie Li; Sabidur Rahman; Yongqi He; Xiangjun Xin; Jie ZhangKeywords
: Deployment, Multi-domainObjective
: /Link
: IEEE Xplore
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Joint Resource Allocation and Routing for Service Function Chaining with In-Subnetwork Processing
Publication
: ICASSP 2020 (CCF-B)Authors
: Navid Reyhanian; Hamid Farmanbar; Soheil Mohajer; Zhi-Quan LuoKeywords
: Deployment, RoutingObjective
: Placement cost -Link
: IEEE Xplore
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Congestion-Aware and Energy-Aware Virtual Network Embedding
Publication
: TON 2020 (CCF-A)Authors
: Minh Pham, Doan B. Hoang, Zenon ChaczkoKeywords
: Deployment, relaxed LP (linear Program), Congestion, Energy, SR (Segment Routing)Objective
: Placement cost -, Energy Consumption -, Network congestion -Link
: IEEE Xplore
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Efficient Algorithms for Delay-Aware NFV-Enabled Multicasting in Mobile Edge Clouds With Resource Sharing
Publication
: TPDS 2020 (CCF-A)Authors
: Haozhe Ren; Zichuan Xu; Weifa Liang; Qiufen Xia; Pan Zhou; Omer F. Rana; Alex Galis; Guowei WuKeywords
: Deployment, LatencyObjective
: Latency -Link
: IEEE Xplore
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Sova: A Software-Defined Autonomic Framework for Virtual Network Allocations
Publication
: TPDS 2020 (CCF-A)Authors
: Zhiyong Ye, Yang Wang, Shuibing He, Chengzhong Xu, Xian-He SunKeywords
: Deployment, VNFM, SDNObjective
: Optimize the network allocation between different services by coordinating virtual dynamic SR-IOV and virtual machine live migration in autonomic wayLink
: IEEE Xplore
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Latency and Mobility-Aware Service Function Chain Placement in 5G Networks
Publication
: TMC 2020 (CCF-A)Authors
: Davit Harutyunyan; Nashid Shahriar; Raouf Boutaba; Roberto RiggioKeywords
: Deployment, Latency, Mobility, Edge computingObjective
: Latency -, Placement cost -, Energy consumption -, Qos +Link
: IEEE Xplore
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Clustered Virtualized Network Functions Resource Allocation based on Context-Aware Grouping in 5G Edge Networks
Publication
: TMC 2020 (CCF-A)Authors
: Sooeun Song; Changsung Lee; Hyoungjun Cho; Goeun Lim; Jong-Moon ChungKeywords
: Deployment, Latency, Mobility, Edge computingObjective
: Mobility +Link
: IEEE Xplore
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Reducing the Service Function Chain Backup Cost over the Edge and Cloud by a Self-adapting Scheme
Publication
: TMC 2020 (CCF-A)Authors
: Xiaojun Shang; Yaodong Huang; Zhenhua Liu; Yuanyuan YangKeywords
: Deployment, Edge, Reliablity, BackupObjective
: Reliablity +Link
: IEEE Xplore
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Approximation algorithms for data-intensive service chain embedding
Publication
: MobiHoc 2020(CCF-B)Authors
: Konstantinos Poularakis, J. Llorca, A. Tulino, L. TassiulasKeywords
: Deployment, Data-intensiveObjective
: Placement cost -Link
: ACM DL
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Joint Availability- and Traffic-aware Placement of Parallelized Service Chain in NFV-enabled Data Center
Publication
: ICWS 2020 (CCF-B)Authors
: Meng Wang; Bo Cheng; Junliang ChenKeywords
: Deployment, Parallelization, Multi-flow backup, Hybrid Placement Algorithm (HPA)Objective
: Latency -, Placement cost -Link
: IEEE Xplore
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Optimal Virtual Network Function Deployment for 5G Network Slicing in a Hybrid Cloud Infrastructure
Publication
: TWC 2020 (CCF-B)Authors
: Antonio De Domenico, Ya-Feng Liu, Wei YuKeywords
: Deployment, ILP (Integer Linear Programming), Network SlicingObjective
: Lead to high resource utilization efficiency and large gains in terms of the number of supported VNF chainsLink
: IEEE Xplore
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Virtual Network Embedding With Guaranteed Connectivity Under Multiple Substrate Link Failures
Publication
: TCOM 2020 (CCF-B)Authors
: Nashid Shahriar; Reaz Ahmed; Shihabur Rahman Chowdhury; Md Mashrur Alam Khan; Raouf Boutaba; Jeebak Mitra; Feng ZengKeywords
: PlacementObjective
: Placement cost -Link
: IEEE Xplore
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Cost-Efficient VNF Placement and Scheduling in Public Cloud Networks
Publication
: TCOM 2020 (CCF-B)Authors
: Tao Gao, Xin Li, Yu Wu , Weixia Zou, Shanguo Huang, Massimo Tornatore, Biswanath MukherjeeKeywords
: Deployment, Scheduling, Cost Efficiency, Public CloudObjective
: /Link
: IEEE Xplore
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Virtual Network Embedding With Guaranteed Connectivity Under Multiple Substrate Link Failures
Publication
: TCOM 2020 (CCF-B)Authors
: Zhiyong Ye, Yang Wang, Shuibing He, Chengzhong Xu, Xian-He SunKeywords
: Deployment, Connectivity, Fault Tolerance, RedundancyObjective
: /Link
: IEEE Xplore
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Reliability Aware Service Placement Using a Viterbi-Based Algorithm
Publication
: TNSM 2020 (JCR-Q1)Authors
: Mohammad Karimzadeh-Farshbafan, Vahid Shah-Mansouri, Dusit NiyatoKeywords
: Deployment, MICP (mixed integer convex programming), Viterbi-basedObjective
: Minimize the cost of resources of the InPs and maximize the reliability of the serviceLink
: IEEE Xplore
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A Constructive Particle Swarm Optimizer for Virtual Network Embedding
Publication
: TNSE 2020 (JCR-Q1)Authors
: Yongqiang Gao; Haibing Guan; Zhengwei Qi; Yang Hou; Liang LiuKeywords
: Deployment, CPSO (Constructive Particle Swarm Optimizer)Objective
: Placement cost -Link
: IEEE Xplore
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Service Placement and Request Scheduling for Data-intensive Applications in Edge Clouds
Publication
: INFOCOM 2019 (CCF-A)Authors
: Vajiheh Farhadi; Fidan Mehmeti; Ting He; Tom La Porta; Hana Khamfroush; Shiqiang Wang; Kevin S ChanKeywords
: Deployment, Scheduling, Mobile EdgeObjective
:Acceptance rate +Link
: IEEE Xplore
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Adaptive Interference-Aware VNF Placement for Service-Customized 5G Network Slices
Publication
: INFOCOM 2019 (CCF-A)Authors
: Qixia Zhang, Fangming Liu, Chaobing ZengKeywords
: Deployment, InterferenceObjective
:Acceptance rate +Link
: IEEE Xplore
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Octans: Optimal Placement of Service Function Chains in Many-Core Systems
Publication
: INFOCOM 2019 (CCF-A)Authors
: Zhilong Zheng; Jun Bi; Heng Yu; Haiping Wang; Chen Sun; Hongxin Hu; Jianping WuKeywords
: Deployment, Many-Core SystemsObjective
: Placement cost -Link
: IEEE Xplore
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DYVINE: Fitness-Based Dynamic Virtual Network Embedding in Cloud Computing
Publication
: JSAC 2019 (CCF-A)Authors
: Chinmaya Kumar Dehury; Prasan Kumar SahooKeywords
: Deployment, Dynamic, Multipath routingObjective
: Acceptance rate+, Placement cost -Link
: IEEE Xplore
