Advancements in Edge Computing: Applications and Benefits

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Shailesh Kumar
Interra Systems Inc.
Convergence of Compute and
Communication
Broadband Networks
Applications we want
AR wearables (smart
glasses)
IoT for automation,
predictive maintenance
Asset tracking
Driverless cars
Vehicle to vehicle & vehicle
to infrastructure
Smart cities
Surveillance
Smart parking
Emergency response
High bandwidth media
sharing on local social
media
Live event streaming
Immersive Multi-Player
Gaming
Requirements we face
Low latency
Huge data bandwidths
Security
Isolation
Geo-fencing
Mobile Edge Computing
Cloud Vs Edge
Courtesy: NTT
Edge Computing Applications
Courtesy: NTT
Edge Accelerated Web Platform
Courtesy: NTT
Mobile Computing Architectures
Mobile Edge Computing
Fog Computing
Cloudlets
Fog Computing
Courtesy: Wang et al, 2017
Cloudlets
Courtesy: Wang et al, 2017
General Edge Networks
Courtesy: Wang et al, 2017
Advantages of Edge Computing
Reduced Latency
Augmented reality
Cognitive assistance
51% better response time
Bandwidth Reduction
Up to 67% for BW hungry
applications
Security
Isolation
Disaster resilience
Energy Efficiency
Up to 42 % Reduction
Active time to Idle time
Type of apps
Proximity Services
Device 2 Device
Context Information
Location based
Reliability
Data sovereignty
Geofencing
Mobile Computing Architectures
Courtesy: Wang et al, 2017
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Applications
Network Function Virtualization
Network Functions
Routers
Switches
Firewalls
Implemented in Software
Run in VMs or Dockers
On off the shelf hardware
At Edge of network
Gaming
Challenges
Bandwidth Intensive
Latency Sensitive
Opportunity
Co located gamers
Game servers at edge
Advantages
Millisecond latency
Thin client games
Can run on low end
phones with browsers
Most computing on edge
server
Edge HW and SW
maintained separately
Side Effects
Play More with Neighbors
Smart City Surveillance
High Res surveillance cameras distributed over various fixed
and mobile (wearable or drone)  end points in the city
Local edge servers receive images
Face localization, key point extraction, feature vector
construction at edge
Feature vectors sent to central servers in cloud
Match in nation wide database and generate alerts
Smart City Surveillance
Courtesy: AWS
Augmented Reality
Courtesy: AWS
Virtual Desktops
Your virtual desktop environment in your office
Its virtual machine migrates to the nearest edge site as you
travel
Low latency between you and your VDE
The feel of office wherever you are!
May be that’s not what you really want 
:P
Video Conferencing
Globally distributed edge fabric of voice and video servers
Individual video/voice streams don’t have to go to central
cloud servers
Low latency for people near same edge server.
Resilient to partial network outages.
Build your own CDN
No need to use say Akamai or Limelight
Edge network providing caching services like compute and
storage services on cloud
Watch who is accessing your content
Spin up a micro cache on demand in high usage area.
Edge Computing at Chick-Fil-A
Forecast how many waffle fries to cook every minute of the
day?
Main forecast in cloud with data from many restaurants.
Lacks accuracy:
Misses local traffic spikes, events, sports, weather etc.
Augment with real time data in restaurant
From point of sale systems
Micro-adjust the initial forecast for local factors
Edge Computing at Chick-fil-A
Courtesy: Chick-fil-A
AWS Lambda @ Edge
Courtesy: AWS
Image Processing with Lambda @ Edge
Courtesy: AWS
AWS IoT Greenglass
Courtesy: AWS
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Thank You
Q & A
Slide Note
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Edge computing is revolutionizing the way we interact with technology by reducing latency and enhancing various applications such as augmented reality, predictive maintenance, and smart cities. This technology addresses the requirements of low latency, huge data bandwidths, and security, offering advantages like improved response times, bandwidth reduction, and energy efficiency. With its potential for proximity services and data sovereignty, edge computing is reshaping the future of communication and computation convergence.

