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Network Softwarization:
Trends, Challenges, and Research Efforts
Encontro Telecom @ Unicamp
Prof. Christian Esteve Rothenberg
Department of Computer Engineering and Industrial Automation (DCA)
Faculty of Electrical and Computer Engineering (FEEC)
University of Campinas (UNICAMP)
• Very intensive
in hardware
• Software not at
the core
• Very intensive
in software
• Hardware is a
necessary base
x
HARDWARE SOFTWARE+
-
+
-
Traditional telcos Internet players
Adapt to survive: Telco evolution focus shifting from hardware to software
Source: Adapted from D. Lopez Telefonica I+D, NFV
Enter the Software-Defined Era
Google, FacebookAT&T, Telefonica,
Telebras
NFV >>> Accelerating Transformation
Source: Adapted from D. Lopez Telefonica I+D, NFV
Trends
• High performance industry
standard servers shipped in very
high volume
• Convergence of computing,
storage and networks
• New virtualization technologies
that abstract underlying
hardware yielding elasticity,
scalability and automation
• Software-defined networking
• Cloud services
• Mobility, explosion of devices
and traffic
Challenges
• Huge capital investment to deal with
current trends
• Network operators face an increasing
disparity between costs and revenues
• Complexity: large and increasing
variety of proprietary hardware
appliances in operator’s network
• Reduced hardware lifecycles
• Lack of flexibility and agility: cannot
move network resources where &
when needed
• Launching new services is difficult
and takes too long. Often requires yet
another proprietary box which needs
to be integrated
Source: Adapted from D. Lopez Telefonica I+D, NFV
A means to make the network more flexible and simple by
minimising dependence on HW constraints
The NFV Concept
Source: Adapted from D. Lopez Telefonica I+D, NFV
BRAS
FirewallDPI
CDN
Tester/QoE
monitor
WAN
Acceleration
Message
Router
Radio Access
Network Nodes
Carrier
Grade NAT
Session Border
Controller
Network Virtualisation Approach
PE RouterSGSN/GGSN
Independent Software Vendors
Standard High Volume
Ethernet Switches
Standard High Volume Storage
Standard High Volume Servers
Orchestrated,
automatic &
remote install.
Classical Network Appliance Approach
SDN & NFV
IT & Networking Growing Together
Source: NEC
Network equipment as
Black boxes
Open interfaces (OpenFlow) for
instructing the boxes what to do
SDN
Boxes with autonomous
behaviour Decisions are taken out of the box
FEATURE FEATURE
OPERATING SYSTEM
SPECIALIZED PACKET
FORWARDING HARDWAREFEATURE FEATURE
OPERATING SYSTEM
SPECIALIZED PACKET
FORWARDING HARDWARE
FEATURE FEATURE
OPERATING SYSTEM
SPECIALIZED PACKET
FORWARDING HARDWAREFEATURE FEATURE
OPERATING SYSTEM
SPECIALIZED PACKET
FORWARDING HARDWARE
SDN
Adapting OSS to manage black boxes
Simpler OSS to manage the SDN
controller
SDN
FEATURE FEATURE
OPERATING SYSTEM
SPECIALIZED PACKET
FORWARDINGHARDWAREFEATURE FEATURE
OPERATING SYSTEM
SPECIALIZED PACKET
FORWARDINGHARDWARE
FEATURE FEATURE
OPERATING SYSTEM
SPECIALIZED PACKET
FORWARDINGHARDWAREFEATURE FEATURE
OPERATING SYSTEM
SPECIALIZED PACKET
FORWARDINGHARDWARE
Software Defined Networking
Source: Adapted from D. Lopez Telefonica I+D, NFV
NFV vs SDN
• NFV: re-definition of network equipment architecture
• NFV was born to meet Service Provider (SP) needs:
• Lower CAPEX by reducing/eliminating proprietary hardware
• Consolidate multiple network functions onto industry
standard platforms
• SDN: re-definition of network architecture
• SDN comes from the IT world:
• Separate the data and control layers,
while centralizing the control
• Deliver the ability to program network behavior using well-
defined interfaces
NFV vs SDN
SDN ››› flexible forwarding & steering of traffic
in a physical or virtual network environment
NFV ››› flexible placement of virtualized
network functions across the network & cloud
››› SDN & NFV are complementary tools for
achieving full network programmability
Flexibility with SDN & NFV
Source: Ahmad Rostami, Ericsson Research (Kista): http://www.itc26.org/fileadmin/ITC26_files/ITC26-Tutorial-Rostami.pdf
Source: Bob Briscoe, BT
So, why we need/want NFV(/SDN)?