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Energy-Efficient Machine-to-Machine (M2M) Communications in Virtualized Cellular Networks with Mobile Edge Computing (MEC)
Publication
: TMC 2019 (CCF-A)Authors
: Meng Li; F. Richard Yu; Pengbo Si; Yanhua ZhangKeywords
: Deployment, Mobile, Edge, Energy, partially observable Markov decision process (POMDP)Objective
: Placement cost -, Energy consumption -Link
: IEEE Xplore
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Network Topology Mapping From Partial Virtual Coordinates and Graph Geodesics
Publication
: TON 2019 (CCF-A)Authors
: Anura P. Jayasumana; Randy Paffenroth; Gunjan Mahindre; Sridhar Ramasamy; Kelum GajamannageKeywords
: Deployment, CoordinatesObjective
: Placement cost -Link
: IEEE Xplore
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Virtual Network Embedding Approximations: Leveraging Randomized Rounding
Publication
: TON 2019 (CCF-A)Authors
: Matthias Rost; Stefan SchmidKeywords
: PlacementObjective
: Placement cost -Link
: IEEE Xplore
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Automated Function Placement and Online Optimization of Network Functions Virtualization
Publication
: TCOM 2019 (CCF-B)Authors
: Xiaojing Chen; Wei Ni; Iain B. Collings; Xin Wang; Shugong XuKeywords
: Deployment, LatencyObjective
: Placement cost -, Latency -Link
: IEEE Xplore
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Virtual Network Embedding with Path-based Latency Guarantees in Elastic Optical Networks
Publication
: ICNP 2019 (CCF-B)Authors
: Sepehr Taeb; Nashid Shahriar; Shihabur Rahman Chowdhury; Massimo Tornatore; Raouf Boutaba; Jeebak Mitra; Mahdi HemmatiKeywords
: Deployment, Optical Networks, LatencyObjective
: Placement cost -, Latency -Link
: IEEE Xplore
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Network Function Deployment with Balanced Server and Link Resources in Tree Topologies
Publication
: SECON 2019 (CCF-B)Authors
: Yang Chen; Jie WuKeywords
: Deployment, Tree TopologyObjective
: Placement cost -Link
: IEEE Xplore
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Provably Efficient Algorithms for Placement of Service Function Chains with Ordering Constraints
Publication
: INFOCOM 2018 (CCF-A)Authors
: Ziyue Luo, Chuan WuKeywords
: Deployment, Equivalence with Hitting Set, Naive and Faster Greedy, LP-Rounding, DP (Dynamic Programming)Objective
: Placement cost -Link
: paper
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Joint Placement and Routing of Network Function Chains in Data Centers
Publication
: INFOCOM 2018 (CCF-A)Authors
: Linqi Guo; John Pang; Anwar WalidKeywords
: Deployment, Routing, Joint, Data CenterObjective
: Placement cost -Link
: IEEE Xplore
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Joint VNF Placement and CPU Allocation in 5G
Publication
: INFOCOM 2018 (CCF-A)Authors
: Satyam Agarwal; Francesco Malandrino; Carla-Fabiana Chiasserini; S. DeKeywords
: Deployment, JointObjective
: Joint optimal decisions concerning the placement of Scheduling across the physical hosts for realizing the services, and the allocation of CPU resources in Scheduling sharing a hostLink
: IEEE Xplore
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Virtual Network Survivability Through Joint Spare Capacity Allocation and Embedding
Publication
: JSAC 2018 (CCF-A)Authors
: Nashid Shahriar; Shihabur Rahman Chowdhury; Reaz Ahmed; Aimal Khan; Siavash Fathi; Raouf Boutaba; Jeebak Mitra; Liu LiuKeywords
: Deployment, ReliabilityObjective
: Acceptance rate+, Reliability +Link
: IEEE Xplore
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Network Function Virtualization in Dynamic Networks: A Stochastic Perspective
Publication
: JSAC 2018 (CCF-A)Authors
:Xiangle Cheng; Yulei Wu; Geyong Min; Albert Y. ZomayaKeywords
: Deployment, Stochastic, Admission Control, decomposition methodObjective
: Acceptance rate+Link
: IEEE Xplore
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vSPACE: VNF Simultaneous Placement, Admission Control and Embedding
Publication
: JSAC 2018 (CCF-A)Authors
: Mohammad Ali Tahmasbi Nejad; Saeedeh Parsaeefard; Mohammad Ali Maddah-Ali; Toktam Mahmoodi; Babak Hossein KhalajKeywords
: Deployment, Joint, Admission Control, Splittable VNF, Multipath routingObjective
: Acceptance rate+Link
: IEEE Xplore
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Enabling Efficient Network Service Function Chain Deployment on Heterogeneous Server Platform
Publication
: HPCA 2018 (CCF-A)Authors
: Yang Hu; Tao LiKeywords
: Deployment, Graph-partition, ReorganizingObjective
: Placement cost -Link
: IEEE Xplore
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Multi-Timescale Online Optimization of Network Function Virtualization for Service Chaining
Publication
: TMC 2018 (CCF-A)Authors
: Xiaojing Chen; Wei Ni; Tianyi Chen; Iain B. Collings; Xin Wang; Ren Ping Liu; Georgios B. GiannakisKeywords
: PlacementObjective
: Placement cost -Link
: IEEE Xplore
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Optimal Network Service Chain Provisioning
Publication
: TON 2018 (CCF-A)Authors
: Nicolas Huin; Brigitte Jaumard; Frédéric GiroireKeywords
: PlacementObjective
: Placement cost -Link
: IEEE Xplore
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Deploying Chains of Virtual Network Functions: On the Relation Between Link and Server Usage
Publication
: TON 2018 (CCF-A)Authors
: Tung-Wei Kuo; Bang-Heng Liou; Kate Ching-Ju Lin; Ming-Jer TsaiKeywords
: PlacementObjective
: Placement cost -Link
: IEEE Xplore
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Efficiently Embedding Service Function Chains with Dynamic Virtual Network Function Placement in Geo-Distributed Cloud System
Publication
: TPDS 2018 (CCF-A)Authors
: Jianing Pei; Peilin Hong; Kaiping Xue; Defang LiKeywords
: Deployment, Distributed, Binary Integer Programming (BIP)Objective
: Acceptance rate +, Placement cost -Link
: IEEE Xplore
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Virtual Network Function Placement Considering Resource Optimization and SFC Requests in Cloud Datacenter
Publication
: TPDS 2018 (CCF-A)Authors
: Defang Li; Peilin Hong; Kaiping Xue; jianing PeiKeywords
: Deployment, Data CenterObjective
: Acceptance rate +, Placement cost -Link
: IEEE Xplore
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LVRM: On the Design of Efficient Link Based Virtual Resource Management Algorithm for Cloud Platforms
Publication
: TPDS 2018 (CCF-A)Authors
: Prasan Kumar Sahoo; Chinmaya Kumar Dehury; Bharadwaj VeeravalliKeywords
: Deployment, CloudObjective
: Acceptance rate +, Placement cost -Link
: IEEE Xplore
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Virtual Network Function Deployment in Tree-Structured Networks
Publication
: ICNP 2018 (CCF-B)Authors
: Yang Chen; Jie Wu; Bo JiKeywords
: Deployment, Tree TopologyObjective
: Acceptance rate +, Placement cost -Link
: IEEE Xplore
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Rethinking Virtual Network Embedding in Reconfigurable Networks
Publication
: SECON 2018 (CCF-B)Authors
: Max Curran; Md. Shaifur Rahman; Himanshu Gupta; Vyas SekarKeywords
: PlacementObjective
