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5G Based AI + Blockchain + IoT Convergence AT A Glance
Alex G. Lee1
Technology/Use Case AI Bloclkchain IoT
Technology
5G Network Slicing
*Enhanced Mobile
Broad Band (eMBB)
*Ultra Reliable Low
Latency Communication
(URLLC)
*Massive Machine Type
Communication
(mMTC)
Fog/Edge Computing
*Multi-access Edge
Computing (MEC)
Dynamic network slicing resource
management using reinforcement
learning (e.g., prediction of the
network load of each network slice
based on the incoming connection
and slice usage history; allocation
of incoming devices to appropriate
slice depending on the predicted
network load; dynamically
monitor and predict network
resource utilization); Dynamic
network slicing broker building;
Detection of anomalous behavior
in a network slice
Deep learning based optimal
management and maintenance
(e.g., adaptive edge caching;
optimized edge computing task
offloading, energy consumption
per bit minimization, application
Distributed market for network
slicing brokerage (e.g.,
autonomous slice provisioning
and deployment using secure
real-time dynamic resource
exchange via smart contracts and
consensus algorithms);
Traceability and tracking of
resource usage and dynamic
resource allocation during
dynamic slice usage to meet
SLAs (Service Level
Agreements)
Secure and privacy-preserving
task sharing/offloading processes
among MEC servers at the edge
level (e.g., offloading
traceability, secure resource
trading, smart contract-based
The network slicing can provide
optimized security for IoT
IoT edge networks in
collaboration with MEC servers
                                                            
1
Alex G. Lee, Ph.D Esq., is a principal consultant at TechIPm, LLC.
2 
 
©2020 TechIPm, LLC All Rights Reserved http://www.techipm.com/ 
 
relocation optimization, predictive
maintenance of MEC equipments);
Secure offloading against jamming
Attacks; Multi-agent distributed
AI for cooperation and resource
sharing
access control); Facilitating
collaboration among MEC
servers and across different
MEC service providers; Cloud
sourcing for computing/storage
resources
Industrial Use Case
Smart Mobility
*V2X: Vehicle-to-
Vehicle, Vehicle-to-
Infrastructure, Vehicle-
to-Network, Vehicle-to-
Pedestrian
Network slicing optimization for
5G V2X (e.g., traffic safety
service exploiting V2V,
autonomous driving exploiting
V2X, provision/update of HD
maps in real time); MEC server-
assisted hierarchical federated
learning for privacy-preserving
automotive deep learning
applications exploiting 5G V2X
communication (e.g., object
detection and tracking, road
change/events detection,
localization and mapping);
Reinforcement learning based
shared mobility rebalancing
Autonomous management of
MEC resources: offloading/
streaming orchestration for
autonomous vehicle; Secure data
sharing/networking mechanism
for vehicular network;
Decentralized car-sharing/car-
pooling/ride-hailing platforms
Internet of Vehicle (IoV)
network ; Sensor fusion of
vehicular IoT sensing data;
Surrounding/Environment
monitoring ; Real-time data
collection for vehicular Cyber-
Physical System/Digital Twin
3 
 
©2020 TechIPm, LLC All Rights Reserved http://www.techipm.com/ 
 
Smart Manufacturing
*Industry 4.0
Network slicing optimization for
smart factory (efficient operations
and reduced service creation time
for manufacturing equipments);
Optimization of production
processes; Automatic recognition
of defect or error or anomaly in the
manufacturing system; Market
demand forecasting for on demand
manufacturing; Predictive
maintenance of manufacturing
equipments; Reinforcement
learning based prescriptive
analytics for production control;
Real-time adaptive control of
additive manufacturing processes;
Optimal energy consumption
management; Autonomous control
of assembly robots
Transparent and sustainable
manufacturing supply chain
management; Distributed &
collaborative smart
manufacturing system; Secure
data sharing/networking
mechanism for manufacturing
system
Real-time monitoring of defect
or error or health status in the
manufacturing system; Real-
time inventory tracking; Real-
time data collection for
manufacturing Cyber-Physical
System/Digital Twin
4 
 