1. Virtualization: Use network resource without worrying about where it is physically
located, how much it is, how it is organized, etc.
2. Orchestration: Manage thousands of devices
3. Programmable: Should be able to change behavior on the fly.
4. Dynamic Scaling: Should be able to change size, quantity, as a F(load)
5. Automation: Let machines / software do humans’ work
6. Visibility: Monitor resources, connectivity
7. Performance: Optimize network device utilization
8. Multi-tenancy: Slice the network for different customers (as-a-Service)
9. Service Integration: Let network management play nice with OSS/BSS
10. Openness: Full choice of modular plug-ins
Note: These are exactly the same reasons why we need/want SDN.
Source: Adapted from Raj Jain
The Frontier of Networking
Existing
• CLIs
• Closed Source
• Vendor Lead
• Classic Network
Appliances
New
• APIs
• Open Source
• Customer Lead
• Network Function
Virtualization (NFV)
Adapted from: Kyle Mestery, Next Generation Network Developer Skills
• Assistant Professor (tenure track) at FEEC/UNICAMP (since 2013)
• Leading the INTRIG lab at DCA/FEEC/UNICAMP
INTRIG: Information & Networking Technologies Research & Innovation Group
• Currently, supervising 5 PhD, 5 MSc candidates, and 4 undergrad students
• PhD in Electrical and Computer Engineering (FEEC/UNICAMP, 2010),
MSc in Electrical Eng and Information Technology (Darmstadt University, 2006),
Telecommunication Eng (Universidad Politécnica de Madrid, 2004)
• Visiting researcher at Ericsson Research Nomadic Lab, Jorvas, Finland, 2008,
participated in EU Publish/Subscribe Internet Routing Paradigm (PSIRP).
• Research Scientist at CPqD R&D Center in Telecommunication (2010-2013)
• Technical Lead of SDN activities in the Converged Networking Division
• ONF Research Associate (since Apr/2013)
About: Christian Esteve Rothenberg
Research Interests and Main Goals & Results
Software
Defined
Networking
Information
Centric
Networking
Network
Functions
Virtualization
• RouteFlow
(hybrid IP-SDN)
• softswitch13
• libfluid
(ONF Driver)
• SDN-2-SDN Peering
• MD2-NFV
(Multi-Domain Distributed)
• VNF-a-a-S
• Mini-CCNx -> Mini-NDNx
• LIPSIN
(in-packet Bloom filters)
• 10G VNF
• Multi-Core Architectures
• Mininet-WiFi :: Wireless / Mobility
Technical lead of successful open source projects:
• libfluid, winner of the ONF Driver Competition (Mar/2014)
• http://opennetworkingfoundation.github.io/libfluid/
• softswitch13, first OpenFlow 1.2 and 1.3 soft switch, controller, and testing framework
[funded and in technical collaboration with Ericsson] (2011 - 2013)
• https://github.com/CPqD/ofsoftswitch13
• Mini-CCNx, fast prototyping and experimentation of CCN networks (2013 - )
• https://github.com/carlosmscabral/mn-ccnx
• RouteFlow, first IP routing architecture for SDN (2010 - )
• https://github.com/routeflow/
More info: https://github.com/intrig-unicamp/ https://github.com/chesteve/ 16
Research Projects and Open Source Results
More info: Mininet-WiFi: Emulating Software-Defined Wireless Networks
https://github.com/intrig-unicamp/mininet-wifi
17
Mininet-WiFi
More info: Demos
Video 01: https://www.youtube.com/watch?v=_PtSmhf7Z8s
Video 02: https://www.youtube.com/watch?v=H46EPuJDJhc
Video 03: https://www.youtube.com/watch?v=WH6bSOKC7Lk
Mininet-WiFi :: Use Cases
19
Mininet-WiFi :: Research Target
Towards a high-fidelity wireless emulator
• Duration: 24 months (Started in May/2014) [Funded by Ericsson]
20
Ongoing research project:
Advanced Peering with a Software-Defined Knowledge Plane
MD2-NFV
• Resource trading (computation, storage, network) between different domains to
optimize VNF placement across providers (offering NFVI-as-a-Service)
• More info: "MD2-NFV: The Case for Multi-Domain Distributed Network Functions Virtualization". In
NetSys SDNFlex 2015.
