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DESIGNING ULTRA-LOW
LATENCY 5G APPLICATIONS
GABRIEL PAREDES LOZA
May 2024
AWS Expert
2
THE SPEAKER
Gabriel Paredes Loza
Gabriel has 10+ years of AWS
Cloud experience working in a
variety of roles and companies.
With big passion for Data & AI,
IoT, DevOps, and Cybersecurity,
he is on a mission to fill the gap
between digital innovations and
business outcomes.
3
Ultra-Low Latency Applications
Implementation Challenges
AWS & 5G
Conclusions
Q&A
AGENDA
07.05.2024 / Designing Ultra-Low Latency 5G Applications
ULTRA-LOW LATENCY
APPLICATIONS
5G allows three
service grades that
may be tuned for
key requirements,
allowing customers
to validate different
business cases.
5
ULTRA-LOW LATENCY APPLICATIONS
5G’s Service Grades Enhanced Mobile
Broadband (eMBB)
Ultra-Reliable-Low Latency
Communication (URLLC)
Massive Machine Type
Communication (mMTC)
Gigabits in a second
Smart Home / Building
Voice
Smart City
3D Video, 8K, UHD Screens
Cloud Games and Work
Augmented Reality
Industry Automation
Self Driving Cars
Mission Critical Apps
6
Ultra-Low Latency Applications require more than “just” ultra-low latency…
5G Feature
Name
5G Feature
Description
5G Feature
Specification
4G Feature
Specification
Broadband Speed Maximum Data Transmission Rate
per User across Coverage Area
20 Gbit/s to
100 Mbit/s
100 Mbit/s to
10 to 15 Mbit/s
Latency Time to transmit a Data Packer from
one Node to Another
1-5 milliseconds 5-50 milliseconds
Stable Performance
Under High-Speed
Mobility Conditions
Quality Handover Interruption Time,
Uplink, Downlink, and Jitter
Quality up to
500 km/h
Quality up to
350 km/h
Connection Density Ability to support Data Delivery
within a certain time in a space-
constrained location
Over 100.000
Connections/km2
Around 2.000
Connections/km2
Note: all data points are approximations, given the existence of many different standard specifications.
Source: The CIO’s Guide to 5G Connectivity and Strategy, Forrester Report
ULTRA-LOW LATENCY APPLICATIONS
Required
Investments for 5G
Networks Rollout are
backed by several
Business Drivers the
technology’s Value
Proposition Unlocks.
7
ULTRA-LOW LATENCY APPLICATIONS
Definition & Drivers
High Bandwidth
Low / Ultra-Low Latency
Quality of Service
Long-Range Coverage
Long Battery Life
Real-Time Decision Making
Improved Efficiency & Productivity
Enhanced Customer Experience
Costs Savings
New Business Streams / Models
Business Drivers
5G’s Value Proposition
Unlocks
Requires
8
5G
Connected Products
5G infrastructure can connect tens of
millions of wireless devices and enables
M2M communication links in IoT
5G Networks as a core enabler for IoT,
AI/ML, and Edge Computing use-cases
AI / ML
5G enables efficient deployment of key
automation use-cases leveraging AI / ML
5G Unlocks Value by leveraging complementary technologies along the value chain
Edge
5G enables data processing close to the
connected device, using ultra-low latency
and ultra-high bandwidth
Source: “5G Part Three: IoT, Edge Computing, and Network” Webinar, Forrester Report.
ULTRA-LOW LATENCY APPLICATIONS
IMPLEMENTATION
CHALLENGES
Components Failure/
Disruption
Increased Devices &
Data Volumes
Larger Bandwidth
Network
Shared Network
(Resources)
Different Traffic
(Categories)
Vast # Consumers &
Producers
Vastly Expanded Attack
Surface
Data Privacy &
Governance
Vastly Expanded Attack
Surface
10
IMPLEMENTATION CHALLENGES
Technical Considerations
Cybersecurity
Data
Governance
Quality of
Service
Scalability &
Resiliency
APIs /
Entry Points
11
11
REFERENCE ARCHITECTURE
Building Blocks: Devices & Radio Interface
O-RAN
Empowered by principles of intelligence and
openness, the O-RAN Architecture is the foundation
for building a virtualized RAN on open hardware
and cloud, with embedded AI-powered radio control.
