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Alibaba Cloud AI Solutions – ET Brain
Xuan Jin
Lead Solutions Architect
The Birth of ET Brains
2017.122017.062017.032016.102016.082016.04
Small Ai
ET Debut
ET City Brain
ET Industry Brain
ET Environment Brain
ET Aviation Brain
2018.6
ET Agriculture Brain
ET City Brain
Kuala Lumpur HangZhou ChongQing SuZhou Macau
The Structure of ET City Brain
Big Screen Dashboard
Data Resource
Monitoring
Crowd Distribution
Data Interface Service
3. Intelligent Algorithm Platform
Public Transport
Capacity Estimation
Traffic Video Analysis Road Network Modeling
Bus Stop Analysis Route Assessment Route Optimization
Vehicle Behavior
Modeling
Traffic condition
Forecasting
Traffic Strategy
Optimization
Buses
Taxis
Trucks
Shuttle Buses
Surveilance
System
Traffic Lights
Traffic Light
Control System
视
频
数
据
Images
Traffic Data
Computing
Cluster
Police Video
Network
Traffic Light
Control Systm
Traffic
Management
Taxi
Management
System
Management
Network
Internet
Companies
Map Data Traffic Data
Public Bus
Companies
Bus
Scheduling
System
Telecom
Companies
Traffic Light
Optimization
Private Wire
Intersection
Data
Network
Gateway
Real-Time
GPS Data
Historical
GPS Data
AP
Historical Data
Bus GPS
Historical Data
Bus GPS
Real-Time Data
Map Data
Videos
Command Center
Real-Time
Road Conditions Analysis
4. Intelligent Application Platform
2. Data Fusion Platform
Data Standard Physical Modeling Index Calculation Data Directory
Data Integration Data Cleaning Data Exchange Data Security
Bus
GPS Data
Map
Data
AP
Data
Bus
Route Data
Shuttle Bus
GPS Data
Traffic Light
Historical Data
Video / Image
Data
Taxi
GPS Data
Special Vehicle
GPS Data
Traffic
Data
AP
1. Data Collection Platform
Amap
China Mobile
China Unicom
Electronic
Police
System
Traffic Police
Department
1
2
3
4
5
Traffic Signal Optimization
ET City Brain
On-demand Green Wave for Ambulance
Downtown Hangzhou
500+ incident reports daily with 92% accuracy from video analysis
Average passing time dropped by 15.3%
Xiaoshan District
Average driving speed increased by 15%
Response time of emergency vehicles shortened by 50%
Su Zhou
Passenger volume increased by 17% on trial bus routes
Event Perception: Illegal Driving and Accidents
Suzhou City Brain
Public transportation passengers increase
17%+
Travel time reduce
6% Cars are reduced / Day
50,000
Suzhou City Brain
Suzhou City Brain Public Transportation System
Machine Data
QC Data
Environment Data
Expertise
Equipment Parameters
Machine Neural Network Industrial AIRules Features Experience
ET Industrial Brain
Machine Data
QC Data
Environment Data
Expertise
Equipment Parameters
x0 x1 x2 x3 x4
y1 y2 y3 y4
Yield rate of
silicon wafer slicing
+1%
Fossil fuel
consumption
-3%
Yield rate of
rubber compounding
+5%
Proportion of
Grade A cell products
+7%
Machine Neural Network Industrial AIRules Features Experience
ET Industrial Brain
ET Aviation Brain
Beijing Capital International Airport
Flights / Day
1700+
Gate Planning
50seconds
Time Saved / Day
5000+ hours
Beijing Capital International Airport
Ele.me – How to make 9 Million Delivery a Day
ET Aviation Brain
Orders / Day
9+ million
Order Response
0.5seconds
Avg. Delivery Time
29minutes
Ele.me O2O Platform
Ele.me O2O platform
A real demonstration from 3:47 to 4:12
3:47 Purchase 3:49 Accept 3:50 Delivery Plan 4:00 Deliver 4:12 Finish
Ele.me O2O platform
Make sure the dispatch system is
extensible with business growth
Reduce the waiting duration of consumers
Reduce the delivery cost
Apply prediction model by taking into account food
preparation duration / waiting duration at consumers location
Ele.me O2O platform
Dispatch tasks according to delivery network
status x mins later
Apply parallel computing and cloud computing
technologies in the system
Hema Dispatch System
Orders / Day / Store
4,000+
Travel distance reduce
15%
Hema online and offline experiential shopping center
Hema Dispatch System
Delivery Time
30minutes
Mission Beyond Cloud

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Alibaba Cloud AI Solutions - ET Brain

