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Department of Telecommunications and Media Informatics Department of Telecommunications and Media Informatics Faculty of Electrical Engineering and Informatics Budapest University of Technology and Economics Cloud Networking (VITMMA02) Software Defined Networking (SDN) in the Cloud Markosz Maliosz PhD Spring 2018
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Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

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Page 1: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Department of Telecommunications and Media Informatics

Faculty of Electrical Engineering and Informatics

Budapest University of Technology and Economics

Cloud Networking (VITMMA02) Software Defined Networking (SDN) in the Cloud

Markosz Maliosz PhD

Spring 2018

Page 2: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Traditional Computer Network » Data plane: wire-speed time scale (fast)

» packet handling: Forward, filter, buffer, mark, rate-limit, and measure packets

» Control plane: slower time scale (per control event) » distributed algorithms » tracking topology changes, computing routes, installing forwarding

rules

» Management plane: human time scale » centralized » collecting measurements and configuring the equipment

2 Spring 2018

Page 3: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Traditional Network (Device) Architecture » Networks used to be simple: Ethernet, IP, TCP…. » New control requirements led to great complexity

» Isolation VLANs, ACLs » Traffic engineering MPLS, ECMP, Weights » Packet processing Firewalls, NATs, middleboxes » Payload analysis Deep packet inspection (DPI) » …..

» Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services, Traffic Engineering, NAT, firewalls, MPLS, …

» An industry with a “mainframe-mentality” – monolithic

3

Million of lines of source code

5400 RFCs Barrier to entry

500M gates 10Gbytes RAM

Complex Power Hungry Specialized Packet

Forwarding

Hardware

Operating

System

App App App

Routing, management, mobility management, access control, VPNs, …

Spring 2018

Page 4: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Ideal vs. Real Architecture

» Lack of competition hinders innovation » few people can innovate » slow standardization process

» Closed architecture means blurry, closed interfaces » software bundled with hardware

» Vertically integrated, complex, closed, proprietary » vendor specific interfaces

» Not suitable for experimental ideas » Not good for network owners & users, researchers

4

Operating System

App

App

App

Specialized Packet

Forwarding Hardware

Specialized

Packet Forwarding

Hardware

Operating

System

App App App

Spring 2018

Page 5: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Similarities

5

Windows

(OS) Windows (OS)

Linux Mac

OS

x86

(Computer)

Windows

(OS)

App App

Linux Linux Mac

OS Mac

OS

Virtualization layer

App

Controller

1

App App

Controller

2

Virtualization or “Slicing”

App

OpenFlow

Controller

1 NOX (Network OS)

Controller

2 Network OS

Computer Industry Network Industry

Spring 2018

Page 6: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Software Defined Networking (SDN)

6

API to the data plane

(e.g., OpenFlow)

Logically-centralized control

Switches

Smart,

slow

Dumb,

fast

Spring 2018

Page 7: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

SDN Components

7

App

Simple Packet

Forwarding

Hardware

Simple Packet

Forwarding

Hardware

Simple Packet

Forwarding

Hardware

App App

Simple Packet

Forwarding

Hardware Simple Packet

Forwarding

Hardware

Network Operating System

1. Open interface to hardware

3. Well-defined open API 2. At least one good operating system

Extensible, possibly open-source

Spring 2018

Page 8: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

SDN and Virtualization

8

Simple Packet

Forwarding

Hardware

Network

Operating

System 1

Open interface to hardware

Virtualization or “Slicing” Layer

Network

Operating

System 2

Network

Operating

System 3

Network

Operating

System 4

App App App App App App App App

Many operating systems, or Many versions

Open interface to hardware Isolated “slices”

Simple Packet

Forwarding

Hardware Simple Packet

Forwarding

Hardware Simple Packet

Forwarding

Hardware

Simple Packet

Forwarding

Hardware

Spring 2018

Page 9: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Traditional Switch/Router

» Operations can be partitioned into planes » Management plane / Configuration

» Control plane / Decisions

» Data plane / Forwarding

9 Spring 2018

Page 10: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Concept of SDN

» Separate Control plane and Data plane entities » Network intelligence and state are logically centralized

» The underlying network infrastructure is abstracted from the applications

» Execute or run Control plane software on general purpose hardware » Decouple from specific networking hardware

» Use commodity servers

» Have programmable data planes » Maintain, control and program data plane state from a

central entity

» An architecture to control not just a networking device but an entire network

10 Spring 2018

Page 11: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Control Software Program

Control program operates on view of network » Input: global network view (graph/database)

