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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
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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 satisfactionand backhaul offloading gains
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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
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Approach
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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
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Big Data Platform for analysis
Big Data Platform for analysis
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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
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Case study
2/2/2017 BIG DATA CACHING FOR NETWORKING : MOVING FROM CLOUD TO EDGE 11
Case study : Results
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Case study : Results
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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
