SlideShare a Scribd company logo
1 of 14
Evolution in Coming 10 Years:Evolution in Coming 10 Years:
What's the Future of Network?What's the Future of Network?
-- Big Data- Big Changes in the Network
Waseda GITS Nakazato lab
WangHuan
2013 2nd Oct
Outline
Big Data Introduction
Characteristics of Big Data
Challenges
Big Data Transmission Network
Big Data Network Future
Q/A
Who’s Generating Big Data
Social media and networks
(all of us are generating data)
Scientific instruments
(collecting all sorts of data)
Mobile devices
(tracking all objects all the time)
Sensor technology and
networks
(measuring all kinds of data)
 The progress and innovation is no longer hindered by the ability to collect data
 But, by the ability to manage, analyze, summarize, visualize, and discover knowledge
from the collected data in a timely manner and in a scalable fashion
3
How much data?
Google processes 20 PB a day (2008)
Wayback Machine has 3 PB + 100 TB/month (3/2009)
Facebook has 2.5 PB of user data + 15 TB/day
(4/2009)
eBay has 6.5 PB of user data + 50 TB/day (5/2009)
CERN’s Large Hydron Collider (LHC) generates 15
PB a year
640K ought to be
enough for
anybody.
Characteristics of Big Data:
1-Scale (Volume)
 Data Volume
 44x increase from 2009 2020
 From 0.8 zettabytes to 35zb
 Data volume is increasing exponentially
5
Exponential increase in
collected/generated data
Characteristics of Big Data:
2-Complexity (Varity)
 Various formats, types, and
structures
 Text, numerical, images, audio,
video, sequences, time series, social
media data, multi-dim arrays, etc…
 Static data vs. streaming data
 A single application can be
generating/collecting many types of
data
6
To extract knowledge all these types of
data need to linked together
To extract knowledge all these types of
data need to linked together
Characteristics of Big Data:
3-Speed (Velocity)
Data is begin generated fast and need to be
processed fast
Online Data Analytics
Late decisions  missing opportunities
Examples
 E-Promotions: Based on your current location, your purchase history,
what you like  send promotions right now for store next to you
 Healthcare monitoring: sensors monitoring your activities and body 
any abnormal measurements require immediate reaction
7
Challenges
How to transfer Big Data?
Big Data Transmission
Data transmission with high-value-per-bit
 SONET/SDH (Synchronous Optical Network)
Lower-cost-per bit technologies
Carrier Ethernet.
Networking switching is moving rapidly to
10-40 Gbps
Big data requires big networks.
Big Data- Network
However Ethernet on its own is not
sufficient to handle the torrent of Big Data.
Network architectures also need to
change to become flatter and more
flexible.
 Basic idea:
Push computing to data, not pushing
data to computing.
Limitations of Current Networks
11
Switches
Old ways to configure a network
Limitations of Current Networks
Specialized Packet
Forwarding Hardware
App App App
Specialized Packet
Forwarding Hardware
App App App
Specialized Packet
Forwarding Hardware
App App App
Specialized Packet
Forwarding Hardware
App App App
Specialized Packet
Forwarding Hardware
Operating
System
Operating
System
Operating
System
Operating
System
Operating
System
App App App
12
An OS for Networks
Towards an Operating System for
Networks
Global Network View
Protocols Protocols
Control via
forwarding
interface
Network Operating System
Control Programs
Software-Defined Networking (SDN)
13
Q & A
Thank You for your attention!
Q/A

More Related Content

What's hot

wireless sensor network
wireless sensor networkwireless sensor network
wireless sensor networkparry prabhu
 
Big data, big opportunities
Big data, big opportunitiesBig data, big opportunities
Big data, big opportunitiesChouaieb NEMRI
 
Big Data can be fun!
Big Data can be fun!Big Data can be fun!
Big Data can be fun!Bruno Aziza
 
Introduction to big data for the EA course at Solvay MBA
Introduction to big data for the EA course at Solvay MBAIntroduction to big data for the EA course at Solvay MBA
Introduction to big data for the EA course at Solvay MBAWim Van Leuven
 
Data science training institute in hyderabad
Data science training institute in hyderabadData science training institute in hyderabad
Data science training institute in hyderabadKelly Technologies
 