: Placement cost -Link
: IEEE Xplore
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Automated Function Placement and Online Optimization of Network Functions Virtualization
Publication
: TCOM 2018 (CCF-B)Authors
: Xiaojing Chen; Wei Ni; Iain B. Collings; Xin Wang; Shugong XuKeywords
: Deployment, LatencyObjective
: Placement cost -, Latency -Link
: IEEE Xplore
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Distributed Virtual Network Embedding System With Historical Archives and Set-Based Particle Swarm Optimization
Publication
: TSMC 2018 (JCR-Q1)Authors
: An Song; Wei-Neng Chen; Tianlong Gu; Huaqiang Yuan; Sam Kwong; Jun ZhangKeywords
: Deployment, Distributed, Particle Swarm Optimization (PSO)Objective
: Acceptance rate +Link
: IEEE Xplore
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Enhancing Metaheuristic-Based Online Embedding in Network Virtualization Environments
Publication
: TNSM 2018 (JCR-Q1)Authors
: Javier Rubio-Loyola, Christian Aguilar-Fuster, Gregorio Toscano-Pulido, Rashid Mijumbi, and Joan Serrat-FernándezKeywords
: Deployment, VNE, Fitness FunctionObjective
: Revenue-to-cost ratio+Link
: IEEE Xplore
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Distributed Service Function Chaining
Publication
: JSAC 2017 (CCF-A)Authors
: Milad Ghaznavi; Nashid Shahriar; Shahin Kamali; Reaz Ahmed; Raouf BoutabaKeywords
: Deployment, DistributedObjective
: Acceptance rate +, Cost -Link
: IEEE Xplore
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Mobility Aware Virtual Network Embedding
Publication
: TMC 2017 (CCF-A)Authors
: Giorgos Chochlidakis; Vasilis FriderikosKeywords
: Deployment, Mobility, DistributedObjective
: Acceptance rate +, Mobility +Link
: IEEE Xplore
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Congestion-Aware Embedding of Heterogeneous Bandwidth Virtual Data Centers With Hose Model Abstraction
Publication
: TON 2017 (CCF-A)Authors
: Fangfang Yan; Tony T. Lee; Weisheng HuKeywords
: Deployment, CongestionObjective
: Placement cost -, Congestion -Link
: IEEE Xplore
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Online Allocation of Virtual Machines in a Distributed Cloud
Publication
: TON 2017 (CCF-A)Authors
: Fang Hao; Murali Kodialam; T. V. Lakshman; Sarit MukherjeeKeywords
: Deployment, DistributedObjective
: Placement cost -Link
: IEEE Xplore
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An Approach for Service Function Chain Routing and Virtual Function Network Instance Migration in Network Function Virtualization Architectures
Publication
: TON 2017 (CCF-A)Authors
: Vincenzo Eramo; Emanuele Miucci; Mostafa Ammar; Francesco Giacinto LavaccaKeywords
: Deployment, Scheduling, Joint, energyObjective
: Acceptance rate +, Energy consumption -Link
: IEEE Xplore
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Optimizing Virtual Backup Allocation for Middleboxess
Publication
: TON 2017 (CCF-A)Authors
: Yossi Kanizo; Ori Rottenstreich; Itai Segall; Jose YallouzKeywords
: Deployment, BackupObjective
: Placement cost -Link
: IEEE Xplore
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Reliable Virtual Machine Placement and Routing in Clouds
Publication
: TPDS 2017 (CCF-A)Authors
: Song Yang; Philipp Wieder; Ramin Yahyapour; Stojan Trajanovski; Xiaoming FuKeywords
: Deployment, Routing, Cloud, LatencyObjective
: Placement cost -, Latency -Link
: IEEE Xplore
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Multi-resource Load Balancing for Virtual Network Functions
Publication
: ICDCS 2017 (CCF-B)Authors
: Tao Wang; Hong Xu; Fangming LiuKeywords
: Deployment, Load Balancing, Multi-resourceObjective
: Load Balancing +Link
: IEEE Xplore
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Joint Optimization of Chain Placement and Request Scheduling for Network Function Virtualization
Publication
: ICDCS 2017 (CCF-B)Authors
: Qixia Zhang; Yikai Xiao; Fangming Liu; John C.S. Lui; Jian Guo; Tao WangKeywords
: Deployment, Scheduling, JointObjective
: Acceptance rate +, Latency -Link
: IEEE Xplore
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SLA-NFV: an SLA-aware High Performance Framework for Network Function Virtualization
Publication
: SIGCOMM 2016 (CCF-A)Authors
: Chen Sun, Jun Bi, Zhilong Zheng, Hongxin HuKeywords
: Deployment, LatencyObjective
: Latency +Link
: ACM DL
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Deploying chains of virtual network functions: On the relation between link and server usage
Publication
: INFOCOM 2016 (CCF-A)Authors
: Tung-Wei Kuo; Bang-Heng Liou; Kate Ching-Ju Lin; Ming-Jer TsaiKeywords
: PlacementObjective
: Acceptance rate +Link
: IEEE Xplore
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Optimizing Virtual Backup Allocation for Middleboxess
Publication
: TON 2017 (CCF-A)Authors
: Yossi Kanizo; Ori Rottenstreich; Itai Segall; Jose YallouzKeywords
: Deployment, BackupObjective
: Placement cost -Link
: IEEE Xplore
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Application of evolutionary mechanism to dynamic Virtual Network Function Placement
Publication
: ICNP 2016 (CCF-B)Authors
: Mari Otokura; Kenji Leibnitz; Yuki Koizumi; Daichi Kominami; Tetsuya Shimokawa; Masayuki MurataKeywords
: Placement, Dynamic, Genetic algorithmObjective
: Cost -Link
: IEEE Xplore
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Optimizing virtual backup allocation for middleboxes
Publication
: ICNP 2016 (CCF-B)Authors
: Yossi Kanizo; Ori Rottenstreich; Itai Segall; Jose YallouzKeywords
: Placement, Backup, ReliablityObjective
: Reliablity +Link
: IEEE Xplore
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Toward Profit-Seeking Virtual Network Embedding
Publication
: INFOCOM 2014 (CCF-A)Authors
: Long Gong, Yonggang Wen, Zuqing Zhu and Tony LeeKeywords
: Deployment, GRC (Global Resource Control)Objective
: Acceptance rate +, Revenue-to-cost ratio +Link
: IEEE Xplore
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Carlo Fuerst; Maciek Pacut; Paolo Costa; Stefan Schmid
Publication
: ICNP 2015 (CCF-B)Authors
: Carlo Fuerst; Maciek Pacut; Paolo Costa; Stefan SchmidKeywords
: PlacementObjective
: Cost -Link
: IEEE Xplore
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A Multi-objective Ant Colony System algorithm for Virtual Machine Placement in Cloud Computing
Publication
: JCSS 2013 (CCF-B)Authors
: Panpan Jin; Xincai Fei; Qixia Zhang; Fangming Liu; Bo LiKeywords
: Deployment, ACS (Ant Colony System), Multi-objectiveObjective
: Placement cost -, Energy consumption -Link
: IEEE Xplore
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Joint VM placement and routing for data center traffic engineering
Publication
: INFOCOM 2012 (CCF-A)Authors
: Joe Wenjie Jiang; Tian Lan; Sangtae Ha; Minghua Chen; Mung ChiangKeywords
: Deployment, Routing, Joint, Markov approximationObjective
: Placement cost -Link
: IEEE Xplore
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Virtual Network Embedding through Topology Awareness and Optimization
Publication
: CN 2012 (CCF-B)Authors
: Xiang Cheng, Sen Su, Zhongbao Zhang, Kai Shuang, Fangchun Yang, Yan Luo, Jie WangKeywords
