Cache-Enabled architecture for 5G networks

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
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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
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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
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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
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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
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Approach

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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
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Big Data Platform for analysis

9. Big Data Platform
for analysis
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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
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Case study

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Case study : Results

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Case study : Results

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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