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Big Data Caching for Networking:
Moving from Cloud to Edge
PRESENTED BY:
HICHAM HAMMOUCHI
Big Data Analytics & Smart Systems
Engin Zeydan, Ejder Bastug, Mehdi Bennis, Manhal Abdel Kader, Ilyas Alper Karatepe,
Ahmet Salih Er, Merouane Debbah
Outline
Introduction
Problematic & Motivation
Approach
Case study
Conclusion
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 2
Introduction
o The era of connected people and things
Anywhere-Anytime to anything connectivity
o Content on demand accessible in an
asynchronous fashion
o Big Data Cache-Enabled Architecture to cope
with the data tsunami
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 3
Problematic
o Acquire new spectrum, new Base Stations Are ineffective
o BackHaul Offloading problems
o User terminals interact with hundreds of servers, routers and
switches inside the backhaul and core network
o Issue of Managing the challenge of data growth in cloud
environments
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 4
Motivation
The human behavior is highly predictable
o Exploitation of Big Data and machine learning for
content popularity prediction
o Cache-Enabled architecture for higher user satisfaction
and backhaul offloading gains
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 5
o Harnessing Big data and machine learning for content popularity estimation for Proactive
caching and a context-aware architecture to optimize 5G wireless networks
o Cache-Enabled architecture at the edge where devices provide cloud-computing-like
instead of the cloud
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 6
Approach
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 7
Cache-Enabled Architecture
o Huge data volume processing in less time
o Cleansing, Parsing and Formatting Data
o Data Analysis
o Statistical analysis and visualizations
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 8
Big Data Platform for analysis
Big Data Platform
for analysis
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 9
o Data streaming traces collected from more than
10 regional core areas in Turkey.
o Hadoop cluster with 1 name Node and 3 data
Nodes empowered with an Intel Xeon
CPUE5-2670 @2.6 GHz (32 cores), 132 GB RAM
and 20 TB HD
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 10
Case study
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 11
Case study : Results
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 12
Case study : Results
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 13
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 14
Big Data Caching for Networking:
Moving from Cloud to Edge
SUPERVISED BY: PRESENTED BY:
ISMAIL BERRADA HICHAM HAMMOUCHI
Big Data Analytics & Smart Systems
Engin Zeydan, Ejder Bastug, Mehdi Bennis, Manhal Abdel Kader, Ilyas Alper Karatepe,
Ahmet Salih Er, Merouane Debbah

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Big data caching for networking

  • 1. Big Data Caching for Networking: Moving from Cloud to Edge PRESENTED BY: HICHAM HAMMOUCHI Big Data Analytics & Smart Systems Engin Zeydan, Ejder Bastug, Mehdi Bennis, Manhal Abdel Kader, Ilyas Alper Karatepe, Ahmet Salih Er, Merouane Debbah
  • 2. Outline Introduction Problematic & Motivation Approach Case study Conclusion 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 2
  • 3. Introduction o The era of connected people and things Anywhere-Anytime to anything connectivity o Content on demand accessible in an asynchronous fashion o Big Data Cache-Enabled Architecture to cope with the data tsunami 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 3
  • 4. Problematic o Acquire new spectrum, new Base Stations Are ineffective o BackHaul Offloading problems o User terminals interact with hundreds of servers, routers and switches inside the backhaul and core network o Issue of Managing the challenge of data growth in cloud environments 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 4
  • 5. Motivation The human behavior is highly predictable o Exploitation of Big Data and machine learning for content popularity prediction o Cache-Enabled architecture for higher user satisfaction and backhaul offloading gains 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 5
  • 6. o Harnessing Big data and machine learning for content popularity estimation for Proactive caching and a context-aware architecture to optimize 5G wireless networks o Cache-Enabled architecture at the edge where devices provide cloud-computing-like instead of the cloud 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 6 Approach
  • 7. 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 7 Cache-Enabled Architecture
  • 8. o Huge data volume processing in less time o Cleansing, Parsing and Formatting Data o Data Analysis o Statistical analysis and visualizations 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 8 Big Data Platform for analysis
  • 9. Big Data Platform for analysis 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 9
  • 10. o Data streaming traces collected from more than 10 regional core areas in Turkey. o Hadoop cluster with 1 name Node and 3 data Nodes empowered with an Intel Xeon CPUE5-2670 @2.6 GHz (32 cores), 132 GB RAM and 20 TB HD 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 10 Case study
  • 11. 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 11 Case study : Results
  • 12. 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 12 Case study : Results
  • 13. 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 13
  • 14. 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 14
  • 15.
  • 16. Big Data Caching for Networking: Moving from Cloud to Edge SUPERVISED BY: PRESENTED BY: ISMAIL BERRADA HICHAM HAMMOUCHI Big Data Analytics & Smart Systems Engin Zeydan, Ejder Bastug, Mehdi Bennis, Manhal Abdel Kader, Ilyas Alper Karatepe, Ahmet Salih Er, Merouane Debbah