: Deployment, PSO (Particle Swarm Optimization), Topology decompositionObjective
: Placement cost -, Energy consumption -Link
: IEEE Xplore
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Online Control of Service Function Chainings Across Geo-Distributed Datacenters
Publication
: TMC 2023 (CCF-A)Authors
: Song Yang; Fan Li; Zhi Zhou; Xu Chen; Yu Wang; Xiaoming FuKeywords
: Scheduling, Online Control, Geo-Distributed DatacentersObjective
: Cost -Link
: IEEE Xplore
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SAFE: Service Availability via Failure Elimination Through VNF Scaling
Publication
: TON 2021 (CCF-A)Authors
: Rui Xia; Haipeng Dai; Jiaqi Zheng; Rong Gu; Xiaoyu Wang; Weijun Wang; Guihai ChenKeywords
: Scheduling, Scaling, Dynamic Programming, ConsolidationObjective
: Number of servers -, Cost -Link
: IEEE Xplore
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Service Placement and Request Scheduling for Data-Intensive Applications in Edge Clouds
Publication
: TON 2021 (CCF-A)Authors
: Vajiheh Farhadi; Fidan Mehmeti; Ting He; Thomas F. La Porta; Hana Khamfroush; Shiqiang Wang; Kevin S. Chan; Konstantinos PoularakisKeywords
: Joint, Deployment, Scheduling, Mobile Edge ComputingObjective
: Cost -Link
: IEEE Xplore
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Highly-Efficient Switch Migration for Controller Load Balancing in Elastic Optical Inter-Datacenter Networks
Publication
: JSAC 2021 (CCF-A)Authors
: Yong Liu; Huaxi Gu; Fulong Yan; Nicola CalabrettaKeywords
: Scheduling, Migration, Data CenterObjective
: Cost -Link
: IEEE Xplore
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Joint Resource Optimization and Delay-aware Virtual Network Function Migration in Data Center Networks
Publication
: TNSM 2021 (JCR-Q1)Authors
: Biyi Li; Bo Cheng; Xuan Liu; Meng Wang; Yi Yue; Junliang ChenKeywords
: Scheduling, Migration, LatencyObjective
: Placement cost -, Latency -Link
: IEEE Xplore
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HASFC: A MANO-Compliant Framework for Availability Management of Service Chains
Publication
: IEEE Communications Magazine 2021 (JCR-Q1)Authors
: Mario Di Mauro; Giovanni Galatro; Maurizio Longo; Fabio Postiglione; Marco TambascoKeywords
: Scheduling, Deployment, ReliabiltyObjective
: Cost -, Reliabilty +Link
: IEEE Xplore
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An Efficient Algorithm for Service Function Chains Reconfiguration in Mobile Edge Cloud Networks
Publication
: ICWS 2021 (CCF-B)Authors
: Biyi Li; Bo Cheng; Junliang ChenKeywords
: Scheduling, Migration, Dynamic ProgrammingbasedObjective
: Placement cost -, Latency -Link
: IEEE Xplore
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A seamless virtualized network functions migration mechanism in mobile edge networks
Publication
: MobiCom 2020 (CCF-A)Authors
: Biyi Li, Bo Cheng, Yi Yue, Meng Wang, Junliang ChenKeywords
: MigrationObjective
: Cost -, Latency -Link
: IEEE Xplore
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An Online Algorithm for VNF Service Chain Scaling in Datacenters
Publication
: TON 2020 (CCF-A)Authors
: Ziyue Luo; Chuan WuKeywords
: Scheduling, ScalingObjective
: Deployment cost -Link
: IEEE Xplore
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On Parallel and Hitless vSDN Reconfiguration
Publication
: TON 2020 (CCF-A)Authors
: Sicheng Zhao, Xing Wu, Zuqing ZhuKeywords
: ReconfigurationObjective
: Parallelism +Link
: ACM DL
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NFVnice: Dynamic Backpressure and Scheduling for NFV Service Chains
Publication
: TON 2020 (CCF-A)Authors
: Sameer G. Kulkarni; Wei Zhang; Jinho Hwang; Shriram Rajagopalan; K. K. Ramakrishnan; Timothy Wood; Mayutan Arumaithurai; Xiaoming FuKeywords
: SchedulingObjective
: Energy Consumption -Link
: IEEE Xplore
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A Multi-Stage Approach for Virtual Network Function Migration and Service Function Chain Reconfiguration in NFV-enabled Networks
Publication
: ICWS 2020 (CCF-B)Authors
: Biyi Li; Bo Cheng; Junliang ChenKeywords
: Scheduling, MigrationObjective
: Latency -, Load balancing +Link
: IEEE Xplore
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Finedge: A Dynamic Cost-Efficient Edge Resource Management Platform for NFV Network
Publication
: ICWS 2020 (CCF-B)Authors
: Miao Li; Qixia Zhang; Fangming LiuKeywords
: SchedulingObjective
: QoS +Link
: IEEE Xplore
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Dynamic Cloud Network Control Under Reconfiguration Delay and Cost
Publication
: TON 2019 (CCF-A)Authors
: Chang-Heng Wang; Jaime Llorca; Antonia M. Tulino; Tara JavidiKeywords
: Scheduling, Reconfiguration, LatencyObjective
: Latency -, Cost -Link
: IEEE Xplore
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Dynamic Network Function Instance Scaling Based on Traffic Forecasting and VNF Placement in Operator Data Centers
Publication
: TPDS 2019 (CCF-A)Authors
: Hong Tang; Danny Zhou; Duan ChenKeywords
: Scheduling, Deployment, Scaling, Traffic Forecasting, Data CenterObjective
: Cost -Link
: IEEE Xplore
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Network Virtualization with Energy Efficiency Optimization for Wireless Heterogeneous Networks
Publication
: TMC 2019 (CCF-A)Authors
: Tai Manh Ho; Nguyen H. Tran; Long Bao Le; Zhu Han; S.M Ahsan Kazmi; Choong Seon HongKeywords
: Scheduling, Migration, HeterogeneousObjective
: Revenue of InP +Link
: IEEE Xplore
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A multi-criteria decision approach for minimizing the influence of VNF migration
Publication
: CN 2019 (CCF-B)Authors
: Bo Yi, X. Wang, Min Huang, Anwei DongKeywords
: Scheduling, MigrationObjective
: Influence -Link
: ScienceDirect
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Network Function Virtualization in Dynamic Networks: A Stochastic Perspective
Publication
: JSAC 2018 (CCF-A)Authors
: Xiangle Cheng; Yulei Wu; Geyong Min; Albert Y. ZomayaKeywords
: Deployment, DynamicObjective
: /Link
: IEEE Xplore
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Energy-Aware Virtual Machine Scheduling on Data Centers with Heterogeneous Bandwidths
Publication
: TPDS 2018 (CCF-A)Authors
: Daniel Guimaraes Lago; Edmundo R. M. Madeira; Deep MedhiKeywords
: Scheduling, Energy, HeterogeneousObjective
: Energy consumption -Link
: IEEE Xplore
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TerrierTail: Mitigating Tail Latency of Cloud Virtual Machines
Publication
: TON 2017 (CCF-A)Authors
: Esmail Asyabi; SeyedAlireza SanaeeKohroudi; Mohsen Sharifi; Azer BestavrosKeywords
: Scheduling, LatencyObjective
: Latency -Link
: IEEE Xplore
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Traffic-Aware Virtual Machine Migration in Topology-Adaptive DCN
Publication
: TON 2017 (CCF-A)Authors
: Yong Cui; Zhenjie Yang; Shihan Xiao; Xin Wang; Shenghui YanKeywords
: Scheduling, MigrationObjective
: Thoughtout +, cost -Link
: IEEE Xplore
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Mobile Edge Cloud Network Design Optimization