12
12
REFERENCE ARCHITECTURE
Building Blocks: Edge Infrastructure
Multiple-Access Edge Computing (MEC)
Bring logic and cloud computing power to
the edge of a network, closer to end users,
reducing latency, and network congestion.
13
13
REFERENCE ARCHITECTURE
Building Blocks: Core Network & Internet, Cloud Infrastructure
Distributed Cloud
Public cloud services available in remote
locations, a single control plane for unified
developer / strategy experience, and secure &
reliable network tunnels, are the key components
of a distributed cloud implementation.
14
14
REFERENCE ARCHITECTURE
Building Blocks: Edge-to-Cloud Governance
Platform Governance
E2E Data Security & Governance
API Layer Definition
❗ Unreliable
Network
Performance
❗ Latency Values in
the 100ms range
❗ Network
Backbone Data
Pressure (e. g.
10Gbit/s with 5G)
15
REFERENCE ARCHITECTURE
Deployment Type: Cloud-Based AI
ü Ultra-Low
Latency UE <->
Edge (5ms RTT)*
ü Data Pressure
terminated @
Edge)
❗ Unreliable
Network
Performance
Edge <-> Cloud
16
REFERENCE ARCHITECTURE
Deployment Type : Edge AI
*: Latency values are experimental and have been measured by using AWS Wavelength as MEC.
ü Service Link
Edge <-> Cloud
ü Low Latency UE
<-> Cloud
(<50ms RTT)*
ü Single Control
Plane for Cloud
and Edge
17
REFERENCE ARCHITECTURE
Deployment Type : Distributed AI
*: Latency values are experimental and have been measured by using AWS Wavelength as MEC and AWS PrivateLink in the Parent Region’s VPC.
AWS & 5G
19
AWS & 5G
5G Offering on AWS*
*: Some services might or might not be available outside the US. Please consult the AWS website before planning their usage.
AWS Wavelength
Run compute and
storage workloads
on AWS
infrastructure located
on the edge of the
5G network
AWS Outposts
Extend AWS
infrastructure,
services, APIs, and
tools to on-premises
data centers and
edge locations
AWS Private 5G
Deploy, operate,
and scale own
Private Mobile
Network, with all
needed HW and SW
provided by AWS
AWS Local Zones
Place compute,
storage, database,
and other selected
AWS services close
to large populations
or industry centers
20
AWS & 5G
AWS Wavelength
21
AWS & 5G
AWS Wavelength
22
AWS & 5G
AWS Wavelength
23
AWS & 5G
AWS Wavelength
24
AWS & 5G
AWS Wavelength
25
AWS & 5G
AWS Wavelength
26
AWS & 5G
Ultra-Low Latency AWS Reference Architecture ü Cloud-Native
ü Highly Available
ü ML Inference ≦ 10ms
27
AWS & 5G
Ultra-Low Latency Use-Cases & Focus Industries
100s of Gbps 100s of Gbps 100s of Gbps 100s of Gbps 100s of Gbps
10s of Gbps 10s of Gbps 10s of Gbps 10s of Gbps 10s of Gbps
CONCLUSIONS
29
CONCLUSIONS
“Ultra-Low Latency Applications require more than “just” Low Latency”
Key Takeaways
! 5G’s Future lays on
Justified ROIs involving
significant Implementation
and Modernization Costs
! Scaling-up ULL Solutions
generates challenges such
as Increased Data Volumes
and Attack Surfaces
ü Distributed Cloud with AWS
provides a Single Control Plane
for the setup and maintenance
of an E2E solution
ü Edge AI, 5G, and IoT are the
perfect Triade for Unlocking
new ULL Use-Cases and
Business Opportunities
THANK YOU!
