THE EFFECT OF DATA AND ANALYTICS ON SMART … · the effect of data and analytics on smart mobility...
Transcript of THE EFFECT OF DATA AND ANALYTICS ON SMART … · the effect of data and analytics on smart mobility...
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THE EFFECT OF DATA AND ANALYTICS ON SMART
MOBILITY AND TRANSPORTATION SYSTEM
JIAQI MA
FORD MOTOR COMPANY
05/15/2017
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Urban Challenges
2
Air Pollution Traffic Congestion
Stress LevelsEfficiency
https://youtu.be/WbxV6uR9sjE
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Business Opportunities
3
$5.4TRILLION
$2.3TRILLION
TRADITIONAL AUTO
TRANSPORTATION SERVICES
0%
6%
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2,750
720
4,000
1,500
1,200
Traditional Automotive RevenuesVehicle Sales Dominant
New Automotive RevenuesRecurring Revenues Significantly Increasing
30
~3,500
~6,700
+30%
Recurring Revenues
(Shared mobility,
data connectivity)
Aftermarket
One-time Vehicle
Sales
In U.S. Billions In U.S. Billions
Today 2030
Source: McKinsey & Company, February 17, 2015
Business Opportunities
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Ford’s vision
5
• MAKING PEOPLE’S LIVES BETTER
Working Both Our Core Business And Emerging Opportunities
Allows Us To Build An Even Stronger Future
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Implication for Analytics
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Analytics
“Software is eating the world.”
- Marc Andreessen
BUT Analytics is eating software
SOFTWARE
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Implication for Analytics
77
Landing Zone
Discovery Zone
Data Supply
Data Ecosystem
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Analytics Reference Architecture
8
Client/App Layer
Data SourcesApplication
Transactional
System
Other
Internal
Other
External
Classification Prediction Optimization Analytics Layer
Me
tadata M
anage
me
nt
Integration Services
AnalyticMPP RDBMS
DWMPP RDBMS
Data Layer
Data Integration
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Ford Smart Mobility Analytics
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Providing Analytic
Solutions and Advice to
Help Support the Future
of Smart Mobility
(FordPass & Connected
Vehicle)
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• Sync 3 system• Sync Connect• Applink• Plug in device
• GoPark• GoDrive• Dynamic Shuttle• Journey Planning
• Semi-Autonomous vehicle technology
• AV fleets
• Ford Pass • New Skill Team: Global Data Insights & Analytics
Ford is aggressively pursuing emerging opportunities through Ford
Smart Mobility, the company’s plan to be a leader in connectivity,
mobility, autonomous vehicles, the customer experience and data
and analytics.
Ford Smart Mobility Analytics
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Ride ServicesVehicle
Sharing Other
Mobility
Products &
Services
Individual
Ownership
• Traditional
Buy/Lease
• Pay-as-you go
lease
• Fractional
ownership
• B2C / B2B
• P2P
• Commercial
vehicle sharing
• Bike (e-Bike)
sharing
• Closed
community
sharing
• Ride hailing
• Autonomous
ride hailing
• Shared
delivery
• Car pooling
• Dynamic
shuttle
• e-Bikes
• e-Scooter
• Accessories
• Journey planning
• Parking
• Payment systems
• UFC air quality
control
Mobility Product and Services Delivery Platform
Mobility Solutions Range From Private Ownership To Shared Solutions And Require A Mobility
Services Platform
Mobility Solution Landscape
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Mobility Solution Service
12
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Big Data Drive
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• Big Data Drive was the “first” mobility experiment. Designed to inexpensively collect massive quantities of
naturalistic vehicle data, the experiment has instrumented over 600 vehicles and collected more than 45
Terabytes of data.
•Successes
• BDD provided unique detailed data on driving behaviors across different Ford vehicle lines and model
years and generated insights in:
OBD2
CarOpenXC Phone/
Tablet
Ford
Hadoop
Public
Cloud
Analysis
Toolbox
Parking Space
PredictionCruise control Feature Usage
Fuel Economy Analytics
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Bike Sharing
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Ford Media Center, 2015
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On demand Dynamic Shuttle
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• Dynamic shuttle is to provide efficient on-demand, shared-ride mobility shuttle service, e.g. Go Ride Dynamic Shuttle
1. RequestID: 007
From: RIC
To: WHQ
Pickup Window:
2:10pm - 2:20pm
Routing
Algorithm
2. OfferFrom: RIC
To: WHQ
Pickup@2:15pm
3. InstructionPickup: 007
Location: RIC
Time: 2:15pm
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Dynamic Shuttle Demo
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Dearborn
1
2
1
24
3
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Shanghai last mile solution
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• Terrible experience taking public bus
• Difficult to get taxi in rush hour and rainy day
• High taxi cost for commuting
• Black cars or motorbikes are illegal and dangerous.
Pain point: First/last mile commute
High Demand Verified by Big Data & On-Site Observation
16
Pa
sse
ng
er S
ea
ts
• Convenient
• Flexible
• Affordable
• Smart
• Customer
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Shanghai Last mile demo
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Go Park app will give users information on
parking restrictions, allow them to pay for parking
and advise on most likely places to find spaces
Go Park in London
Go Park is an integrated parking management
solution that uses connected vehicle
technology to improve the parking experience
by providing accurate, understandable
information for both drivers and the City.
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Go Park experiment in London
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https://www.youtube.com/watch?v=LrczfZneJzE
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Go Park experiment in London
Hardware
Instrument Vehicles with PIDs
Install App on customer cell phone
Register customer with city
Data
Real Time Data
Plug-in device data
Pay-by-Phone data
Parking enforcement car
(optical character recognition of plates)
Historical Data
Historical data from above sources plus:
Payment data from app fed back into system
HERE cell phones-as-probes data
Predictive Algorithm
Queuing theory Markov model
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System architecture of parking system
22
Business Logic Server – assist the resident in
finding a suitable parking space based on their
profile preferences, the real-time parking situation
in their target locale, and GPS location
Smart Parking Algorithm – based on user’s
request, the engine will run the algorithm in cloud
and return ‘best fit’ recommendation for the driver
based on both historical and real time data
Smart Parking App – allow drivers to poll for
available spaces at their chosen destination. While
driving the application will dynamically re-route
them if spaces become occupied.FeedbackVerification
Feedback and Verification – Provides the
feedback of the parking availability and driver
behavior to the parking engine to update the real-
time database and continuous learning.
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THANK YOU
Ford Confidential