Flash NFV-Benchmarking Service
• A fast, distributed benchmarking service to assess candidate locations in terms of
computation and network (BW, latency, etc.) from multiple vantage points to support the
decision of best location for target VNFs (“try before deploy”).
• More info: "VBaaS: VNF Benchmark-as-a-Service". In fourth edition of the European Workshop on
Software Defined Networks (EWSDN 2015).
KP-Query
• Network State & Management primitives for graph databases embodying multi-layer
virtualized infrastructures based on semantic graph annotations
• More info: "Towards Semantic Network Models via Graph Databases for SDN Applications". In fourth
edition of the European Workshop on Software Defined Networks (EWSDN 2015).
21
Related use cases under investigation:
Advanced Peering with a Software-Defined Knowledge Plane
22
Mapping the Big Picture to Partial Results & Research
Advanced Peering with a Software-Defined Knowledge Plane
• Semantic Models / APIs based on
NML (Network Markup Language)
• Knowledge generation based on
Machine Learning & Big Data
• ALTO as East/West “Peering” APIs between SDN domains
• Exchange Topology and Cost Maps
• Optimize Placement & Routing towards Services/Content
• Anatomy of current IXP Ecosystem
• Extracting requirements for SDN peering and
realistic topologies for inter-domain SDN
Location of Each Brazilian IXP (figure extracted from http://www.ptt.br)
0
2
3
PTTMetro in Brazil (PTT.br)
Figure 1b. Example Graph
of PTT-VIX (Vitória, ES)
Data Sources
• PTT.br Official Data at www.ptt.br
• PeeringDB (we found it was unreliable)
• Telnet Access to IXP's Looking Glasses (BGP Table, Paths Summary, Communities List
Graph analysis on BGP adjacency matrix of all IXPs using NetworkX and Neo4j)
Methodology: AS-level Graphs
25
Results (see details in SBRC´15 & on-demand)
• Profile and Classification of IXP's Members
• Who is currently where? Who should be there?
• AS Vertices's Degree / Depth / Diameter
• How many? How far?
• Density of Peering
• How many unexpoited peering relationships?
–> Peering Recommender system
–> SDN-enabled peering opportunities
• AS-Prepend for TE
• How much indirect TE through BGP hacks?
–> SDN-enabled QoS between peers
• k-Clique Communities & Machine Learning (ML)
• Organization and Classification of Customer/Client/Peers
• –> Peering Recommender system?
Thanks! Obrigado! (More) Questions?
chesteve@dca.fee.unicamp.br
http://www.dca.fee.unicamp.br/~chesteve/
http://www.intrig.dca.fee.unicamp.br
26
• Duration: 24 months (Started in May/2014) [Funded by Ericsson]
27
Ongoing research project:
Advanced Peering with a Software-Defined Knowledge Plane
• Investigate SDN-SDN communication options that allow SDN networks in different
administrative domains to achieve advanced peering agreements beyond pure packet
routing, for instance by integrating best placement of content and applications.
• Re-examine the concept of Knowledge Plane with the visibility and SDN abstractions
(topology map, flow tuples, policy specification) and direct control capabilities (i.e., rich
matching and instructions) of OpenFlow/SDN approaches.
• Design Knowledge Plane mechanisms for querying (SDN) network properties of participants
at IXPs. Define APIs that allow operators to differentiate and close the gap between
applications and networks, with focus on optimizing content/application placement.
• Develop novel SDN control loops (information gathering + knowledge generation + network
actuation) leveraging SDN visibility (among other data sources) for data collection and
network control via direct OpenFlow/SDN programmability or indirect via existing protocols
(non-OF SDN).
• Design suitable data models and available graph-oriented DBs (and/or big data stores for
map-reduce like operations) to embody the "Network Information Base” using annotated
and semantically meaningful graphs.
