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Big Data and Transit Innovations

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Page 1: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

Big Data and Transit Innovations

Page 2: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

DiDi's Transportation Solution

~30 million daily completed rides

DiDi Express

DiDi Hitch

DiDi Taxi

DiDi Enterprise Solutions

DiDi Bus

DiDi Designated Driving

400+ cities

Registered

Users

550mn

Note: # of daily rides above is peak number. Uber China is included in the private car business

DiDi Premier

Qingju Bike

Job Opportunity

Provided

31mn

Page 3: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

3

Artificial IntelligenceBig Data Cloud Computing

~50% of employees are engineers or data scientists

DiDi | Technology Driven

106TB+ new data

generated every day

The accuracy rate of

predicting demand in 15

mins reaches 85%

4,875TB+ data

processed every day

The accuracy rate of

destination prediction

reaches 90%

High system stability

ensuring reliable 24/7 operations

Large-scale real-time data

processing platform

Top-class servers

World-class technology team with top

R&D and data analysis capabilities

Page 4: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

Transportation Brain

Perception Center (S) & Data Center(D)

Control

Center

(C)

Analysis

Center

(A)

Big Data Analysis

Real-time Warning

Traffic Planning

Measurement System

Smart Signal Control

AI Police Dispatching

Information Notice

Traffic Guidance

Vehicle-Infrastructure

Cooperation

Government Data Industry Data Crowdsourcing Data Online Data

DiDi Cloud

Cloud Computing

The core improvements at this stage:

Perception and Data

DiDi Urban Infrastructure | Transportation Brain

Page 5: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

Smart Traffic Lights

Big Data based Planning

Traffic Guidance System

Reversible Lane Management

DiDi Urban Infrastructure | Integrated Solutions

Page 6: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

Smart

Transit Brain

AI

Information

Security

Big Data

Cloud Computing

DiDi Public Transit

Information Services

Multimodal transfer plan

Real-time inquiry

Customized Bus Services

Seat guaranteed

Direct service

Commute Community Terminal

Planning Advisory Services

Data-driven optimization

Page 7: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

✘ Job-housing mismatch brings vast amount of travel demands

✘ Lack of effective ways to collect travel demands

✘ Existing bus lines cannot satisfy diverse travel demands

DiDi Public Transit | Customized Bus

Problems

Customized Bus: Online & Offline

Internet traffic acquisition and online operation

Demand estimation and route planning

Smart control and cloud-based dispatch

DiDi’s Advantages

Page 8: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

高效环保方案(步行+地铁+干线中巴)

步行较少方案(干线大巴+支线中巴)

舒适方案(微线小巴+干线大巴)

地铁+快线大巴

支线中巴

微循环小巴

Matching with time-space demand distribution:

大型固定站点

中型固定站点

虚拟站点

Fixed Routes +

Fixed StationsCustomization based on

estimated and crowdsourced

travel demands

Dynamic Routes +

Virtual StationsIn response to real-time and

reserved travel demands

Stations

Routes

Integrated

Services

Route Type

Vehicle Type

MinibusBus Mid-bus

DiDi Public Transit | Integrated Services

Page 9: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

Qingdao

Gathering & DispersingCommunity

Jinan

DiDi Public Transit | Demand Responsive Bus

Dynamic Routes + Virtual StationsIn response to real-time and reserved travel demands

Page 10: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

Industry-leading technology for bus ETA prediction

Nationwide leading service coverage

MaaS Platform

Smart Transportation

Cloud

✘ Long waiting time, unpredictable arrival time

✘ Inconvenient public transit transfer and insufficient

feeder services

DiDi Public Transit | Transfer & Real-time Information

Technology

Real-time bus OD data

Road network info

Vehicle info

Public Transit

Bikeshare

Public Transit

Public Transit

Public Transit

Taxi or rideshare

Problems DiDi’s Advantages

Transfer Guidance Stations NearbyTrip Planning ETA

Page 11: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

DiDi Express

DiDi Taxi

DiDi Bus

DiDi Premier

DiDi Bike/E-bike

Services

Trip

Planning

Booking

DiDi Mini Bus

DiDi Car Share

Public Transit

Rideshare

Serv

ing

7 sce

nario

s

Leisure

Commute

Tour

Business

Gathering &Dispersing

Community

Slow

Transportation

Walking

Extreme weather

DiDi | Mobility-as-a-Service (MaaS) Platform

More to come…

Page 12: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

DiDi Public Transit | Macroscopic Transit Planning Model

OD Demand Estimation

Model Building

| Technology

Road Network Traffic Analysis Zone

Bus Station Bus Route

Page 13: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

DiDi Public Transit | Timetable & Network Optimization

| Timetable Optimization

| Problems

✘ Fixed timetable unsatisfied with real time travel needs

✘ In need of refined operation methods to improve efficiency

Based on transit data and DiDi data, analyze travel pattern and passenger distribution, provide optimization advises for transit authorities

✘ Unrealized routes generated extra operational cost

✘ Unsatisfying routes compromised the attractiveness for all

| Network Optimization

Data: passenger origin and destination data in the platform

Algorithm:DiDi od estimation algorithm and model building capability

| DiDi’s Advantage

Demand Gap

Page 14: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

DiDi Public Transit | Public Transit Data Analysis Platform

Page 15: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

Data

Processing

Demand

Estimation

Route

Planning

Route

Evaluation

The accuracy of

demand estimation

The speed of

route selection

The timeline for

route launch

An innovative model

combining Internet and

public transit

DiDi Public Transit | Public Transit Route Planning Platform

Page 16: Big Data and Transit Innovations - MOBILIZE Pune · 3 Big Data Artificial Intelligence Cloud Computing ~50% of employees are engineers or data scientists DiDi | Technology Driven

DiDi Public Transit | Case – Customized Bus Route Planning