©2020 TechIPm, LLC All Rights Reserved http://www.techipm.com/ 
 

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5G Based AI + Blockchain + IoT Convergence AT A Glance

  • 1. 1    ©2020 TechIPm, LLC All Rights Reserved http://www.techipm.com/    5G Based AI + Blockchain + IoT Convergence AT A Glance Alex G. Lee1 Technology/Use Case AI Bloclkchain IoT Technology 5G Network Slicing *Enhanced Mobile Broad Band (eMBB) *Ultra Reliable Low Latency Communication (URLLC) *Massive Machine Type Communication (mMTC) Fog/Edge Computing *Multi-access Edge Computing (MEC) Dynamic network slicing resource management using reinforcement learning (e.g., prediction of the network load of each network slice based on the incoming connection and slice usage history; allocation of incoming devices to appropriate slice depending on the predicted network load; dynamically monitor and predict network resource utilization); Dynamic network slicing broker building; Detection of anomalous behavior in a network slice Deep learning based optimal management and maintenance (e.g., adaptive edge caching; optimized edge computing task offloading, energy consumption per bit minimization, application Distributed market for network slicing brokerage (e.g., autonomous slice provisioning and deployment using secure real-time dynamic resource exchange via smart contracts and consensus algorithms); Traceability and tracking of resource usage and dynamic resource allocation during dynamic slice usage to meet SLAs (Service Level Agreements) Secure and privacy-preserving task sharing/offloading processes among MEC servers at the edge level (e.g., offloading traceability, secure resource trading, smart contract-based The network slicing can provide optimized security for IoT IoT edge networks in collaboration with MEC servers                                                              1 Alex G. Lee, Ph.D Esq., is a principal consultant at TechIPm, LLC.
  • 2. 2    ©2020 TechIPm, LLC All Rights Reserved http://www.techipm.com/    relocation optimization, predictive maintenance of MEC equipments); Secure offloading against jamming Attacks; Multi-agent distributed AI for cooperation and resource sharing access control); Facilitating collaboration among MEC servers and across different MEC service providers; Cloud sourcing for computing/storage resources Industrial Use Case Smart Mobility *V2X: Vehicle-to- Vehicle, Vehicle-to- Infrastructure, Vehicle- to-Network, Vehicle-to- Pedestrian Network slicing optimization for 5G V2X (e.g., traffic safety service exploiting V2V, autonomous driving exploiting V2X, provision/update of HD maps in real time); MEC server- assisted hierarchical federated learning for privacy-preserving automotive deep learning applications exploiting 5G V2X communication (e.g., object detection and tracking, road change/events detection, localization and mapping); Reinforcement learning based shared mobility rebalancing Autonomous management of MEC resources: offloading/ streaming orchestration for autonomous vehicle; Secure data sharing/networking mechanism for vehicular network; Decentralized car-sharing/car- pooling/ride-hailing platforms Internet of Vehicle (IoV) network ; Sensor fusion of vehicular IoT sensing data; Surrounding/Environment monitoring ; Real-time data collection for vehicular Cyber- Physical System/Digital Twin
  • 3. 3    ©2020 TechIPm, LLC All Rights Reserved http://www.techipm.com/    Smart Manufacturing *Industry 4.0 Network slicing optimization for smart factory (efficient operations and reduced service creation time for manufacturing equipments); Optimization of production processes; Automatic recognition of defect or error or anomaly in the manufacturing system; Market demand forecasting for on demand manufacturing; Predictive maintenance of manufacturing equipments; Reinforcement learning based prescriptive analytics for production control; Real-time adaptive control of additive manufacturing processes; Optimal energy consumption management; Autonomous control of assembly robots Transparent and sustainable manufacturing supply chain management; Distributed & collaborative smart manufacturing system; Secure data sharing/networking mechanism for manufacturing system Real-time monitoring of defect or error or health status in the manufacturing system; Real- time inventory tracking; Real- time data collection for manufacturing Cyber-Physical System/Digital Twin