» Annotated network graph provided through an API » Receives events from switches

» Topology changes » Traffic statistics » Arriving packets

» Output: configuration of each network device » Control mechanism is a program, implementing e.g. a graph

algorithm » Sends commands to switches

» (Un)install rules » Query statistics » Send packets

Control program is not a distributed system » Abstraction hides details of distributed state

11 Spring 2018

Page 12: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

SDN with Abstractions in the Control Plane

12

Network Operating System

Routing Traffic Engineering

Other Applications

Well-defined API

Network Map Abstraction

Forwarding

Forwarding

Forwarding

Forwarding

Network Virtualization

Spring 2018

Page 13: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Forwarding Abstraction

» Purpose: Abstract away forwarding hardware

» Flexible » Behavior specified by control plane

» Built from basic set of forwarding primitives

» Minimal » Streamlined for speed and low-power

» Control program not vendor-specific

» OpenFlow is an example way of such an abstraction

13 Spring 2018

Page 14: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

What is OpenFlow? » Provides open interface to “black

box” networking node » (i.e. Routers, L2/L3 switch) to

enable visibility and openness in network

» Separation of control plane and data plane » The datapath of an OpenFlow

Switch consists of a Flow Table, and an action associated with each flow entry

» The control path consists of a controller which programs the flow entry in the flow table

» OpenFlow is based on an Ethernet switch, with an internal flow-table, and a standardized interface to add and remove flow entries

14 Spring 2018

Page 15: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

OpenFlow Devices

Spring 2018 15

Controller/NOS » POX: (Python)

» general SDN controller » features: queriable topology graph and

support for virtualization

» NOX: (C++) » was the first OpenFlow controller

» IRIS: (Java) » features : Horizontal Scalability for carrier-

grade network; High Availability with transparent failover from failure; (Multi-domain support with recursive network abstraction based on Openflow

» Beacon: (Java) » event-based and threaded operation

» Floodlight: (Java) » enterprise level

» OpenDaylight (Java) » NFV

» Ryu: (Python) » an open-sourced Network Operating System

(NOS)

» NodeFlow (JavaScript) » an OpenFlow controller written in pure

JavaScript for Node.JS

» ovs-controller (C) » Trivial reference controller packaged with

Open vSwitch

Switches » Software Switches

» Stanford Reference Implementation v1.0

» Ericsson implementation v1.1 & v1.2 » Linux-based Software Switch

running in User Space » Open vSwitch

» Linux-based Software Switch running in Kernel Space

» Not just an OF switch, widely used by virtual machines (VirtualBox, Xen)

» Firmware of some devices based on Open vSwitch

» OpenFlow 1.3 Software Switch » CPqD in technical collaboration

with Ericsson Research, Brazil » Software → Hardware

» Commercial off-the-shelf (COTS) devices

» running OpenWRT » software switches can be ported » run by CPU » in user-space

» NetFPGA-based implementation » Hardware vendors

» HP, Cisco, Juniper, IBM, Arista, NEC, Netgear, Pronto, …

Page 16: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

OpenFlow Basics

16

Control Program A Control Program B

Network OS

Packet Forwarding

Packet Forwarding

Packet Forwarding

Flow Table(s)

“If header = p, send to port 4”

“If header = ?, send to me”

“If header = q, overwrite header with r,

add header s, and send to ports 5,6”

Spring 2018

Page 17: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

OF Primitives: <Header match, Action>

» Simple packet-handling rules

» Match arbitrary bits in headers:

» Match on any header, or new header

» Allows any flow granularity

» Action » Forward to port(s), drop, send to controller

» Overwrite header with mask, push or pop

» Forward at specific bit-rate

17

Header Data

Match: 1000x01xx0101001x

Spring 2018

Page 18: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Flow Table

» Flow table in switches, routers, and chipsets

18

Rule

(exact & wildcard) Action Statistics

Rule

(exact & wildcard) Action Statistics

Rule

(exact & wildcard) Action Statistics

Rule

(exact & wildcard) Default Action Statistics

Flow 1.

Flow 2.

Flow 3.

Flow N.