Publication
: TON 2017 (CCF-A)Authors
: Alberto Ceselli; Marco Premoli; Stefano SeccKeywords
: SchedulingObjective
: Cost -Link
: IEEE Xplore
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Cluster-Aware Virtual Machine Collaborative Migration in Media Cloud
Publication
: TPDS 2017 (CCF-A)Authors
: Lingfang Zeng; Yang Wang; Xiaopeng Fan; Chengzhong XuKeywords
: SchedulingObjective
: Latency -Link
: IEEE Xplore
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Cluster-Aware Virtual Machine Collaborative Migration in Media Cloud
Publication
: TPDS 2017 (CCF-A)Authors
: Weizhan Zhang; Yuxuan Chen; Xiang Gao; Zhichao Mo; Qinghua Zheng; Zongqing LuKeywords
: Scheduling, MigrationObjective
: Cost -Link
: IEEE Xplore
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OpenBox: A Software-Defined Framework for Developing, Deploying, and Managing Network Functions
Publication
: TPDS 2017 (CCF-A)Authors
: Weizhan Zhang; Yuxuan Chen; Xiang Gao; Zhichao Mo; Qinghua Zheng; Zongqing LuKeywords
: Chaining, Deployment, Scheduling, Migration, JointObjective
: FrameworkLink
: ACM DL
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Cache contention aware Virtual Machine placement and migration in cloud datacenters
Publication
: ICNP 2016 (CCF-B)Authors
: Yossi Kanizo; Ori Rottenstreich; Itai Segall; Jose YallouzKeywords
: Scheduling, Migration, CacheObjective
: Throughput +Link
: IEEE Xplore
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Transparent flow migration for NFV
Publication
: ICNP 2016 (CCF-B)Authors
: Yang Wang; Gaogang Xie; Zhenyu Li; Peng He; Kavé SalamatianKeywords
: Scheduling, MigrationObjective
: Throughput +Link
: IEEE Xplore
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SliM: Enabling efficient, seamless NFV state migration
Publication
: ICNP 2016 (CCF-B)Authors
: Leonhard Nobach; Ivica Rimac; Volker Hilt; David HausheerKeywords
: Scheduling, MigrationObjective
: Cost -Link
: IEEE Xplore
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SAFE-ME: Scalable and Flexible Policy Enforcement in Middlebox Networks
Publication
: TON 2022 (CCF-A)Authors
: Hongli Xu; Peng Xi; Gongming Zhao; Jianchun Liu; Chen Qian; Liusheng HuangKeywords
: Routing, MiddleboxObjective
: Latency -, Scalability +Link
: IEEE Xplore
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Real-Time Update of Joint SFC and Routing in Software Defined Networks
Publication
: TON 2021 (CCF-A)Authors
: Xingpeng Fan; Hongli Xu; He Huang; Xuwei YangKeywords
: Routing, Joint, LatencyObjective
: Latency -Link
: IEEE Xplore
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Software-defined Internet of Multimedia Things: Energy-efficient and Load-balanced Resource Management
Publication
: IoTJ 2021 (JCR-1)Authors
: Jianhang Tang; Jiangtian Nie; Zehui Xiong; Jun Zhao; Yang Zhang; Dusit NiyatoKeywords
: Routing, IoT, Energy, Load BalancingObjective
: Energy consumption -, Load Balancing +Link
: IEEE Xplore
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Congestion Minimization for Service Chain Routing Problems With Path Length Considerations
Publication
: TON 2021 (CCF-A)Authors
: Lingnan Gao; George N. RouskasKeywords
: RoutingObjective
: Congestion -Link
: IEEE Xplore
more
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Congestion Minimization for Service Chain Routing Problems With Path Length Considerations
Publication
: TON 2020 (CCF-A)Authors
: Lingnan Gao; George N. RouskasKeywords
: Routing, CongestionObjective
: Congestion -Link
: IEEE Xplore
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Throughput Maximization of NFV-Enabled Multicasting in Mobile Edge Cloud Networks
Publication
: TPDS 2020 (CCF-A)Authors
: Yu Ma; Weifa Liang; Jie Wu; Zichuan XuKeywords
: Routing, Edge, Energy, MulticastingObjective
: /Link
: IEEE Xplore
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Throughput-Optimal Broadcast in Wireless Networks with Dynamic Topology
Publication
: TMC 2020 (CCF-A)Authors
: Abhishek Sinha; Leandros Tassiulas; Eytan ModianoKeywords
: Routing, DynamicObjective
: Throughput +Link
: IEEE Xplore
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On SDN-Driven Network Optimization and QoS Aware Routing Using Multiple Paths
Publication
: TWC 2020 (CCF-B)Authors
: Miloud Bagaa; Diego Leonel Cadette Dutra; Tarik Taleb; Konstantinos SamdanisKeywords
: RoutingObjective
: Throughput +Link
: IEEE Xplore
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Shortest Path and Maximum Flow Problems Under Service Function Chaining Constraints
Publication
: INFOCOM 2018 (CCF-A)Authors
: Gamal Sallam, Gagan R. Gupta, Bin Li, and Bo JiKeywords
: Routing, ConstrainedObjective
: Running time -Link
: paper
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Central Control Over Distributed Routing
Publication
: SIGCOMM 2015 (CCF-A)Authors
: Stefano Vissicchio, Olivier Tilmans, Laurent Vanbever, Jennifer RexfordKeywords
: Routing, DistributedObjective
: Overhead -, Failure -Link
: ACM DL
This is an interesting and promising research direction, looking forward to your participation!
- A Constrained Reinforcement Learning Based Approach for Network Slicing
Publication
: ICNP 2020 (CCF-B)Authors
: Yongshuai Liu; Jiaxin Ding; Xin LiuKeywords
: SlicingObjective
: /Link
: IEEE Xplore
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Fair and Scalable Orchestration of Network and Compute Resources for Virtual Edge Services
Publication
: TMC 2023 (CCF-A) (Early Access)Authors
: Sharda Tripathi; Corrado Puligheddu; Somreeta Pramanik; Andres Garcia-Saavedra; Carla Fabiana ChiasseriniKeywords
: Chaining, DQN, Pareto analysis AutoencoderObjective
: Fair +Link
: IEEE Xplore
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Orchestrating Energy-Efficient vRANs: Bayesian Learning and Experimental Results
Publication
: TMC 2023 (CCF-A)Authors
: Jose A. Ayala-Romero; Andres Garcia-Saavedra; Xavier Costa-Perez; George IosifidisKeywords
: Chaining, Energy, Bayesian Learning- Objective: Energy -
Link
: IEEE Xplore
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Endogenous Trusted DRL-Based Service Function Chain Orchestration for IoT
Publication
: TC 2022 (CCF-A)Authors
: Shaoyong Guo; Yuanyuan Qi; Yi Jin; Wenjing Li; Xuesong Qiu; Luoming MengKeywords
: Chaining, A3C (Asynchronous Advantage Actor-Critic)Objective
: Orchestration cost -Link
: IEEE Xplore
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Endogenous Trusted DRL-Based Service Function Chain Orchestration for IoT
Publication
: TMC 2022 (CCF-A)Authors
: Jose A. Ayala-Romero; Andres Garcia-Saavedra; Marco Gramaglia; Xavier Costa-Pérez; Albert Banchs; Juan J. AlcarazKeywords
: Chaining, DDPG (deep deterministic policy gradient), AutoencoderObjective
: QoS +Link
: IEEE Xplore
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Space-Air-Ground Integrated Multi-Domain Network Resource Orchestration Based on Virtual Network Architecture: A DRL Method
Publication
: TITS 2021 (CCF-B)Authors
: Peiying Zhang; Chao Wang; Neeraj Kumar; Lei LiuKeywords
: Chaining, Deployment, Multi-Domain, DQNObjective