• Prototypes of inter-SDN architecture and its building blocks for evaluation and proof of
concept purposes. Software prototyping based on OpenDaylight, NoSQL graph-oriented
databases (e.g. Neo4j, Titan), and Hadoop-like infrastructures.
Research Goals
Advanced Peering with a Software-Defined Knowledge Plane
• Christian Esteve Rothenberg is an Assistant Professor in the Faculty of Electrical and
Computer Engineering at University of Campinas (UNICAMP), where he received his
Ph.D. in Computer Engineering in 2010.
• From 2010 to 2013, he worked as Senior Research Scientist in the areas of IP systems
and networking at CPqD Research and Development Center in Telecommunications
(Campinas, Brazil), where he was technical lead of R&D acitivities in the field of
OpenFlow and SDN such as the RouteFlow project, the OpenFlow 1.3 Ericsson/CPqD
softswitch, or the ONF Driver competition.
• Christian holds the Telecommunication Engineering degree from Universidad Politécnica
de Madrid (ETSIT - UPM), Spain, and the M.Sc. (Dipl. Ing.) degree in Electrical
Engineering and Information Technology from the Darmstadt University of Technology
(TUD), Germany, 2006.
• Christian holds two international patents and has over 70 publications including
scientific journals and top-tier networking conferences such as SIGCOMM and INFOCOM.
Since April 2013, Christian is an Open Networking Foundation (ONF) Research
Associate.
29
Short-bio
• Software-Defined Networking: A Comprehensive Survey.
Diego Kreutz, Fernando M. V. Ramos, Paulo Verissimo, Christian Esteve Rothenberg,
Siamak Azodolmolky, Steve Uhlig. In Proceedings of the IEEE, Jan., 2015.
• http://arxiv.org/abs/1406.0440 https://github.com/SDN-Survey/latex/wiki
• When Open Source Meets Network Control Planes.
Rothenberg, C.E. Chua, R. ; Bailey, J. ; Winter, M. ; Correa, C.N.A. ; de Lucena, S.C. ;
Salvador, M.R. ; Nadeau, T.D.. In IEEE Computer, vol.47, no.11, pp.46,54, Nov. 2014
• Cardigan: SDN Distributed Routing Fabric Going Live at an Internet Exchange.
Jonathan P. Stringer, Carlos Corrêa, Josh Bailey, Dean Pemberton, Qiang Fu, Christopher
Lorier, Richard Nelson, Christian Esteve Rothenberg. In IEEE ISCC, June 2014
• Cardigan: Deploying a Distributed Routing Fabric." In ACM SIGCOMM 2013 - HotSDN'13 (Poster)
• Revisiting Routing Control Platforms with the Eyes and Muscles of Software-Defined
Networking
Christian E. Rothenberg, Marcelo R. Nascimento, Marcos R. Salvador, Carlos Corrêa,
Sidney Lucena, and Robert Raszuk. In ACM SiGCOMM HotSDN, Aug 2012
30
(Selected) Publications related to SDN
• Marcos Siqueira, Fabian Hooft, Juliano Oliveira, Edmundo Madeira, Christian Esteve Rothenberg,
Providing Optical Network as a Service with Policy-based Transport SDN. In Journal of Network
and Systems Management, June 2014.
• P. Jokela, H. Mahkonen, C. Esteve Rothenberg, and J. Ott. (Deployable) Reduction of Multicast
State with In-packet Bloom Filters. In IFIP NETWORKING, 2013.
• S. Tarkoma, C. Esteve Rothenberg and E. Lagerspetz. Theory and Practice of Bloom Filters for
Distributed Systems. In IEEE Communications Surveys and Tutorials. Vol. 14, Number 1,
2012
• M. Särelä, C. Esteve Rothenberg, T. Aura, A. Zahemszky, P. Nikander and J. Ott. Forwarding
Anomalies in Bloom Filter Based Multicast, In IEEE INFOCOM 2011.
• P. Jokela, A. Zahemszky, C. Esteve, S. Arianfar, and P. Nikander. LIPSIN: Line speed
Publish/Subscribe Inter-Networking. In ACM SIGCOMM 2009.