Data Science versus Artificial Intelligence: a useful distinction
Data Science versus Artificial Intelligence: a useful distinctionData Science versus Artificial Intelligence: a useful distinction
Data Science versus Artificial Intelligence: a useful distinctionChristoforos Anagnostopoulos
 
Big Data & Future - Big Data, Analytics, Cloud, SDN, Internet of things
Big Data & Future - Big Data, Analytics, Cloud, SDN, Internet of thingsBig Data & Future - Big Data, Analytics, Cloud, SDN, Internet of things
Big Data & Future - Big Data, Analytics, Cloud, SDN, Internet of thingsRamakant Gawande
 
Data Science Innovations : Democratisation of Data and Data Science
Data Science Innovations : Democratisation of Data and Data Science  Data Science Innovations : Democratisation of Data and Data Science
Data Science Innovations : Democratisation of Data and Data Science suresh sood
 
Ppt for Application of big data
Ppt for Application of big dataPpt for Application of big data
Ppt for Application of big dataPrashant Sharma
 
The Pros and Cons of Big Data in an ePatient World
The Pros and Cons of Big Data in an ePatient WorldThe Pros and Cons of Big Data in an ePatient World
The Pros and Cons of Big Data in an ePatient WorldPYA, P.C.
 
Big data analytics and large-scale computers
Big data analytics and large-scale computersBig data analytics and large-scale computers
Big data analytics and large-scale computersShubhamKhurana20
 
big data Presentation
big data Presentationbig data Presentation
big data PresentationMahmoud Farag
 
Data Science Courses - BigData VS Data Science
Data Science Courses - BigData VS Data ScienceData Science Courses - BigData VS Data Science
Data Science Courses - BigData VS Data ScienceDataMites
 
Big Data Analytics Strategy and Roadmap
Big Data Analytics Strategy and RoadmapBig Data Analytics Strategy and Roadmap
Big Data Analytics Strategy and RoadmapSrinath Perera
 
Big data (word file)
Big data  (word file)Big data  (word file)
Big data (word file)Shahbaz Anjam
 
Big Data Information Architecture PowerPoint Presentation Slide
Big Data Information Architecture PowerPoint Presentation SlideBig Data Information Architecture PowerPoint Presentation Slide
Big Data Information Architecture PowerPoint Presentation SlideSlideTeam
 
Mining on Relationships in Big Data era using Improve Apriori Algorithm with ...
Mining on Relationships in Big Data era using Improve Apriori Algorithm with ...Mining on Relationships in Big Data era using Improve Apriori Algorithm with ...
Mining on Relationships in Big Data era using Improve Apriori Algorithm with ...KamleshKumar394
 
Big Data
Big DataBig Data
Big DataNGDATA
 
Team 2 Big Data Presentation
Team 2 Big Data PresentationTeam 2 Big Data Presentation
Team 2 Big Data PresentationMatthew Urdan
 

What's hot (20)

wireless sensor network
wireless sensor networkwireless sensor network
wireless sensor network
 
Big data, big opportunities
Big data, big opportunitiesBig data, big opportunities
Big data, big opportunities
 
Big Data can be fun!
Big Data can be fun!Big Data can be fun!
Big Data can be fun!
 
Introduction to big data for the EA course at Solvay MBA
Introduction to big data for the EA course at Solvay MBAIntroduction to big data for the EA course at Solvay MBA
Introduction to big data for the EA course at Solvay MBA
 
Data science training institute in hyderabad
Data science training institute in hyderabadData science training institute in hyderabad
Data science training institute in hyderabad
 
Overview of Big Data
Overview of Big DataOverview of Big Data
Overview of Big Data
 
Data Science versus Artificial Intelligence: a useful distinction
Data Science versus Artificial Intelligence: a useful distinctionData Science versus Artificial Intelligence: a useful distinction
Data Science versus Artificial Intelligence: a useful distinction
 
Big Data & Future - Big Data, Analytics, Cloud, SDN, Internet of things
Big Data & Future - Big Data, Analytics, Cloud, SDN, Internet of thingsBig Data & Future - Big Data, Analytics, Cloud, SDN, Internet of things
Big Data & Future - Big Data, Analytics, Cloud, SDN, Internet of things
 
Data Science Innovations : Democratisation of Data and Data Science
Data Science Innovations : Democratisation of Data and Data Science  Data Science Innovations : Democratisation of Data and Data Science
Data Science Innovations : Democratisation of Data and Data Science
 