Spring 2018

Page 19: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Match Fields

StatsAction

In PortSrc

MAC

Dst

MAC

Eth

Type

Vlan

IdIP Tos

IP

ProtoIP Src IP Dst

TCP

Src Port

TCP Dst

Port

Layer 2 Layer 3 Layer 4

1. Packet

2. Byte counters

1. Forward packet to port(s)2. Encapsulate and forward to

controller3. Drop packet 4. Send to normal processing pipeline

Flow Entries

» A flow entry consists of » Match fields: Match against packets

» Action: Modify the action set or pipeline processing

» Stats: Update the matching packets

Spring 2018 19

Page 20: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Examples (1/2)

20

Switching

*

Switch Port

MAC src

MAC dst

Eth type

VLAN ID

IP Src

IP Dst

IP Prot

TCP sport

TCP dport

Action

* 00:1f:.. * * * * * * * port6

Flow Switching

port3

Switch Port

MAC src

MAC dst

Eth type

VLAN ID

IP Src

IP Dst

IP Prot

TCP sport

TCP dport

Action

00:20.. 00:1f.. 0800 vlan1 1.2.3.4 5.6.7.8 4 17264 80 port6

Firewall

*

Switch Port

MAC src

MAC dst

Eth type

VLAN ID

IP Src

IP Dst

IP Prot

TCP sport

TCP dport

Action

* * * * * * * * 22 drop

Spring 2018

Page 21: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Examples (2/2)

21

Routing

*

Switch Port

MAC src

MAC dst

Eth type

VLAN ID

IP Src

IP Dst

IP Prot

TCP sport

TCP dport

Action

* * * * * 5.6.7.8 * * * port6

VLAN Switching

*

Switch Port

MAC src

MAC dst

Eth type

VLAN ID

IP Src

IP Dst

IP Prot

TCP sport

TCP dport

Action

* * vlan1 * * * * * port6, port7, port9

00:1f..

Spring 2018

Page 22: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

OpenFlow Building Blocks

22 Spring 2018

Page 23: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Slicing » FlowVisor

» software proxy between the forwarding and control planes of network devices

» it assigns hardware resources to “slices” » topology discovery is per slice

» Separate VLANs for Production and Research Traffic

23 Spring 2018

Page 24: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Reactive operation

» Packets are managed as flows » The 1st packet of a flow is sent to the controller

» The controller programs the actions of datapath for a flow

» Usually one rule, but may be a list

» Actions include: Forward to a port or ports, Mirror, Encapsulate and forward to controller, Drop

» And returns the packet to the datapath

» Subsequent packets are handled directly by the datapath

24 Spring 2018

Page 25: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

SDN in the Cloud

» Instead of reactive operation… » 1st packet sent to controller delay

» end-to-end: many rule entries, scalability problem

» tenant and VM changes would affect all physical switches

» …pro-active operation with overlay networks » physical network provides L2/L3 connectivity

» controller pre-programs devices in advance low delay

» tunnels: tenant state only in endpoints (servers: hypervisor, virtual switch/router) scalable

» less entries in forwarding tables » not for each VM, but only for physical servers

» tenant and VM changes do not affect physical switches

25 Spring 2018

Page 26: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Cloud Management and SDN

Spring 2018 26

» Orchestration functions by OpenStack » higher level abstraction

» deals with virtual resources

» not only for network, but for a whole application system

» VMs, storage, etc. + network

» CLI or horizon dashboard » automation: Heat templates

» SDN » lower level network realization

of the above

Cloud management/orchestration platform / applications

Northbound API

Network virtualization manager/controller

Southbound API

Network services

Hypervisor

Physical network

Network services

vSwitch/vRouter

Overlay protocol Gateway

Page 27: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

OpenStack

Spring 2018 27

» OVS Neutron plugin » OpenFlow for programming virtual switch tables

» mapping VM MAC address and server hypervisor transport IP address – known by the orchestration

» proactive » northbound interface: Neutron » southbound interface: OpenFlow

» SDN controller plugins can be replaced » e.g. OpenDaylight OpenStack Neutron plugin

Page 28: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

SDN in the Cloud

» Not only for virtual switches/routers, but also for physical network devices

Spring 2018 28

Source: http://www.opencontrail.org/opencontrail-architecture-documentation/

Page 29: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Data Center Network Requirements

» Minimizing the configuration and stored states of network devices » automation, as much as possible

» Effective traffic forwarding, high performance

» no loops

» adaptation to traffic changes

» meet tenant SLA

» Quick and easy VM migration » transparent migration

» Fast and effective fault detection/recovery

» quite frequent because of the large number of elements

» network must adjusted to the fault recovery

Spring 2018 29

Page 30: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Traditional networking solutions

» Layer 3 + hierarchical addressing small forwarding tables + OSPF fast fault handling + IP TTL: to prevent loops - high administration burden (to configure sub-networks,

DHCP, etc.)