Gabriel Paredes Loza
AWS Expert

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Designing ultra-low latency 5g applications

  • 1. DESIGNING ULTRA-LOW LATENCY 5G APPLICATIONS GABRIEL PAREDES LOZA May 2024 AWS Expert
  • 2. 2 THE SPEAKER Gabriel Paredes Loza Gabriel has 10+ years of AWS Cloud experience working in a variety of roles and companies. With big passion for Data & AI, IoT, DevOps, and Cybersecurity, he is on a mission to fill the gap between digital innovations and business outcomes.
  • 3. 3 Ultra-Low Latency Applications Implementation Challenges AWS & 5G Conclusions Q&A AGENDA 07.05.2024 / Designing Ultra-Low Latency 5G Applications
  • 5. 5G allows three service grades that may be tuned for key requirements, allowing customers to validate different business cases. 5 ULTRA-LOW LATENCY APPLICATIONS 5G’s Service Grades Enhanced Mobile Broadband (eMBB) Ultra-Reliable-Low Latency Communication (URLLC) Massive Machine Type Communication (mMTC) Gigabits in a second Smart Home / Building Voice Smart City 3D Video, 8K, UHD Screens Cloud Games and Work Augmented Reality Industry Automation Self Driving Cars Mission Critical Apps
  • 6. 6 Ultra-Low Latency Applications require more than “just” ultra-low latency… 5G Feature Name 5G Feature Description 5G Feature Specification 4G Feature Specification Broadband Speed Maximum Data Transmission Rate per User across Coverage Area 20 Gbit/s to 100 Mbit/s 100 Mbit/s to 10 to 15 Mbit/s Latency Time to transmit a Data Packer from one Node to Another 1-5 milliseconds 5-50 milliseconds Stable Performance Under High-Speed Mobility Conditions Quality Handover Interruption Time, Uplink, Downlink, and Jitter Quality up to 500 km/h Quality up to 350 km/h Connection Density Ability to support Data Delivery within a certain time in a space- constrained location Over 100.000 Connections/km2 Around 2.000 Connections/km2 Note: all data points are approximations, given the existence of many different standard specifications. Source: The CIO’s Guide to 5G Connectivity and Strategy, Forrester Report ULTRA-LOW LATENCY APPLICATIONS
  • 7. Required Investments for 5G Networks Rollout are backed by several Business Drivers the technology’s Value Proposition Unlocks. 7 ULTRA-LOW LATENCY APPLICATIONS Definition & Drivers High Bandwidth Low / Ultra-Low Latency Quality of Service Long-Range Coverage Long Battery Life Real-Time Decision Making Improved Efficiency & Productivity Enhanced Customer Experience Costs Savings New Business Streams / Models Business Drivers 5G’s Value Proposition Unlocks Requires
  • 8. 8 5G Connected Products 5G infrastructure can connect tens of millions of wireless devices and enables M2M communication links in IoT 5G Networks as a core enabler for IoT, AI/ML, and Edge Computing use-cases AI / ML 5G enables efficient deployment of key automation use-cases leveraging AI / ML 5G Unlocks Value by leveraging complementary technologies along the value chain Edge 5G enables data processing close to the connected device, using ultra-low latency and ultra-high bandwidth Source: “5G Part Three: IoT, Edge Computing, and Network” Webinar, Forrester Report. ULTRA-LOW LATENCY APPLICATIONS
  • 10. Components Failure/ Disruption Increased Devices & Data Volumes Larger Bandwidth Network Shared Network (Resources) Different Traffic (Categories) Vast # Consumers & Producers Vastly Expanded Attack Surface Data Privacy & Governance Vastly Expanded Attack Surface 10 IMPLEMENTATION CHALLENGES Technical Considerations Cybersecurity Data Governance Quality of Service Scalability & Resiliency APIs / Entry Points
  • 11. 11 11 REFERENCE ARCHITECTURE Building Blocks: Devices & Radio Interface O-RAN Empowered by principles of intelligence and openness, the O-RAN Architecture is the foundation for building a virtualized RAN on open hardware and cloud, with embedded AI-powered radio control.
