Living on AI, Present and Future

17
Living on AI, Present and Future Xinhui Wang General Manager of Standardization and Industrial Relations, Vice President ZTE Corporation

Transcript of Living on AI, Present and Future

Page 1: Living on AI, Present and Future

Living on AI, Present and Future

Xinhui Wang

General Manager of Standardization and

Industrial Relations, Vice President

ZTE Corporation

Page 2: Living on AI, Present and Future

Contents1

2Present

Trend

3 Future

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1 Trend

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The 3rd Wave of AI in the History

2006 2012 2016 2021

• Focus on classic machine learning

algorithms

• Limitation on tasks like image

recognition

• The buds of deep learning

• Effectiveness of deep learning

algorithms in feature extraction

• Breakthrough in voice and visual

recognition

• GAN, adversarial attack

• Google autonomous driving

• Renaissance of reinforcement learning

• Commercialized AI products

• Development of AI Chips, 5G, and IoT

• Autonomous driving technology

The technological breakthrough marked by automatic feature extraction has formed the 3rd wave of AI. A new

technological breakthrough with a cycle of about 20 years has been gestating.

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Four Major Evolution Trends

Industry Research

Project Practice

• The risks of AI development

• Against attacks, backdoors

• Privacy, ethics

• Prejudice, discrimination, trust

• Explainable AI

• The ultimate goal of AI applications

• Closed loop of perception, transmission, storage,decision, and action

• Closed loop of perception, learning, anddeployment

• AI process is automated

• AI technology research: in-depth details

• Research work expands from theory toapplication

• Demand for foundational work

• Accelerated penetration of AI technologies intoindustries

• Industrial revolution AI may bring

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2 Present

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AI+, Shaping Today’s Society

Cell Phone

Smart HomeIntelligent

Vehicle

Wearable

Device

AI+

Education

Network

Health

Care

Government

Finance

Natural Interaction

Changing Life

Intelligent Learning

Re-shaping Industries

Drone

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AI for Healthcare

INTELLIGENT

HEALTHCARE

COVID-19-like

INFECTIOUS

DISEASE TRACKING

Achieve efficient disease tracking

9%

CHRONIC

DISEASE MONITORINGIssue health risk alerts

RESCUE OF

SUDDEN DISASTERAssign rescuers in time

RESCUE OF SUDDEN

DISEASE AND

ACCIDENT

Request timely medical treatment

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AI for Industrial ParkPark introduction: ZTE Nanjing Binjiang Manufacturing Base

Technologies:

• Use the latest 5G technology to fully cover the administrative

and factory areas

• Use AI technology to automate and intelligentize each unit

• ZTE's most intelligent factory and one of the most advanced

parks in China's communications manufacturing industry

• Cloud AGV: intelligent collaborative scheduling

• Machine vision: timely detection of potential safety hazards,

device quality inspection, automated assembly line

• Intelligent analysis: comprehensive monitoring of assets,

energy consumption, environment, etc.

• Intelligent prediction: predictive management of quality,

contract and logistics

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AI for Environmental ProtectionNB-IoT/

2/3/4/5G

5G eMBB

+URLLC

Smart environmental

service platform

AI+ Environmental Protection = IoT monitoring + 5G video

inspection + AI Analysis

IoT platform

AI/BD

Real-time monitoring + remote control

Intelligent Analysis:Big Data +AI

HD picture recognition

• Experience: N*4K high-definition reality

immersive

• Accurate: 80%->95% anomalies

recognition

5G large bandwidth video, HD images are

real and effective

• Real-time: sub-millisecond control

• Linkage: Monitoring cost ↓40%, detection

period↓70%

5G drone patrol, efficient remote

monitoring

• Effect: multiple algorithm models, multi-

dimensional data fusion, trend analysis,

prevention in advance, accuracy above

95%

AI data processing makes decision more

scientific and timely

Inspection ships, drones, high-

definition cameras

Online detection equipment for air,

water quality, floods, pollution

sources, etc.

AI + environmental protection, enabling the digital transformation of the environmental protection industry, and helping the environmental

monitoring system to achieve three-dimensional monitoring, intelligent analysis, and refined control.

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On Demand

Predictive

Smart

Operation

Autonomous

Self-healing

Self-optimizing

Intelligent O&M

Customer Service

Precise Marketing

Data Monetization

Multi-dimensional

Perception

Dynamic Policy

Real-time intelligence

Fault Prediction

Traffic Forecast

Network Prediction

Network requires the introduction of AI in order to achieve automated and intelligent operations.

Network Requires More Intelligence

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Standard : ML in 5G Architecture(Pipeline)

orchestrator

MNG

AI Platform

MLFO

Intent

NF-1 NF-n

M1 P Sink

High level building blocks of mng

NF-1 NF-n

C PP

Domain-2 (eg : Transport)

NF-1 NF-n

src

Domain-3 (eg : RAN)

Simulate

src C

PP M1

M2 P

D sink

Domain-1 (eg : CN)

High level logical architecture of pipeline High level logical architecture of closed loop

Note:Source from ITU-T FG-

ML5G

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Open Source : Toolkit for AI Model (Adlik)

Adlik, a toolkit for

accelerating deep

learning inference on

specific hardware.

• Support several

kinds of hardwares.

• Collaborate with

existing inference

solutions with

unified entrance.

An open source

project of LF AI &

Data and code

hosted on GitHub.

https://adlik.ai/

https://github.com/Adl

ik

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On Demand Service

Simplified O&M

Smart Scheduling

• Intent-based Service

• Smart Slicing

• AI-Based RCA

• Proactive O&M

• AI-Based Massive MIMO

• Intelligent Traffic Optimization

• AI-Based Resource Scale In/Out

O&M

IntelligenceLite AI Engine

Business

Intelligence

Network Element

Intelligence IPData Center

MANO/EMS/SDN-C

AI Engine NG-OSS

RT AI Engine

E2E Network Optimization

E2E Inter-domain O&M

E2E Service Orchestration

OTN

TTM

Days

Manpower

75%

Performance

10%

Self-evolution Network

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Framing the future of AI

AI, everything and everywhere

Incredible Invisible unprecedented

Future Scope of AI

• Robots will keep us safer from disaster.

• We all will become cyborgs.

• AI will turn us into super human.

• Very smart computers may solve our

problems, even change in the climate.

• AI will give us more time to be creative.

• Sad part is, robots will take away most

of our jobs.

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Thank You!