31
(Selected) Publications
More info: "MD2-NFV: The Case for Multi-Domain Distributed Network Functions
Virtualization". To appear in NetSys SDNFlex 2015, Cottbus, Germany, March, 2015. 32
Peering Use Cases in Multi-Domain Distributed NFV
33
Results
34
Results
35
Results
36
Results
37
Results

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Network Softwarization Trends and Research

  • 1. Network Softwarization: Trends, Challenges, and Research Efforts Encontro Telecom @ Unicamp Prof. Christian Esteve Rothenberg Department of Computer Engineering and Industrial Automation (DCA) Faculty of Electrical and Computer Engineering (FEEC) University of Campinas (UNICAMP)
  • 2. • Very intensive in hardware • Software not at the core • Very intensive in software • Hardware is a necessary base x HARDWARE SOFTWARE+ - + - Traditional telcos Internet players Adapt to survive: Telco evolution focus shifting from hardware to software Source: Adapted from D. Lopez Telefonica I+D, NFV Enter the Software-Defined Era Google, FacebookAT&T, Telefonica, Telebras
  • 3. NFV >>> Accelerating Transformation Source: Adapted from D. Lopez Telefonica I+D, NFV
  • 4. Trends • High performance industry standard servers shipped in very high volume • Convergence of computing, storage and networks • New virtualization technologies that abstract underlying hardware yielding elasticity, scalability and automation • Software-defined networking • Cloud services • Mobility, explosion of devices and traffic Challenges • Huge capital investment to deal with current trends • Network operators face an increasing disparity between costs and revenues • Complexity: large and increasing variety of proprietary hardware appliances in operator’s network • Reduced hardware lifecycles • Lack of flexibility and agility: cannot move network resources where & when needed • Launching new services is difficult and takes too long. Often requires yet another proprietary box which needs to be integrated Source: Adapted from D. Lopez Telefonica I+D, NFV
  • 5. A means to make the network more flexible and simple by minimising dependence on HW constraints The NFV Concept Source: Adapted from D. Lopez Telefonica I+D, NFV BRAS FirewallDPI CDN Tester/QoE monitor WAN Acceleration Message Router Radio Access Network Nodes Carrier Grade NAT Session Border Controller Network Virtualisation Approach PE RouterSGSN/GGSN Independent Software Vendors Standard High Volume Ethernet Switches Standard High Volume Storage Standard High Volume Servers Orchestrated, automatic & remote install. Classical Network Appliance Approach
  • 6. SDN & NFV IT & Networking Growing Together Source: NEC
  • 7. Network equipment as Black boxes Open interfaces (OpenFlow) for instructing the boxes what to do SDN Boxes with autonomous behaviour Decisions are taken out of the box FEATURE FEATURE OPERATING SYSTEM SPECIALIZED PACKET FORWARDING HARDWAREFEATURE FEATURE OPERATING SYSTEM SPECIALIZED PACKET FORWARDING HARDWARE FEATURE FEATURE OPERATING SYSTEM SPECIALIZED PACKET FORWARDING HARDWAREFEATURE FEATURE OPERATING SYSTEM SPECIALIZED PACKET FORWARDING HARDWARE SDN Adapting OSS to manage black boxes Simpler OSS to manage the SDN controller SDN FEATURE FEATURE OPERATING SYSTEM SPECIALIZED PACKET FORWARDINGHARDWAREFEATURE FEATURE OPERATING SYSTEM SPECIALIZED PACKET FORWARDINGHARDWARE FEATURE FEATURE OPERATING SYSTEM SPECIALIZED PACKET FORWARDINGHARDWAREFEATURE FEATURE OPERATING SYSTEM SPECIALIZED PACKET FORWARDINGHARDWARE Software Defined Networking Source: Adapted from D. Lopez Telefonica I+D, NFV
  • 8. NFV vs SDN • NFV: re-definition of network equipment architecture • NFV was born to meet Service Provider (SP) needs: • Lower CAPEX by reducing/eliminating proprietary hardware • Consolidate multiple network functions onto industry standard platforms • SDN: re-definition of network architecture • SDN comes from the IT world: • Separate the data and control layers, while centralizing the control • Deliver the ability to program network behavior using well- defined interfaces