  • 12. 12 12 REFERENCE ARCHITECTURE Building Blocks: Edge Infrastructure Multiple-Access Edge Computing (MEC) Bring logic and cloud computing power to the edge of a network, closer to end users, reducing latency, and network congestion.
  • 13. 13 13 REFERENCE ARCHITECTURE Building Blocks: Core Network & Internet, Cloud Infrastructure Distributed Cloud Public cloud services available in remote locations, a single control plane for unified developer / strategy experience, and secure & reliable network tunnels, are the key components of a distributed cloud implementation.
  • 14. 14 14 REFERENCE ARCHITECTURE Building Blocks: Edge-to-Cloud Governance Platform Governance E2E Data Security & Governance API Layer Definition
  • 15. ❗ Unreliable Network Performance ❗ Latency Values in the 100ms range ❗ Network Backbone Data Pressure (e. g. 10Gbit/s with 5G) 15 REFERENCE ARCHITECTURE Deployment Type: Cloud-Based AI
  • 16. ü Ultra-Low Latency UE <-> Edge (5ms RTT)* ü Data Pressure terminated @ Edge) ❗ Unreliable Network Performance Edge <-> Cloud 16 REFERENCE ARCHITECTURE Deployment Type : Edge AI *: Latency values are experimental and have been measured by using AWS Wavelength as MEC.
  • 17. ü Service Link Edge <-> Cloud ü Low Latency UE <-> Cloud (<50ms RTT)* ü Single Control Plane for Cloud and Edge 17 REFERENCE ARCHITECTURE Deployment Type : Distributed AI *: Latency values are experimental and have been measured by using AWS Wavelength as MEC and AWS PrivateLink in the Parent Region’s VPC.
  • 19. 19 AWS & 5G 5G Offering on AWS* *: Some services might or might not be available outside the US. Please consult the AWS website before planning their usage. AWS Wavelength Run compute and storage workloads on AWS infrastructure located on the edge of the 5G network AWS Outposts Extend AWS infrastructure, services, APIs, and tools to on-premises data centers and edge locations AWS Private 5G Deploy, operate, and scale own Private Mobile Network, with all needed HW and SW provided by AWS AWS Local Zones Place compute, storage, database, and other selected AWS services close to large populations or industry centers
  • 20. 20 AWS & 5G AWS Wavelength
  • 21. 21 AWS & 5G AWS Wavelength
  • 22. 22 AWS & 5G AWS Wavelength
  • 23. 23 AWS & 5G AWS Wavelength
  • 24. 24 AWS & 5G AWS Wavelength
  • 25. 25 AWS & 5G AWS Wavelength
  • 26. 26 AWS & 5G Ultra-Low Latency AWS Reference Architecture ü Cloud-Native ü Highly Available ü ML Inference ≦ 10ms
  • 27. 27 AWS & 5G Ultra-Low Latency Use-Cases & Focus Industries 100s of Gbps 100s of Gbps 100s of Gbps 100s of Gbps 100s of Gbps 10s of Gbps 10s of Gbps 10s of Gbps 10s of Gbps 10s of Gbps
  • 29. 29 CONCLUSIONS “Ultra-Low Latency Applications require more than “just” Low Latency” Key Takeaways ! 5G’s Future lays on Justified ROIs involving significant Implementation and Modernization Costs ! Scaling-up ULL Solutions generates challenges such as Increased Data Volumes and Attack Surfaces ü Distributed Cloud with AWS provides a Single Control Plane for the setup and maintenance of an E2E solution ü Edge AI, 5G, and IoT are the perfect Triade for Unlocking new ULL Use-Cases and Business Opportunities
  • 30. THANK YOU! Gabriel Paredes Loza AWS Expert