  • 1. Alibaba Cloud AI Solutions – ET Brain Xuan Jin Lead Solutions Architect
  • 2. The Birth of ET Brains 2017.122017.062017.032016.102016.082016.04 Small Ai ET Debut ET City Brain ET Industry Brain ET Environment Brain ET Aviation Brain 2018.6 ET Agriculture Brain
  • 3. ET City Brain Kuala Lumpur HangZhou ChongQing SuZhou Macau
  • 4. The Structure of ET City Brain Big Screen Dashboard Data Resource Monitoring Crowd Distribution Data Interface Service 3. Intelligent Algorithm Platform Public Transport Capacity Estimation Traffic Video Analysis Road Network Modeling Bus Stop Analysis Route Assessment Route Optimization Vehicle Behavior Modeling Traffic condition Forecasting Traffic Strategy Optimization Buses Taxis Trucks Shuttle Buses Surveilance System Traffic Lights Traffic Light Control System 视 频 数 据 Images Traffic Data Computing Cluster Police Video Network Traffic Light Control Systm Traffic Management Taxi Management System Management Network Internet Companies Map Data Traffic Data Public Bus Companies Bus Scheduling System Telecom Companies Traffic Light Optimization Private Wire Intersection Data Network Gateway Real-Time GPS Data Historical GPS Data AP Historical Data Bus GPS Historical Data Bus GPS Real-Time Data Map Data Videos Command Center Real-Time Road Conditions Analysis 4. Intelligent Application Platform 2. Data Fusion Platform Data Standard Physical Modeling Index Calculation Data Directory Data Integration Data Cleaning Data Exchange Data Security Bus GPS Data Map Data AP Data Bus Route Data Shuttle Bus GPS Data Traffic Light Historical Data Video / Image Data Taxi GPS Data Special Vehicle GPS Data Traffic Data AP 1. Data Collection Platform Amap China Mobile China Unicom Electronic Police System Traffic Police Department 1 2 3 4 5 Traffic Signal Optimization
  • 5. ET City Brain On-demand Green Wave for Ambulance Downtown Hangzhou 500+ incident reports daily with 92% accuracy from video analysis Average passing time dropped by 15.3% Xiaoshan District Average driving speed increased by 15% Response time of emergency vehicles shortened by 50% Su Zhou Passenger volume increased by 17% on trial bus routes Event Perception: Illegal Driving and Accidents
  • 7. Public transportation passengers increase 17%+ Travel time reduce 6% Cars are reduced / Day 50,000 Suzhou City Brain Suzhou City Brain Public Transportation System
  • 8. Machine Data QC Data Environment Data Expertise Equipment Parameters Machine Neural Network Industrial AIRules Features Experience ET Industrial Brain
  • 9. Machine Data QC Data Environment Data Expertise Equipment Parameters x0 x1 x2 x3 x4 y1 y2 y3 y4 Yield rate of silicon wafer slicing +1% Fossil fuel consumption -3% Yield rate of rubber compounding +5% Proportion of Grade A cell products +7% Machine Neural Network Industrial AIRules Features Experience ET Industrial Brain
  • 11. Beijing Capital International Airport Flights / Day 1700+ Gate Planning 50seconds Time Saved / Day 5000+ hours Beijing Capital International Airport
  • 12. Ele.me – How to make 9 Million Delivery a Day ET Aviation Brain
  • 13. Orders / Day 9+ million Order Response 0.5seconds Avg. Delivery Time 29minutes Ele.me O2O Platform Ele.me O2O platform
  • 14. A real demonstration from 3:47 to 4:12 3:47 Purchase 3:49 Accept 3:50 Delivery Plan 4:00 Deliver 4:12 Finish Ele.me O2O platform
  • 15. Make sure the dispatch system is extensible with business growth Reduce the waiting duration of consumers Reduce the delivery cost Apply prediction model by taking into account food preparation duration / waiting duration at consumers location Ele.me O2O platform Dispatch tasks according to delivery network status x mins later Apply parallel computing and cloud computing technologies in the system
  • 17. Orders / Day / Store 4,000+ Travel distance reduce 15% Hema online and offline experiential shopping center Hema Dispatch System Delivery Time 30minutes

Notes de l'éditeur

  1. 交通管理面临4个“不知道” “容量不知道”-即难以了解城市交通系统的承载能力。 “需求不知道”-即难以了解城市交通人、货时空出行目的、路径。 “对象不知道”-即难以精准定位需求调控的“人、车、路”对象。 “状态不知道”-即难以全面、及时了解道路、线路、枢纽拥堵状况
  2. 支持使用GA/T 1049.2+,SCATS ITS Interface,NTCIP C2C和C2F信号系统的对接 支持单路口、多路口优化、多路口绿波协调 路口高精地图显示,支持视频远程巡查 IOT-Based Environment Brain Detection of Nature Ecosystem -> Detection of Natural Ecosystem Ecological Co-exist -> Ecological Coexistence
  3. 全面感知快速路与相邻道路之间的实时路况 实现快速路匝道出入口与相邻交叉路况之间的协调联动,避免快速路或交叉口堵死 支持控制方案实时显示 能够回放历史交通路况及控制方案
  4. 优化公交排班,让更多的人放弃开车。
  5. 17%公交出行增加 减少6%时间
  6. Human, Machine, Material, Methodology, Environment
  7. 首都航空停机位分配。原来有一个人在排,但是飞机会晚点,人工效率不高。人工智能排班,Ganter图可以动太来排。最大化gate使用率,考虑到 gate 大小和飞机大小,滑行的跑道taxi way的冲突,避免临时的方案比如小飞机放在大位置上。
  8. 一天1700架,50秒一次排班,节省5000个小时总时间
  9. ELEME Inc. is a platform that offers online food delivery service. 
  10. Elem一天9m,骑手3m,不固定. 可能这个业务模式也适合rentokil
  11. 河马就是rentokil这个同一个team. 30mins 3km.
  12. 一天单店4000单,上线后节约了15% travel distance, 30分钟3公里全送到。