data and ai driven infrastructure...data and ai driven infrastructure gyu myoung lee chair, itu-t...
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Data and AI driven
Infrastructure
Gyu Myoung LeeChair, ITU-T FG-DPM
LJMU/KAIST
Fifth ITU Workshop on Network 2030 (Geneva, 14-16 October 2019)
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Top 10 Strategic Technology Trends for 2019
• IoT with Artificial Intelligence• Edge Computing• Blockchain technologies
– New decentralized operating and distributed business models
– Blockchain inspired approaches
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IoT and Data:Artificial Intelligence of Things (AIoT)
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Data ExplosionArtificial Intelligence of Things
From Connecting Devices to Creating Value
Leverage the massive amount of data
Identification/Sensing
+ Remonte Control
+ Optimization
+ Autonomy
Extension of IoT Applications
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From CPS to Digital Twin
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Digital Twin Model
Source: Deloitte University Press
Internet of ThingsCyber Physical Systems
AI is an enabler for Digital Twin
• Smart Appliances• AI Assistant & Social Robots
• Mission-Critical Things• Convergence of IT & OT
• Microscopic RFID Chips
OT: Operational Technology
Future of Things
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Data-driven AIoT
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Data Security, Privay, Trust and Governance for trustworthiness in AIoT
Trustworthiness encompasses the concerns of security, privacy, safety, reliability and resilience, which are too often addressed separately and in isolation in risk management approaches. (NIST CPS Framework)
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Trustworthiness in AIoT
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Source: ITU-T FG-DPM Ad-hoc group (by Nathalie Feingold)
“Trust is the oxygen which will breathe life into the IoT. Industry needs to show data is safe and that it is properly treated.” (source: www.techuk.org.)
Trust is an essential element in Big Data and Analytics for Intelligence.
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Internet of Value
• The currency in the Internet is data.• Revolutionizes how transactions are recorded
– a decentralized digital ledger that records transactions– builds trust with accountability and transparency
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The IoV is as a platform of the next generation Internet that enables various types of assets to be digitalized and
represented as digital value using Blockchain.
A machine for creating trust
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Decentralization
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Decentralized AI Platforms
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D0.1 – Terms & Taxonomies
D1.1 – Use cases & Requirements
D2.1 – DPM Framework
D3.3 – Data Interoperability Framework
D3.5 – Blockchain and DPM
D3.6 – BC Data sharing
D3.7 – BC Data management
D4.1, D4.2, D4.6 – Security, Privacy, Governance Framework, Risk Management
D5 – Data economy: commercialization, ecosystem and impact assessment
D4.3 – Technical Enablers for Trusted Data
D4.4 – Data Quality Management
WG1
WG2
WG3
WG4
WG5
FG-DPM Core Deliverables
Total 15 Deliverableshttps://www.itu.int/en/ITU-T/focusgroups/dpm/Pages/default.aspx
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Lessons from ITU-T FG-DPM
• Data DPM (the new oil)
• Sharing data - Blockchain
• Data interoperability
• Data Security, Privacy, Trust and Governance for trustworthiness
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Driving Force for Changes
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Data – Network – AI (DNA)
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Potential Items for Future Work
• DNA core technologies– A new networking paradigm – Data-driven networking– DNA platform – Technology convergence (IoT+Big Data+Cloud+AI)– Data-Information-Knowledge-Wisdom (DIKW) process
• Use of AI in ICT infrastructures and services (trustworthy autonomous ICT)– Automative control and management in networking and services– Operational efficiency in Things + Processing + Coomunications + Stroage
• Data-driven applications with AI (linking between data and AI)• Security, privacy and trust including regulatory issues
– Trust in DNA, particularly human-technology interface including social aspects
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Key Topic – Computing and Networking Integration
• Data on the Edge and In-Network Computation
– to improve network and application performance, agility, security, and privacy by better integration
• IRTF Research Group - Computing in the Network (COIN)
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Key Topic – Intelligence Defined Networking
• ETSI GR NGP 006 (06/18), ITU-T Y.3324 (12/18)
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ESTI - GANA - Generic Autonomic Networking Architecture
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Key Topic – Distributed Intelligence
• Decision making hierarchy– Action (AI + Networking)
• Collaborative problem solving
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An example - AIMS
• The ecosystem of microservices distributed across the ROOF-Fog-Cloud systems over 5G networks
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Soure: Gyu Myoung Lee, Tai-Won Um, Jun Kyun Choi, “AI as Microservice (AIMS) over 5G networks,” ITU Kaleidoscope 2018, November 2018. (Santa Fe, Argentina)
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Key Topic - Internet of Blockchains
• Launch networks of individual and interoperable chains
• Enable programmers to innovate, allow for quick value transfers and seamless scalability
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An example of MEC enabled Blockchain
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Key Topic - Trustworthiness
• Transparency
• Data protection
• Privacy preserving
• Policy and regulatory issues
• Ethics
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Goal: Data and AI driven Infrastructure
• Trusted Decentralized Data Driven Networking and Services
• Hyper-Connected Distributed Intelligence
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Strategic direction to be taken by ITU-T
• Maximize to use FG results– FG-ML5G (Machine Learning for Future Networks including
5G)– FG NET-2030 (Technologies for Network 2030)
• Restructuring– SG13 – a new group on Data and AI driven networking
considering Network 2030– SG20 – a new Question on DPM and its applications – Coordination with other SGs (SG2, SG11, SG16 and SG17,
etc.)
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Questions for discussion
• How to identify challenging work items?– Gap analysis
• How to provide a good place?– Restructuring
• How to stimulate related activities?– Strategical direction and contribution driven
• How to collaborate and cooperate?– Liaison
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