Ppt for Application of big data
Ppt for Application of big dataPpt for Application of big data
Ppt for Application of big data
 
The Pros and Cons of Big Data in an ePatient World
The Pros and Cons of Big Data in an ePatient WorldThe Pros and Cons of Big Data in an ePatient World
The Pros and Cons of Big Data in an ePatient World
 
Big data analytics and large-scale computers
Big data analytics and large-scale computersBig data analytics and large-scale computers
Big data analytics and large-scale computers
 
big data Presentation
big data Presentationbig data Presentation
big data Presentation
 
Data Science Courses - BigData VS Data Science
Data Science Courses - BigData VS Data ScienceData Science Courses - BigData VS Data Science
Data Science Courses - BigData VS Data Science
 
Big Data Analytics Strategy and Roadmap
Big Data Analytics Strategy and RoadmapBig Data Analytics Strategy and Roadmap
Big Data Analytics Strategy and Roadmap
 
Big data (word file)
Big data  (word file)Big data  (word file)
Big data (word file)
 
Big Data Information Architecture PowerPoint Presentation Slide
Big Data Information Architecture PowerPoint Presentation SlideBig Data Information Architecture PowerPoint Presentation Slide
Big Data Information Architecture PowerPoint Presentation Slide
 
Mining on Relationships in Big Data era using Improve Apriori Algorithm with ...
Mining on Relationships in Big Data era using Improve Apriori Algorithm with ...Mining on Relationships in Big Data era using Improve Apriori Algorithm with ...
Mining on Relationships in Big Data era using Improve Apriori Algorithm with ...
 
Big Data
Big DataBig Data
Big Data
 
Team 2 Big Data Presentation
Team 2 Big Data PresentationTeam 2 Big Data Presentation
Team 2 Big Data Presentation
 

Viewers also liked

The Taj Mahal (An inside look)
The Taj Mahal (An inside look)The Taj Mahal (An inside look)
The Taj Mahal (An inside look)sokoban
 
too pretty
too prettytoo pretty
too prettysokoban
 
EXCELLENT OLD PICTURES (a very cool powerpoint presentation)
EXCELLENT OLD PICTURES (a very cool powerpoint presentation)EXCELLENT OLD PICTURES (a very cool powerpoint presentation)
EXCELLENT OLD PICTURES (a very cool powerpoint presentation)sokoban
 
Nicio femeie nu e urata! - Ce pot face banii!!
Nicio femeie nu e urata! - Ce pot face banii!!Nicio femeie nu e urata! - Ce pot face banii!!
Nicio femeie nu e urata! - Ce pot face banii!!sokoban
 
CIUDATENII ( II )
CIUDATENII ( II )CIUDATENII ( II )
CIUDATENII ( II )sokoban
 
Discoverandselect
DiscoverandselectDiscoverandselect
Discoverandselectangelak54
 
Legal Aspects Of New Media 2008
Legal Aspects Of New Media   2008Legal Aspects Of New Media   2008
Legal Aspects Of New Media 2008Paul Jacobson
 
Fwd: [Fwd: [Fwd: [Fwd: Fw: Fw: foarte frumosi]]]]
Fwd: [Fwd: [Fwd: [Fwd: Fw: Fw: foarte frumosi]]]]Fwd: [Fwd: [Fwd: [Fwd: Fw: Fw: foarte frumosi]]]]
Fwd: [Fwd: [Fwd: [Fwd: Fw: Fw: foarte frumosi]]]]sokoban
 
Creando Un Blog
Creando Un BlogCreando Un Blog
Creando Un BlogAster
 
Zer da hau?
Zer da hau?Zer da hau?
Zer da hau?Aster
 
Creando Un Blog 1222249557010380 8
Creando Un Blog 1222249557010380 8Creando Un Blog 1222249557010380 8
Creando Un Blog 1222249557010380 8Aster
 
Bruxelles
BruxellesBruxelles
Bruxellessokoban
 
Pieter and Ian FLL part 2
Pieter and Ian FLL part 2Pieter and Ian FLL part 2
Pieter and Ian FLL part 2bezier
 
How to make candy
How to make candyHow to make candy
How to make candyguestc7724d
 