: Placement cost -Link
: IEEE Xplore
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Scalable Orchestration of Service Function Chains in NFV-Enabled Networks: A Federated Reinforcement Learning Approach
Publication
: JSAC 2021 (CCF-A)Authors
: Haojun Huang, Cheng Zeng, Yangmin Zhao, Geyong Min, Yingying Zhu, Wang Miao , and Jia HuKeywords
: Chaining, Deployment, DQN, FL (Federated Learning)Objective
: Placement cost -Link
: IEEE Xplore
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Multiagent Deep Reinforcement Learning for Cost- and Delay-Sensitive Virtual Network Function Placement and Routing
Publication
: TPDS 2021 (CCF-A)Authors
: Shaoyang Wang; Chau Yuen; Wei Ni; Yong Liang Guan; Tiejun LviKeywords
: Deployment, Multiagent Deep Reinforcement Learning, deep deterministic policy gradientObjective
: Cost -, Latency -Link
: IEEE Xplore
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Monkey Business: Reinforcement learning meets neighborhood search for Virtual Network Embedding
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On the Effective Parallelization and Near-Optimal Deployment of Service Function Chains
Publication
: TPDS 2021 (CCF-A)Authors
: Jianzhen Luo; Jun Li; Lei Jiao; Jun CaiKeywords
: Deployment, Parallelization, Viterbi Dynamic Programming algorithmObjective
: Latency -Link
: IEEE Xplore
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A-DDPG: Attention Mechanism-based Deep Reinforcement Learning for NFV
Publication
: IWQoS 2021 (CCF-B)Authors
: Nan He, S. Yang, Fan Li, S. Trajanovski, F.A. Kuipers, Xiaoming FuKeywords
: Deployment, Attention, DDPG, LatencyObjective
: Placement cost -, Latency -Link
: paper
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DRL-SFCP: Adaptive Service Function Chains Placement with Deep Reinforcement Learning
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Automatic Virtual Network Embedding: A Deep Reinforcement Learning Approach With Graph Convolutional Networks
Publication
: JSAC 2020 (CCF-A)Authors
: Zhongxia Yan, Jingguo Ge, Yulei Wu, Liangxiong Li, Tong LiKeywords
: Deployment, A3C (Asynchronous Advantage Actor-Critic), GNN, GCN (Graph Convolutional Network)Objective
: Acceptance rate +, Long-term average revenue +Link
: IEEE Xplore
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MUVINE: Multi-Stage Virtual Network Embedding in Cloud Data Centers Using Reinforcement Learning-Based Predictions
Publication
: JSAC 2020 (CCF-A)Authors
: Hiren Kumar Thakkar, Chinmaya Dehury, Prasan Kumar SahooKeywords
: Deployment, Q-learning, ML(Machine Learning), Multi-StageObjective
: Long-term average revenue +, Placement cost -Link
: paper
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Virtual Network Function Placement Optimization With Deep Reinforcement Learning
Publication
: JSAC 2020 (CCF-A)Authors
: Ruben Solozabal; Josu Ceberio; Aitor Sanchoyerto; Luis Zabala; Bego Blanco; Fidel LiberalKeywords
: Deployment, PG (Policy Gradients), Attention, LSTMObjective
: Acceptance rate +, Power consumption -Link
: IEEE Xplore
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Optimal VNF Placement via Deep Reinforcement Learning in SDN/NFV-Enabled Networks
Publication
: JSAC 2020 (CCF-A)Authors
: Jianing Pei, Peilin Hong, Miao Pan, Jiangqing Liu, Jingsong ZhouKeywords
: Deployment, DDQN (Double Deep Q Network), BIP (Binary Integer Programming)Objective
: Acceptance rate +, Placement cost -Link
: IEEE Xplore
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A Dynamic Reliability-Aware Service Placement for Network Function Virtualization (NFV)
Publication
: JSAC 2020 (CCF-A)Authors
: Zhongxia Yan, Jingguo Ge, Yulei Wu, Liangxiong Li, Tong LiKeywords
: Deployment, Dynamic Reliability-aware, MDP (Markov Decision Process), Viterbi algorithmObjective
: Acceptance rate +, Placement cost -Link
: arXiv
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Dynamic Service Function Chain Embedding for NFV-Enabled IoT: A Deep Reinforcement Learning Approach
Publication
: TWC 2020 (CCF-B)Authors
: Xiaoyuan Fu; F. Richard Yu; Jingyu Wang; Qi Qi; Jianxin LiaoKeywords
: Deployment, Latency, DQN, DynamicObjective
: Acceptance rate +, Placement cost -Link
: IEEE Xplore
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A Dynamic and Collaborative Multi-Layer Virtual Network Embedding Algorithm in SDN Based on Reinforcement Learning
Publication
: TNSM 2020 (JCR-Q1)Authors
: Mohammad Karimzadeh-Farshbafan; Vahid Shah-Mansouri; Dusit NiyatoKeywords
: Deployment, Collaborative, Multi-Layer, REINFORCEObjective
: Acceptance rate +, Long-term average revenue +Link
: IEEE Xplore
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DDQP: A Double Deep Q-Learning Approach to Online Fault-Tolerant SFC Placement
Publication
: TNSM 2020 (JCR-Q1)Authors
: Lei Wang; Weixi Mao; Jin Zhao; Yuedong XuKeywords
: Deployment, DDQNObjective
: Acceptance rate +, Placement cost -Link
: IEEE Xplore
-
A Continuous-Decision Virtual Network Embedding Scheme Relying on Reinforcement Learning
Publication
: TNSM 2020 (JCR-Q1)Authors
: Haipeng Yao; Sihan Ma; Jingjing Wang; Peiying Zhang; Chunxiao Jiang; Song GuoKeywords
: Continuous-Decision, Time Series, RNN, Seq2SeqObjective
: Long term average revenue to cost ratio +Link
: IEEE Xplore
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Multi-domain Non-cooperative VNF-FG Embedding: A Deep Reinforcement Learning Approach
Publication
: INFOCOM 2019 (CCF-A)Authors
: Pham Tran Anh Quang, Abbas Bradai, Kamal Deep Singh, Yassine Hadjadj-AoulKeywords
: Deployment, DDPG (Deep Deterministic Policy Gradient), Multi-domain, Non-cooperativeLink
: paper
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DeepViNE: Virtual Network Embedding with Deep Reinforcement Learning
Publication
: INFOCOM 2019 (CCF-A)Authors
: Mahdi Dolati, Seyedeh Bahereh Hassanpour, Majid Ghaderi, Ahmad KhonsariKeywords
: Deployment, DQN (Deep Q Network), Multi-channels RepresentationsObjective
: Acceptance rate +Link
: paper
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Virtual Network Function Placement Optimization with Deep Reinforcement Learning
Publication
: JSAC 2019 (CCF-A)Authors
: Ruben Solozabal, Josu Ceberio, Aitor Sanchoyerto, Luis Zabala, Bego Blanco, Fidel LiberalKeywords
: Deployment, PG (Policy Gradient), Seq2Seq (Sequence-to-Sequence)Objective
: Energy consumption -Link
: IEEE Xplore
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Deep Reinforcement Learning Based VNF Management in Geo-distributed Edge Computing
Publication
: ICDCS 2019 (CCF-B)Authors
: Lin Gu; Deze Zeng; Wei Li; Song Guo; Albert Zomaya; Hai JinKeywords
: Deployment, DDPG, LatencyObjective
: Acceptance rate +, Placement cost -Link
: IEEE Xplore
-
NFVdeep: adaptive online service function chain deployment with deep reinforcement learning
Publication
: IWQoS 2019 (CCF-B)Authors
: Yikai Xiao, Qixia Zhang, Fangming Liu, Jia Wang, Miao Zhao, Zhongxing Zhang, Jiaxing ZhangKeywords
: Deployment, PG (Policy Gradient), Serialization and Backtracking, Time SlotsObjective
: Energy consumption -, Acceptance rate +Link
: paper