» Layer2 + Flat MAC addressing (locality independent) + to prevent loops: STP + less administration burden - broadcast traffic (not very scalable) - STP: unused links in the topology

» VLAN » scalalbility limit (max. 4K) » disadvantages from static configuration

Spring 2018 30

Page 31: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Networking with SDN

» controller is aware about the whole network » device discovery

» MAC, IP addresses, connections

» realizing the network on a lower level according to orchestration tasks

» quick and dynamic network provisioning » flexible: tenant self-service

» automated network resource allocation and management

» optimizing traffic, even between data centers

» scalable

» NFV

Spring 2018 31

Page 32: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Examples of cloud specific tasks

» Load Balancing – LB

» inter-DC tunnel

» VM migration

» scalable packet forwarding

Spring 2018 32

Page 33: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Load Balancing » Dynamism

» timer for OpenFlow rule entries

» Required operations for Load Balancing » rewrite public IP to server IP » forwarding to server output port » the opposite operations in the backward direction

» To do » hash based routing » TCP flag checking to identify new flows

» Plug-n-Serve: Load-Balancing Web Traffic using OpenFlow » Load balancing according to network and server loads in a distributed way

Spring 2018 33

Source: http://conferences.sigcomm.org/sigcomm/2009/demos/sigcomm-pd-2009-final26.pdf

Page 34: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

SDN for inter-DC traffic » Traffic

» cloud bursting » geographical aspects in load balancing

» Tunnel provisioning with reactive operation » multipath » changes in paths = reprogramming packet headers on-the-fly

Spring 2018 34

Source: http://www.opencontrail.org/how-to-setup-opencontrail-gateway-juniper-mx-cisco-asr-and-software-gw/

Page 35: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

VM migration » Reasons

» maintenance, load balancing » VM consolidation (energy savings) » disaster recovery: migrating full

application stacks

» Difficulties of migration to another subnet

» hierarchical IP addressing » manual reconfiguration is not

viable » without disrupting live TCP

connections

» CrossRoads » locality independence:

pseudo MAC (PMAC) and IP addresses (PIP)

» SDN controller manages the mapping

Spring 2018 35

Source: Mann, V.; Vishnoi, A; Kannan, K.; Kalyanaraman, S., "CrossRoads: Seamless VM mobility

across data centers through software defined networking," Network Operations and Management

Symposium (NOMS), 2012 IEEE , vol., no., pp.88,96, 16-20 April 2012

Page 36: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

SDN scalability

» A challenge for the control plane » number of VMs, tenant rules, SLAs, flows, etc.

» in multi domain environment: federation of controllers » information exchange

» sharing states

» easily extensible

» NEC tests from 2014 » Trema OpenFlow controller

» Layer 2 networks with VXLAN technology

» controllers with load balancing » a controller manages 410 switches, scales linearly

» running 16 000 virtual networks » 1024 switch, 128 VM on each

» to provision a virtual network takes constant 4 sec

Spring 2018 36

Page 37: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

Deployments and Applications

» Amazon, Google, Facebook, Microsoft Azure » individual SDN solutions

» Google inter-datacenter WAN using SDN and OpenFlow

» centralized traffic engineering

» lowering network costs

» Data Centers provisioned by NEC

» lowering network costs

» VMware » Nicira (SDN, network virtualization)

» Network Virtualization Platform (NVP): overlay networking technology VMware NSX

37 Spring 2018

Page 38: Cloud Networking (VITMMA02) · » Traffic engineering MPLS, ECMP, Weights ... » Many complex functions built into the infrastructure » OSPF, BGP, multicast, differentiated services,

Department of Telecommunications and Media Informatics

References » Nick McKeown (Stanford University),"Software-defined

Networking“, Infocom Keynote Talk, April 2009, Rio de Janeiro, Brazil

» Srini Seetharaman, OpenFlow/SDN tutorial, Nov 2011 » Jennifer Rexford (Princeton University), Computer Science

461: Computer Networks, Software Defined Networking » Matt Davy (Indiana University), Software Defined

Networking & OpenFlow, GENI Workshop, July 7th, 2011 » Open Networking Foundation,

https://www.opennetworking.org/ » http://www.openflow.org/ » CHIBA Yasunobu, SUGYOU Kazushi, „ OpenFlow Controller

Architecture for Large-Scale SDN Networks”, NEC Technical Journal/Vol.8 No.2/Special Issue on SDN and Its Impact on Advanced ICT System, 2014

38 Spring 2018