湖山水庫工程計畫環境影響調查報告
湖山水庫工程計畫環境影響調查報告湖山水庫工程計畫環境影響調查報告
湖山水庫工程計畫環境影響調查報告relax.chi
 
china is beautiful
china is beautifulchina is beautiful
china is beautifulsokoban
 
No child shall go hungry
No child shall go hungryNo child shall go hungry
No child shall go hungrysokoban
 

Viewers also liked (20)

The Taj Mahal (An inside look)
The Taj Mahal (An inside look)The Taj Mahal (An inside look)
The Taj Mahal (An inside look)
 
too pretty
too prettytoo pretty
too pretty
 
EXCELLENT OLD PICTURES (a very cool powerpoint presentation)
EXCELLENT OLD PICTURES (a very cool powerpoint presentation)EXCELLENT OLD PICTURES (a very cool powerpoint presentation)
EXCELLENT OLD PICTURES (a very cool powerpoint presentation)
 
Nicio femeie nu e urata! - Ce pot face banii!!
Nicio femeie nu e urata! - Ce pot face banii!!Nicio femeie nu e urata! - Ce pot face banii!!
Nicio femeie nu e urata! - Ce pot face banii!!
 
CIUDATENII ( II )
CIUDATENII ( II )CIUDATENII ( II )
CIUDATENII ( II )
 
Discoverandselect
DiscoverandselectDiscoverandselect
Discoverandselect
 
Legal Aspects Of New Media 2008
Legal Aspects Of New Media   2008Legal Aspects Of New Media   2008
Legal Aspects Of New Media 2008
 
Fwd: [Fwd: [Fwd: [Fwd: Fw: Fw: foarte frumosi]]]]
Fwd: [Fwd: [Fwd: [Fwd: Fw: Fw: foarte frumosi]]]]Fwd: [Fwd: [Fwd: [Fwd: Fw: Fw: foarte frumosi]]]]
Fwd: [Fwd: [Fwd: [Fwd: Fw: Fw: foarte frumosi]]]]
 
Creando Un Blog
Creando Un BlogCreando Un Blog
Creando Un Blog
 
Madeinitaly
MadeinitalyMadeinitaly
Madeinitaly
 
Zer da hau?
Zer da hau?Zer da hau?
Zer da hau?
 
Creando Un Blog 1222249557010380 8
Creando Un Blog 1222249557010380 8Creando Un Blog 1222249557010380 8
Creando Un Blog 1222249557010380 8
 
Bruxelles
BruxellesBruxelles
Bruxelles
 
Pieter and Ian FLL part 2
Pieter and Ian FLL part 2Pieter and Ian FLL part 2
Pieter and Ian FLL part 2
 
How to make candy
How to make candyHow to make candy
How to make candy
 
07
0707
07
 
湖山水庫工程計畫環境影響調查報告
湖山水庫工程計畫環境影響調查報告湖山水庫工程計畫環境影響調查報告
湖山水庫工程計畫環境影響調查報告
 
Wordpress
WordpressWordpress
Wordpress
 
china is beautiful
china is beautifulchina is beautiful
china is beautiful
 
No child shall go hungry
No child shall go hungryNo child shall go hungry
No child shall go hungry
 

Similar to S B Goyal

Clouds, Grids and Data
Clouds, Grids and DataClouds, Grids and Data
Clouds, Grids and DataGuy Coates
 
Dynamic Semantics for the Internet of Things
Dynamic Semantics for the Internet of Things Dynamic Semantics for the Internet of Things
Dynamic Semantics for the Internet of Things PayamBarnaghi
 
Data analytics introduction
Data analytics introductionData analytics introduction
Data analytics introductionamiyadash
 
NPTEL BIG DATA FULL PPT BOOK WITH ASSIGNMENT SOLUTION RAJIV MISHRA IIT PATNA...
NPTEL BIG DATA FULL PPT  BOOK WITH ASSIGNMENT SOLUTION RAJIV MISHRA IIT PATNA...NPTEL BIG DATA FULL PPT  BOOK WITH ASSIGNMENT SOLUTION RAJIV MISHRA IIT PATNA...
NPTEL BIG DATA FULL PPT BOOK WITH ASSIGNMENT SOLUTION RAJIV MISHRA IIT PATNA...SayantanRoy14
 
Roberto minerva 20181130
Roberto minerva 20181130  Roberto minerva 20181130
Roberto minerva 20181130 Roberto Minerva
 