  • 9. NFV vs SDN SDN ››› flexible forwarding & steering of traffic in a physical or virtual network environment NFV ››› flexible placement of virtualized network functions across the network & cloud ››› SDN & NFV are complementary tools for achieving full network programmability
  • 10. Flexibility with SDN & NFV Source: Ahmad Rostami, Ericsson Research (Kista): http://www.itc26.org/fileadmin/ITC26_files/ITC26-Tutorial-Rostami.pdf
  • 12. So, why we need/want NFV(/SDN)? 1. Virtualization: Use network resource without worrying about where it is physically located, how much it is, how it is organized, etc. 2. Orchestration: Manage thousands of devices 3. Programmable: Should be able to change behavior on the fly. 4. Dynamic Scaling: Should be able to change size, quantity, as a F(load) 5. Automation: Let machines / software do humans’ work 6. Visibility: Monitor resources, connectivity 7. Performance: Optimize network device utilization 8. Multi-tenancy: Slice the network for different customers (as-a-Service) 9. Service Integration: Let network management play nice with OSS/BSS 10. Openness: Full choice of modular plug-ins Note: These are exactly the same reasons why we need/want SDN. Source: Adapted from Raj Jain
  • 13. The Frontier of Networking Existing • CLIs • Closed Source • Vendor Lead • Classic Network Appliances New • APIs • Open Source • Customer Lead • Network Function Virtualization (NFV) Adapted from: Kyle Mestery, Next Generation Network Developer Skills
  • 14. • Assistant Professor (tenure track) at FEEC/UNICAMP (since 2013) • Leading the INTRIG lab at DCA/FEEC/UNICAMP INTRIG: Information & Networking Technologies Research & Innovation Group • Currently, supervising 5 PhD, 5 MSc candidates, and 4 undergrad students • PhD in Electrical and Computer Engineering (FEEC/UNICAMP, 2010), MSc in Electrical Eng and Information Technology (Darmstadt University, 2006), Telecommunication Eng (Universidad Politécnica de Madrid, 2004) • Visiting researcher at Ericsson Research Nomadic Lab, Jorvas, Finland, 2008, participated in EU Publish/Subscribe Internet Routing Paradigm (PSIRP). • Research Scientist at CPqD R&D Center in Telecommunication (2010-2013) • Technical Lead of SDN activities in the Converged Networking Division • ONF Research Associate (since Apr/2013) About: Christian Esteve Rothenberg
  • 15. Research Interests and Main Goals & Results Software Defined Networking Information Centric Networking Network Functions Virtualization • RouteFlow (hybrid IP-SDN) • softswitch13 • libfluid (ONF Driver) • SDN-2-SDN Peering • MD2-NFV (Multi-Domain Distributed) • VNF-a-a-S • Mini-CCNx -> Mini-NDNx • LIPSIN (in-packet Bloom filters) • 10G VNF • Multi-Core Architectures • Mininet-WiFi :: Wireless / Mobility
  • 16. Technical lead of successful open source projects: • libfluid, winner of the ONF Driver Competition (Mar/2014) • http://opennetworkingfoundation.github.io/libfluid/ • softswitch13, first OpenFlow 1.2 and 1.3 soft switch, controller, and testing framework [funded and in technical collaboration with Ericsson] (2011 - 2013) • https://github.com/CPqD/ofsoftswitch13 • Mini-CCNx, fast prototyping and experimentation of CCN networks (2013 - ) • https://github.com/carlosmscabral/mn-ccnx • RouteFlow, first IP routing architecture for SDN (2010 - ) • https://github.com/routeflow/ More info: https://github.com/intrig-unicamp/ https://github.com/chesteve/ 16 Research Projects and Open Source Results
  • 17. More info: Mininet-WiFi: Emulating Software-Defined Wireless Networks https://github.com/intrig-unicamp/mininet-wifi 17 Mininet-WiFi
  • 18. More info: Demos Video 01: https://www.youtube.com/watch?v=_PtSmhf7Z8s Video 02: https://www.youtube.com/watch?v=H46EPuJDJhc Video 03: https://www.youtube.com/watch?v=WH6bSOKC7Lk Mininet-WiFi :: Use Cases
  • 19. 19 Mininet-WiFi :: Research Target Towards a high-fidelity wireless emulator
