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Big data caching for networking : Moving from cloud to edge

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Cache-Enabled architecture for 5G networks

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Big data caching for networking : Moving from cloud to edge

  1. 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. 2. Outline Introduction Problematic & Motivation Approach Case study Conclusion 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 2
  3. 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. 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. 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. 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. 7. 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 7 Cache-Enabled Architecture
  8. 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. 9. Big Data Platform for analysis 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 9
  10. 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. 11. 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 11 Case study : Results
  12. 12. 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 12 Case study : Results
  13. 13. 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 13
  14. 14. 2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 14
  15. 15. 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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