Introduction to big data – convergences.
Introduction to big data – convergences.Introduction to big data – convergences.
Introduction to big data – convergences.saranya270513
 
How to make data more usable on the Internet of Things
How to make data more usable on the Internet of ThingsHow to make data more usable on the Internet of Things
How to make data more usable on the Internet of ThingsPayamBarnaghi
 
Internet Infrastructures for Big Data (Verisign's Distinguished Speaker Series)
Internet Infrastructures for Big Data (Verisign's Distinguished Speaker Series)Internet Infrastructures for Big Data (Verisign's Distinguished Speaker Series)
Internet Infrastructures for Big Data (Verisign's Distinguished Speaker Series)eXascale Infolab
 
Big data and Internet
Big data and InternetBig data and Internet
Big data and InternetSanoj Kumar
 
Big data and data mining
Big data and data miningBig data and data mining
Big data and data miningPolash Halder
 
Semantic Sensor Networks and Linked Stream Data
Semantic Sensor Networks and Linked Stream DataSemantic Sensor Networks and Linked Stream Data
Semantic Sensor Networks and Linked Stream DataOscar Corcho
 
Internet of things (IoT) and big data- r.nabati
Internet of things (IoT) and big data- r.nabatiInternet of things (IoT) and big data- r.nabati
Internet of things (IoT) and big data- r.nabatinabati
 
Dynamic Semantics for Semantics for Dynamic IoT Environments
Dynamic Semantics for Semantics for Dynamic IoT EnvironmentsDynamic Semantics for Semantics for Dynamic IoT Environments
Dynamic Semantics for Semantics for Dynamic IoT EnvironmentsPayamBarnaghi
 

Similar to S B Goyal (20)

Big Data et eGovernment
Big Data et eGovernmentBig Data et eGovernment
Big Data et eGovernment
 
Big data mining
Big data miningBig data mining
Big data mining
 
Clouds, Grids and Data
Clouds, Grids and DataClouds, Grids and Data
Clouds, Grids and Data
 
Dynamic Semantics for the Internet of Things
Dynamic Semantics for the Internet of Things Dynamic Semantics for the Internet of Things
Dynamic Semantics for the Internet of Things
 
Data analytics introduction
Data analytics introductionData analytics introduction
Data analytics introduction
 
Big Data.pptx
Big Data.pptxBig Data.pptx
Big Data.pptx
 
NPTEL BIG DATA FULL PPT BOOK WITH ASSIGNMENT SOLUTION RAJIV MISHRA IIT PATNA...
NPTEL BIG DATA FULL PPT  BOOK WITH ASSIGNMENT SOLUTION RAJIV MISHRA IIT PATNA...NPTEL BIG DATA FULL PPT  BOOK WITH ASSIGNMENT SOLUTION RAJIV MISHRA IIT PATNA...
NPTEL BIG DATA FULL PPT BOOK WITH ASSIGNMENT SOLUTION RAJIV MISHRA IIT PATNA...
 
Big Data
Big DataBig Data
Big Data
 
Roberto minerva 20181130
Roberto minerva 20181130  Roberto minerva 20181130
Roberto minerva 20181130
 
Introduction to big data – convergences.
Introduction to big data – convergences.Introduction to big data – convergences.
Introduction to big data – convergences.
 
How to make data more usable on the Internet of Things
How to make data more usable on the Internet of ThingsHow to make data more usable on the Internet of Things
How to make data more usable on the Internet of Things
 
Internet Infrastructures for Big Data (Verisign's Distinguished Speaker Series)
Internet Infrastructures for Big Data (Verisign's Distinguished Speaker Series)Internet Infrastructures for Big Data (Verisign's Distinguished Speaker Series)
Internet Infrastructures for Big Data (Verisign's Distinguished Speaker Series)
 
Big data and Internet
Big data and InternetBig data and Internet
Big data and Internet
 
Benefits of big data
Benefits of big dataBenefits of big data
Benefits of big data
 
Big data and data mining
Big data and data miningBig data and data mining
Big data and data mining
 
Semantic Sensor Networks and Linked Stream Data
Semantic Sensor Networks and Linked Stream DataSemantic Sensor Networks and Linked Stream Data
Semantic Sensor Networks and Linked Stream Data
 
Introduction Big data
Introduction Big data  Introduction Big data
Introduction Big data
 