  • 20. • Duration: 24 months (Started in May/2014) [Funded by Ericsson] 20 Ongoing research project: Advanced Peering with a Software-Defined Knowledge Plane
  • 21. MD2-NFV • Resource trading (computation, storage, network) between different domains to optimize VNF placement across providers (offering NFVI-as-a-Service) • More info: "MD2-NFV: The Case for Multi-Domain Distributed Network Functions Virtualization". In NetSys SDNFlex 2015. Flash NFV-Benchmarking Service • A fast, distributed benchmarking service to assess candidate locations in terms of computation and network (BW, latency, etc.) from multiple vantage points to support the decision of best location for target VNFs (“try before deploy”). • More info: "VBaaS: VNF Benchmark-as-a-Service". In fourth edition of the European Workshop on Software Defined Networks (EWSDN 2015). KP-Query • Network State & Management primitives for graph databases embodying multi-layer virtualized infrastructures based on semantic graph annotations • More info: "Towards Semantic Network Models via Graph Databases for SDN Applications". In fourth edition of the European Workshop on Software Defined Networks (EWSDN 2015). 21 Related use cases under investigation: Advanced Peering with a Software-Defined Knowledge Plane
  • 22. 22 Mapping the Big Picture to Partial Results & Research Advanced Peering with a Software-Defined Knowledge Plane • Semantic Models / APIs based on NML (Network Markup Language) • Knowledge generation based on Machine Learning & Big Data • ALTO as East/West “Peering” APIs between SDN domains • Exchange Topology and Cost Maps • Optimize Placement & Routing towards Services/Content • Anatomy of current IXP Ecosystem • Extracting requirements for SDN peering and realistic topologies for inter-domain SDN
  • 23. Location of Each Brazilian IXP (figure extracted from http://www.ptt.br) 0 2 3 PTTMetro in Brazil (PTT.br)
  • 24. Figure 1b. Example Graph of PTT-VIX (Vitória, ES) Data Sources • PTT.br Official Data at www.ptt.br • PeeringDB (we found it was unreliable) • Telnet Access to IXP's Looking Glasses (BGP Table, Paths Summary, Communities List Graph analysis on BGP adjacency matrix of all IXPs using NetworkX and Neo4j) Methodology: AS-level Graphs
  • 25. 25 Results (see details in SBRC´15 & on-demand) • Profile and Classification of IXP's Members • Who is currently where? Who should be there? • AS Vertices's Degree / Depth / Diameter • How many? How far? • Density of Peering • How many unexpoited peering relationships? –> Peering Recommender system –> SDN-enabled peering opportunities • AS-Prepend for TE • How much indirect TE through BGP hacks? –> SDN-enabled QoS between peers • k-Clique Communities & Machine Learning (ML) • Organization and Classification of Customer/Client/Peers • –> Peering Recommender system?
  • 26. Thanks! Obrigado! (More) Questions? chesteve@dca.fee.unicamp.br http://www.dca.fee.unicamp.br/~chesteve/ http://www.intrig.dca.fee.unicamp.br 26
  • 27. • Duration: 24 months (Started in May/2014) [Funded by Ericsson] 27 Ongoing research project: Advanced Peering with a Software-Defined Knowledge Plane
  • 28. • Investigate SDN-SDN communication options that allow SDN networks in different administrative domains to achieve advanced peering agreements beyond pure packet routing, for instance by integrating best placement of content and applications. • Re-examine the concept of Knowledge Plane with the visibility and SDN abstractions (topology map, flow tuples, policy specification) and direct control capabilities (i.e., rich matching and instructions) of OpenFlow/SDN approaches. • Design Knowledge Plane mechanisms for querying (SDN) network properties of participants at IXPs. Define APIs that allow operators to differentiate and close the gap between applications and networks, with focus on optimizing content/application placement. • Develop novel SDN control loops (information gathering + knowledge generation + network actuation) leveraging SDN visibility (among other data sources) for data collection and network