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VNE-TD: A virtual network embedding algorithm based on temporal-difference learning
Publication
: CN 2019 (CCF-B)Authors
: Sen Wang, Jun Bi, Jianping Wu, Athanasios V. Vasilakos, Qilin FanKeywords
: Deployment, TD (Temporal Difference), GRC (Global Resource Control)Objective
: Long-term time-average revenue +Link
: ScienceDirect
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NeuroViNE: A Neural Preprocessor for Your Virtual Network Embedding Algorithm
Publication
: INFOCOM 2018 (CCF-A)Authors
: Andreas Blenk; Patrick Kalmbach; Johannes Zerwas; Michael Jarschel; Stefan Schmid; Wolfgang KellererKeywords
: Deployment, Hopfield NetworkObjective
: Revenue-cost ratio +, Running time -Link
: IEEE Xplore
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Virtual Network Embedding via Monte Carlo Tree Search
Publication
: IEEE Trans on Cybernetics 2018 (CCF-B)Authors
: Soroush Haeri and Ljiljana Trajkovi´cKeywords
: Deployment, MCTS (Monte Carlo Tree Search)Objective
: Revenue-to-cost +, Acceptance rate +Link
: paper
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Knowledge-Defined Networking
Publication
: CCNC 2017Authors
: Oussama Soualah, Marouen Mechtri, Chaima Ghribi, Djamal ZeghlacheKeywords
: Deployment, MCTS (Monte Carlo Tree Search)Objective
: Acceptance rate +Link
: paper
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An Efficient Algorithm for Virtual Network Function Placement and Chaining
Publication
: ACM SIGCOMM Computer Communication Review 2017Authors
: Albert Mestres et al.Keywords
: Placement an so onObjective
: /Link
: paper
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MDP and Machine Learning-Based Cost-Optimization of Dynamic Resource Allocation for Network Function Virtualization
Publication
: SCC 2015Authors
: Runyu Shi; Jia Zhang; Wenjing Chu; Qihao Bao; Xiatao Jin; Chenran Gong; Qihao Zhu; Chang Yu; Steven RosenbergKeywords
: Deployment, MDP, Bayesian learningObjective
: Acceptance rate +Link
: IEEE Xplore
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Revenue-Optimal Auction for Resource Allocation in Wireless Virtualization: A Deep Learning Approach
Publication
: TMC 2022 (CCF-A)Authors
: Kun Zhu; Yuanyuan Xu; Qian Jun; Dusit NiyatoKeywords
: Scheduling, Resource Allocation, AuctionObjective
: Maximize MVNOs' own revenuesLink
: IEEE Xplore
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Reliability-aware Dynamic Service Chain Scheduling in 5G Networks based on Reinforcement Learning
Publication
: INFOCOM 2021 (CCF-A)Authors
: Junzhong Jia; Lei Yang; Jiannong CaoKeywords
: Scheduling, MIIP, Reliability, Redundancy, A3C, TextCNNObjective
: Decide the redundancy of the Scheduling while minimizing delayLink
: IEEE Xplore
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Towards Chain-Aware Scaling Detection in NFV with Reinforcement Learning
Publication
: IWQOS 2021 (CCF-B)Authors
: Lin He; Lis han Li; Ying LiuKeywords
: Scaling ,A3CObjective
: Cost -Link
: IEEE Xplore
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Management and Orchestration of Virtual Network Functions via Deep Reinforcement Learning
Publication
: JSAC 2020 (CCF-A)Authors
: Joan S. Pujol Roig; David M. Gutierrez-Estevez; Deniz GündüzKeywords
: Scheduling, Chaining, Actor-CriticObjective
: Cost -, QoS +Link
: IEEE Xplore
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Intelligent VNF Orchestration and Flow Scheduling via Model-Assisted Deep Reinforcement Learning
Publication
: JSAC 2020 (CCF-A)Authors
: Lin Gu, Deze Zeng, Wei Li, Song Guo, Albert Y. Zomaya, Hai JinKeywords
: Scheduling, Latency-awareness, flow, DDPG (Deep Deterministic Policy Gradient)Objective
: Maximize the overall network utility with the consideration of end-to-end delay and various costLink
: IEEE Xplore
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Virtual Network Functions Migration Cost: from Identification to Prediction
Publication
: CN 2020 (CCF-B)Authors
: Rafael de JesusMartins, Cristiano Bonato Both, Juliano Araújo Wickboldt, Lisandro Zambenedett iGranvilleKeywords
: Scheduling, SL, Linear regressionObjective
: A novel architecture for orchestrating and enforcing multi-domain SFCsLink
: ScienceDirect
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Deep Reinforcement Learning based VNF Management in Geo-distributed Edge Computing
Publication
: ICDCS 2019 (CCF-B)Authors
: Lin Gu, Deze Zeng, Wei Li, Song Guo, Albert Y. Zomaya, Hai JinKeywords
: Scheduling, Latency-awareness, flow, DDPG (Deep Deterministic Policy Gradient)Objective
: Latency -, Placement cost -Link
: IEEE Xplore
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Study of Reconfiguration Cost and Energy Aware VNE Policies in Cycle-Stationary Traffic Scenarios
Publication
: JASC 2016 (CCF-A)Authors
: Tung-Wei Kuo; Bang-Heng Liou; Kate Ching-Ju Lin; Ming-Jer TsaiKeywords
: Deployment, Reconfiguration, Joint, Energy, Cycle-Stationary Traffic, MDPObjective
: Placement cost -Link
: IEEE Xplore
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DRL-OR: Deep Reinforcement Learning-based Online Routing for Multi-type Service Requirements
Publication
: INFOCOM 2021 (CCF-A)Authors
: Chenyi Liu; Mingwei Xu; Yuan Yang; Nan GengKeywords
: Scheduling, Latency, Multi-agent, PPOLink
: IEEE Xplore
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Towards Real-Time Routing Optimization with Deep Reinforcement Learning: Open Challenges
Publication
: INFOCOM 2021 (CCF-A)Authors
: Paul Almasan, José Suárez-Varela, Bo Wu, Shihan Xiao, Pere Barlet-Ros, Albert Cabellos-AparicioKeywords
: RL, GNN, PPOLink
: arXiv
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A Multi-agent Reinforcement Learning Perspective on Distributed Traffic Engineering
Publication
: ICNP 2020 (CCF-B)Authors
: Nan Geng; Tian Lan; Vaneet Aggarwal; Yuan Yang; Mingwei XuKeywords
: Scheduling, Multi-agent, Traffic EngineeringLink
: IEEE Xplore
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Unveiling the potential of Graph Neural Networks for network modeling and optimization in SDN
Publication
: SOSR 2019Authors
: Krzysztof Rusek, José Suárez-Varela, Albert Mestres, Pere Barlet-Ros, Albert Cabellos-AparicioKeywords
: Routing, SL (Surpervised Learning), GNNLink
: arXiv
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Routing or Computing? The Paradigm Shift Towards Intelligent Computer Network Packet Transmission Based on Deep Learning
Publication
: TC 2019 (CCF-A)Authors
: Bomin Mao; Zubair Md. Fadlullah; Fengxiao Tang; Nei Kato; Osamu Akashi; Takeru Inoue; Kimihiro MizutaniKeywords
: Routing, SL (Surpervised Learning)Link
: IEEE Xplore
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Learning to Route
Publication
: HotNets 2017Authors
: Asaf Valadarsky, Michael Schapira, Dafna Shahaf, Aviv TamarKeywords
: Route, RLObjective
: Automatically generate "good" routing configurationsLink
: paper
Here are two types of papers: one is related to other topics of NFV and SDN and waiting to be classified; the other is the latest research work collected from arXiv.