Internet of things (IoT) and big data- r.nabati
Internet of things (IoT) and big data- r.nabatiInternet of things (IoT) and big data- r.nabati
Internet of things (IoT) and big data- r.nabati
 
Dynamic Semantics for Semantics for Dynamic IoT Environments
Dynamic Semantics for Semantics for Dynamic IoT EnvironmentsDynamic Semantics for Semantics for Dynamic IoT Environments
Dynamic Semantics for Semantics for Dynamic IoT Environments
 
Data mining with big data
Data mining with big dataData mining with big data
Data mining with big data
 

Recently uploaded

The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSSIVASHANKAR N
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Christo Ananth
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordAsst.prof M.Gokilavani
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduitsrknatarajan
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)Suman Mia
 
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130Suhani Kapoor
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...roncy bisnoi
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxpranjaldaimarysona
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINESIVASHANKAR N
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )Tsuyoshi Horigome
 
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performancesivaprakash250
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxupamatechverse
 

Recently uploaded (20)

The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
 
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
 
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptx
 

S B Goyal

  • 1. Evolution in Coming 10 Years:Evolution in Coming 10 Years: What's the Future of Network?What's the Future of Network? -- Big Data- Big Changes in the Network Waseda GITS Nakazato lab WangHuan 2013 2nd Oct
  • 2. Outline Big Data Introduction Characteristics of Big Data Challenges Big Data Transmission Network Big Data Network Future Q/A
  • 3. Who’s Generating Big Data Social media and networks (all of us are generating data) Scientific instruments (collecting all sorts of data) Mobile devices (tracking all objects all the time) Sensor technology and networks (measuring all kinds of data)  The progress and innovation is no longer hindered by the ability to collect data  But, by the ability to manage, analyze, summarize, visualize, and discover knowledge from the collected data in a timely manner and in a scalable fashion 3
  • 4. How much data? Google processes 20 PB a day (2008) Wayback Machine has 3 PB + 100 TB/month (3/2009) Facebook has 2.5 PB of user data + 15 TB/day (4/2009) eBay has 6.5 PB of user data + 50 TB/day (5/2009) CERN’s Large Hydron Collider (LHC) generates 15 PB a year 640K ought to be enough for anybody.
  • 5. Characteristics of Big Data: 1-Scale (Volume)  Data Volume  44x increase from 2009 2020  From 0.8 zettabytes to 35zb  Data volume is increasing exponentially 5 Exponential increase in collected/generated data
  • 6. Characteristics of Big Data: 2-Complexity (Varity)  Various formats, types, and structures  Text, numerical, images, audio, video, sequences, time series, social media data, multi-dim arrays, etc…  Static data vs. streaming data  A single application can be generating/collecting many types of data 6 To extract knowledge all these types of data need to linked together To extract knowledge all these types of data need to linked together
  • 7. Characteristics of Big Data: 3-Speed (Velocity) Data is begin generated fast and need to be processed fast Online Data Analytics Late decisions  missing opportunities Examples  E-Promotions: Based on your current location, your purchase history, what you like  send promotions right now for store next to you  Healthcare monitoring: sensors monitoring your activities and body  any abnormal measurements require immediate reaction 7
  • 9. Big Data Transmission Data transmission with high-value-per-bit  SONET/SDH (Synchronous Optical Network) Lower-cost-per bit technologies Carrier Ethernet. Networking switching is moving rapidly to 10-40 Gbps Big data requires big networks.
  • 10. Big Data- Network However Ethernet on its own is not sufficient to handle the torrent of Big Data. Network architectures also need to change to become flatter and more flexible.  Basic idea: Push computing to data, not pushing data to computing.
  • 11. Limitations of Current Networks 11 Switches
  • 12. Old ways to configure a network Limitations of Current Networks Specialized Packet Forwarding Hardware App App App Specialized Packet Forwarding Hardware App App App Specialized Packet Forwarding Hardware App App App Specialized Packet Forwarding Hardware App App App Specialized Packet Forwarding Hardware Operating System Operating System Operating System Operating System Operating System App App App 12
  • 13. An OS for Networks Towards an Operating System for Networks Global Network View Protocols Protocols Control via forwarding interface Network Operating System Control Programs Software-Defined Networking (SDN) 13
  • 14. Q & A Thank You for your attention! Q/A