control via direct OpenFlow/SDN programmability or indirect via existing protocols (non-OF SDN). • Design suitable data models and available graph-oriented DBs (and/or big data stores for map-reduce like operations) to embody the "Network Information Base” using annotated and semantically meaningful graphs. • Prototypes of inter-SDN architecture and its building blocks for evaluation and proof of concept purposes. Software prototyping based on OpenDaylight, NoSQL graph-oriented databases (e.g. Neo4j, Titan), and Hadoop-like infrastructures. Research Goals Advanced Peering with a Software-Defined Knowledge Plane
  • 29. • Christian Esteve Rothenberg is an Assistant Professor in the Faculty of Electrical and Computer Engineering at University of Campinas (UNICAMP), where he received his Ph.D. in Computer Engineering in 2010. • From 2010 to 2013, he worked as Senior Research Scientist in the areas of IP systems and networking at CPqD Research and Development Center in Telecommunications (Campinas, Brazil), where he was technical lead of R&D acitivities in the field of OpenFlow and SDN such as the RouteFlow project, the OpenFlow 1.3 Ericsson/CPqD softswitch, or the ONF Driver competition. • Christian holds the Telecommunication Engineering degree from Universidad Politécnica de Madrid (ETSIT - UPM), Spain, and the M.Sc. (Dipl. Ing.) degree in Electrical Engineering and Information Technology from the Darmstadt University of Technology (TUD), Germany, 2006. • Christian holds two international patents and has over 70 publications including scientific journals and top-tier networking conferences such as SIGCOMM and INFOCOM. Since April 2013, Christian is an Open Networking Foundation (ONF) Research Associate. 29 Short-bio
  • 30. • Software-Defined Networking: A Comprehensive Survey. Diego Kreutz, Fernando M. V. Ramos, Paulo Verissimo, Christian Esteve Rothenberg, Siamak Azodolmolky, Steve Uhlig. In Proceedings of the IEEE, Jan., 2015. • http://arxiv.org/abs/1406.0440 https://github.com/SDN-Survey/latex/wiki • When Open Source Meets Network Control Planes. Rothenberg, C.E. Chua, R. ; Bailey, J. ; Winter, M. ; Correa, C.N.A. ; de Lucena, S.C. ; Salvador, M.R. ; Nadeau, T.D.. In IEEE Computer, vol.47, no.11, pp.46,54, Nov. 2014 • Cardigan: SDN Distributed Routing Fabric Going Live at an Internet Exchange. Jonathan P. Stringer, Carlos Corrêa, Josh Bailey, Dean Pemberton, Qiang Fu, Christopher Lorier, Richard Nelson, Christian Esteve Rothenberg. In IEEE ISCC, June 2014 • Cardigan: Deploying a Distributed Routing Fabric." In ACM SIGCOMM 2013 - HotSDN'13 (Poster) • Revisiting Routing Control Platforms with the Eyes and Muscles of Software-Defined Networking Christian E. Rothenberg, Marcelo R. Nascimento, Marcos R. Salvador, Carlos Corrêa, Sidney Lucena, and Robert Raszuk. In ACM SiGCOMM HotSDN, Aug 2012 30 (Selected) Publications related to SDN
  • 31. • Marcos Siqueira, Fabian Hooft, Juliano Oliveira, Edmundo Madeira, Christian Esteve Rothenberg, Providing Optical Network as a Service with Policy-based Transport SDN. In Journal of Network and Systems Management, June 2014. • P. Jokela, H. Mahkonen, C. Esteve Rothenberg, and J. Ott. (Deployable) Reduction of Multicast State with In-packet Bloom Filters. In IFIP NETWORKING, 2013. • S. Tarkoma, C. Esteve Rothenberg and E. Lagerspetz. Theory and Practice of Bloom Filters for Distributed Systems. In IEEE Communications Surveys and Tutorials. Vol. 14, Number 1, 2012 • M. Särelä, C. Esteve Rothenberg, T. Aura, A. Zahemszky, P. Nikander and J. Ott. Forwarding Anomalies in Bloom Filter Based Multicast, In IEEE INFOCOM 2011. • P. Jokela, A. Zahemszky, C. Esteve, S. Arianfar, and P. Nikander. LIPSIN: Line speed Publish/Subscribe Inter-Networking. In ACM SIGCOMM 2009. 31 (Selected) Publications
  • 32. More info: "MD2-NFV: The Case for Multi-Domain Distributed Network Functions Virtualization". To appear in NetSys SDNFlex 2015, Cottbus, Germany, March, 2015. 32 Peering Use Cases in Multi-Domain Distributed NFV