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Federated Multi-Discriminator BiWGAN-GP Based Collaborative Anomaly Detection for Virtualized Network Slicing
Publication
: TMC 2022 (CCF-A)Authors
: Weili Wang; Chengchao Liang; Lun Tang; Halim Yanikomeroglu; Qianbin ChenKeywords
: Anomaly DetectionLink
: IEEE Xplore
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SDNShield: NFV-Based Defense Framework Against DDoS Attacks on SDN Control Plane
Publication
: TON 2022 (CCF-A)Authors
: Kuan-Yin Chen; Sen Liu; Yang Xu; Ishant Kumar Siddhrau; Siyu Zhou; Zehua Guo; H. Jonathan ChaoKeywords
: AttackLink
: IEEE Xplore
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Performance Tuning via Lean Measurements for Acceleration of Network Functions Virtualization
Publication
: TON 2022 (CCF-A) (Early Access)Authors
: Qiang Wu; Xiangping Bryce Zhai; Xi Liu; Chun-Ming Wu; Fangliang Lou; Hongke ZhangKeywords
: AccelerationLink
: IEEE Xplore
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Near Optimal Learning-Driven Mechanisms for Stable NFV Markets in Multitier Cloud Networks
Publication
: TON 2022 (CCF-A)Authors
: Zichuan Xu; Haozhe Ren; Weifa Liang; Qiufen Xia; Wanlei Zhou; Pan Zhou; Wenzheng Xu; Guowei Wu; Mingchu LiKeywords
: MarketLink
: IEEE Xplore
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KPI Guarantees in Network Slicing
Publication
: TON 2021 (CCF-A) (Early Access)Authors
: Jorge Martín-Pérez; Francesco Malandrino; Carla Fabiana Chiasserini; Milan Groshev; Carlos J. BernardosKeywords
: PerformanceLink
: IEEE Xplore
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Dynamic Network Security Function Enforcement via Joint Flow and Function Scheduling
Publication
: TIFS 2022 (CCF-A)Authors
: Qi Li; Xinhao Deng; Zhuotao Liu; Yuan Yang; Xiaoyue Zou; Qian Wang; Mingwei Xu; Jianping WuKeywords
: SecurityLink
: IEEE Xplore
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The Greatest Teacher, Failure is: Using Reinforcement Learning for SFC Placement Based on Availability and Energy Consumption
Authors
: Guto Leoni Santos, Theo Lynn, Judith Kelner, Patricia Takako EndoLink
: arXiv
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Learning based E2E Energy Efficient in Joint Radio and NFV Resource Allocation for 5G and Beyond Networks
Authors
: Narges Gholipoor, Ali Nouruzi, Shima Salarhosseini, Mohammad Reza Javan, Nader Mokari, Eduard A. JorswieckLink
: arXiv
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When SRv6 meets 5G Core: Implementation and Deployment of a Network Service Chaining Function in SmartNICs
Authors
: Guilherme Matos, Fabio Luciano Verdi, Luis Miguel Contreras, Leandro C. de AlmeidaLink
: arXiv
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End-to-End Delay Guaranteed SFC Deployment: A Multi-level Mapping Approach
Authors
: Fatemeh Yaghoubpour, Bahador Bakhshi, Fateme SeifiLink
: arXiv
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Service Function Chaining in MEC: A Mean-Field Game and Reinforcement Learning Approach
Authors
: Amine Abouaomar, Soumaya Cherkaoui, Zoubeir Mlika, Abdellatif KobbaneLink
: arXiv
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Automated SmartNIC Offloading Insights for Network Functions
Publication
: SOSP 2021 (CCF-A)Authors
: Yiming Qiu, Jiarong Xing, Kuo-Feng Hsu, Qiao Kang, Ming Liu, Srinivas Narayana, Ang ChenKeywords
: OffloadingLink
: ACM DL
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Bento: safely bringing network function virtualization to Tor
Publication
: SIGCOMM 2021 (CCF-A)Authors
: Michael Reininger, Arushi Arora, Stephen Herwig, Nicholas Francino, Jayson Hurst, Christina Garman, Dave LevinKeywords
: ProgrammableLink
: ACM DL
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vSFC: Generic and Agile Verification of Service Function Chains in the Cloud
Publication
: TON 2021 (CCF-A)Authors
: Xiaoli Zhang; Qi Li; Zeyu Zhang; Jianping Wu; Jiahai YangKeywords
: VerificationLink
: IEEE Xplore
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Performance Modeling of Softwarized Network Services Based on Queuing Theory With Experimental Validation
Publication
: TMC 2021 (CCF-A)Authors
: Jonathan Prados-Garzon; Pablo Ameigeiras; Juan J. Ramos-Munoz; Jorge Navarro-Ortiz; Pilar Andres-Maldonado; Juan M. Lopez-SolerKeywords
: PerformanceLink
: IEEE Xplore
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Leveraging Network Functions Virtualization Orchestrators to Achieve Software-Defined Access Control in the Clouds
Publication
: TDSC 2021 (CCF-A)Authors
: Montida Pattaranantakul; Ruan He; Zonghua Zhang; Ahmed Meddahi; Ping WangKeywords
: SecurityLink
: IEEE Xplore
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Contention-Aware Performance Prediction For Virtualized Network Functions
Publication
: SIGCOMM 2020 (CCF-A)Authors
: Antonis Manousis, Rahul Anand Sharma, Vyas Sekar, Justine SherryKeywords
: PerformanceLink
: ACM DL
-
Fault Tolerant Service Function Chaining
Publication
: SIGCOMM 2020 (CCF-A)Authors
: Milad Ghaznavi, Elaheh Jalalpour, Bernard Wong, Raouf Boutaba, Ali José MashtizadehKeywords
: Fault-tolerantLink
: ACM DL
-
Looking Glass of NFV: Inferring the Structure and State of NFV Network From External Observations
Publication
: TON 2020 (CCF-A)Authors
: Yilei Lin; Ting He; Shiqiang Wang; Kevin Chan; Stephen PasterisKeywords
: FrameworkLink
: IEEE Xplore
-
Adding Support for Automatic Enforcement of Security Policies in NFV Networks
Publication
: TON 2019 (CCF-A)Authors
: Cataldo Basile; Fulvio Valenza; Antonio Lioy; Diego R. Lopez; Antonio Pastor PeralesKeywords
: SecurityLink
: IEEE Xplore
-
Automated synthesis of adversarial workloads for network functions
Publication
: SIGCOMM 2018 (CCF-A)Authors
: Luis Pedrosa, Rishabh Iyer, Arseniy Zaostrovnykh, Jonas Fietz, Katerina ArgyrakiKeywords
: Adversarial workloadsLink
: ACM DL
-
Design, Implementation and Verification of Cloud Architecture for Monitoring a Virtual Machine's Security Health
Publication
: TC 2018 (CCF-A)Authors
: Tianwei Zhang; Ruby B. LeeKeywords
: SecurityLink
: IEEE Xplore
😃Favorably receive that submit relevant papers to this repository in the appropriate format:
# Exemples
## A template of the survey / analysis
1. **Recent Advances of Resource Allocation in Network Function Virtualization**
- `Publication`: TPDS 2021 (**CCF-A**)
- `Authors`: Song Yang, Fan Li, Stojan Trajanovski, Ramin Yahyapour, Xiaoming Fu
- `Link`: [IEEE Xplore](https://ieeexplore.ieee.org/document/9169857)
## A template of the research paper
1. **An Online Algorithm for VNF Service Chain Scaling in Datacenters**
- `Publication`: TON 2020 (**CCF-A**)
- `Authors`: Ziyue Luo, Chuan Wu
- `Keywords`: Scheduling, Deployment, ILP (Integer Linear Program), Regularization, Rounding
- `Objective`: Minimize the operating cost and deployment cost
- `Link`: [paper](https://i.cs.hku.hk/~cwu/papers/zyluo-ton19.pdf)
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