  • Edge Computing
  • Applications
  • Benefits
  • Advancements
  • Technology

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Presentation Transcript


  1. Convergence of Compute and Communication Shailesh Kumar Interra Systems Inc.

  2. Broadband Networks

  3. Applications we want AR wearables (smart glasses) IoT for automation, predictive maintenance Asset tracking Driverless cars Vehicle to vehicle & vehicle to infrastructure Smart cities Surveillance Smart parking Emergency response High bandwidth media sharing on local social media Live event streaming Immersive Multi-Player Gaming

  4. Requirements we face Low latency Huge data bandwidths Security Isolation Geo-fencing

  5. Mobile Edge Computing

  6. Cloud Vs Edge Courtesy: NTT

  7. Edge Computing Applications Courtesy: NTT

  8. Edge Accelerated Web Platform Courtesy: NTT

  9. Mobile Computing Architectures Mobile Edge Computing Fog Computing Cloudlets

  10. Fog Computing Courtesy: Wang et al, 2017

  11. Cloudlets Courtesy: Wang et al, 2017

  12. General Edge Networks Courtesy: Wang et al, 2017

  13. Advantages of Edge Computing Reduced Latency Augmented reality Cognitive assistance 51% better response time Bandwidth Reduction Up to 67% for BW hungry applications Security Isolation Disaster resilience Energy Efficiency Up to 42 % Reduction Active time to Idle time Type of apps Proximity Services Device 2 Device Context Information Location based Reliability Data sovereignty Geofencing

  14. Mobile Computing Architectures MCC 2 tiers High Cloud providers MEC 3 tiers Low Mobile operators Medium RAN FOG 3 or more tiers Low Fog node owners Small Between Device and Data Center CLOUDLET 3 tiers Low Home or Local Business Small Device or between Device and Data Center Maybe Hierarchy Latency Ownership Population Location Large Data centers Context awareness Cooperation No Yes Yes No No Yes No Courtesy: Wang et al, 2017

  15. Applications

  16. Network Function Virtualization Network Functions Routers Switches Firewalls Implemented in Software Run in VMs or Dockers On off the shelf hardware At Edge of network

  17. Gaming Challenges Bandwidth Intensive Latency Sensitive Opportunity Co located gamers Game servers at edge Advantages Millisecond latency Thin client games Can run on low end phones with browsers Most computing on edge server Edge HW and SW maintained separately Side Effects Play More with Neighbors

  18. Smart City Surveillance High Res surveillance cameras distributed over various fixed and mobile (wearable or drone) end points in the city Local edge servers receive images Face localization, key point extraction, feature vector construction at edge Feature vectors sent to central servers in cloud Match in nation wide database and generate alerts

  19. Smart City Surveillance Courtesy: AWS

  20. Augmented Reality Courtesy: AWS

  21. Virtual Desktops Your virtual desktop environment in your office Its virtual machine migrates to the nearest edge site as you travel Low latency between you and your VDE The feel of office wherever you are! May be that s not what you really want :P

  22. Video Conferencing Globally distributed edge fabric of voice and video servers Individual video/voice streams don t have to go to central cloud servers Low latency for people near same edge server. Resilient to partial network outages.

  23. Build your own CDN No need to use say Akamai or Limelight Edge network providing caching services like compute and storage services on cloud Watch who is accessing your content Spin up a micro cache on demand in high usage area.

  24. Edge Computing at Chick-Fil-A Forecast how many waffle fries to cook every minute of the day? Main forecast in cloud with data from many restaurants. Lacks accuracy: Misses local traffic spikes, events, sports, weather etc. Augment with real time data in restaurant From point of sale systems Micro-adjust the initial forecast for local factors

  25. Edge Computing at Chick-fil-A Courtesy: Chick-fil-A

  26. AWS Lambda @ Edge Courtesy: AWS

  27. Image Processing with Lambda @ Edge Courtesy: AWS

  28. AWS IoT Greenglass Courtesy: AWS

  29. Q & A Thank You

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