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Edge processing vs Cloud computing
and visualization techniques comparison
Davide Giordano
Francesco Cassin?i
Matteo Ginesi
Fabio Di Spazio
Marco Ferraro
Stefano Milani
Cloud Computing
Elastic Stack
- Elastic: full text search engine
- Logstash: data processing pipeline
- Kibana: visualization of data
Edge Computing
Apache Edgent
Huge
computational
power
Works also
without internet
connection
Edge Cloud
Doesn¡¯t work
without internet
Limited memory and
computational
power
Energy saving
Edge Cloud
Energy consumption
issue
No data storage
Virtually
unlimited
memory
Machine
Learning
Edge Cloud
More
responsive
Full control Data analysis
Edge Cloud
Device
Device maintainability
Energy
Infrastructure
Bandwidth
Data transmission
Storage cost
Most cost-effective?
High Level Visualization Kibana
Data visualization Tool
- Elastic visualizations
- Navigate tons of data
- Data centric
- For expert
Personalization
High-level Visualization
Useful to final users to have immediate feedback
Real time data
Directly from your edge device
High Visualization Kibana
Complete and detailed
Full history
Advanced and Scientific
Interactive and programmable
Free
Require high skill
Data centric
Difficult learning curve
User friendly
Customizable
No technical skills required
Immediate feedback
Easy to use
Simply display data
No actions on data
Expensive

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Edge processing and High Level Visualization versus Cloud computing and Kibana