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© d-fine — All rights reserved© d-fine — All rights reserved | 0
The impact of shared and autonomous robo-taxis on future
urban mobility
Uno Sguardo al futuro: l’impatto della guida autonoma nel Car-Sharing
I robo-taxi nella mobilità urbana del 2030 a Milano
Oliver Wohak, d-fine
Milan, 09.04.2019
© d-fine — All rights reserved© d-fine — All rights reserved | 1
d-fine is a leading European consultancy for business analysis and
technology services
850+ staff with strong quantitative skills
Combining business and IT competences
Academic background in STEM disciplines
Data analysis and technology
Our unique consulting approach combining business and IT consulting
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 2
Our study with AMAT: The impact of shared and autonomous
robo-taxis on future urban mobility
A Simulation-Based Approach for Milan 2030
Uno Sguardo al futuro: l’impatto della guida autonoma nel Car-Sharing
I robo-taxi nella mobilità urbana del 2030 a Milano
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 3
Innovative mobility concepts use the elements of CASE to provide efficient
and ecological mobility solutions
Urbanisation
Limited infrastructure
Emissions
Inefficient utilization
Connected
Autonomous
Shared Services
Energy
The innovative mobility concepts are enabled by digitization and can
sustainably increase the living quality in urban and rural areas through
efficient connectivity and infrastructure utilization.
Challenges faced Innovative trends
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 4
Our study focuses on robo-taxis as a ride-pooling service and analyses the
potential benefit for traffic flow and emissions through traffic simulations
Ride-pooling is an
innovative concept
in urban mobility
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 5
Our simulations compare traditional traffic to traffic with integrated robo-taxi
fleets assuming level 5 automation D
RIV
ER
AU
TO
MA
TIO
N
LEVEL 0
DRIVER
ONLY
LEVEL 1
DRIVER
ASSISTANCE
LEVEL 2
PARTIAL
AUTOMATION
LEVEL 3
CONDITIONAL
AUTOMATION
LEVEL 4
HIGH
AUTOMATION
LEVEL 5
FULL
AUTOMATION
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 6
Comparing traditional traffic to modern mobility, the perspective is shifting
from the vehicle to the person
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 7
Our simulation approach focuses on the mobility demand of the individual and
integrates the four steps of ride-pooling
Identification1 Matching2Route
adaptation3 Driving4
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 8
The modular simulation framework makes use of various data sources and
enhancing functionality to derive outcomesN
etw
ork
map
Robo-taxi
simulation
Ro
ute
sM
ob
ility d
ata
Ro
bo
-taxi m
od
ule
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 9
Microscopic traffic simulation enables bottom-up analysis: Our results in
numbers
66 seaters offer good capacity for
urban ride-pooling
95009500 robo-taxis are necessary to
avoid traffic jams during rush-hour
<15Typical waiting time for robo-taxi is
below 15 minutes
10%10% peak shaving is considered as
a complementing measure
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 10
The results of our simulation indicate the potential benefit of robo-taxis on
infrastructure utilization
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 11
The results of our simulation indicate the potential benefit of robo-taxis on
infrastructure utilization
Vehicle numbers will be
reduced – traffic flow
optimized.
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 12
The results of our simulation indicate the potential benefit of robo-taxis on
infrastructure utilization
Vehicle numbers will be
reduced – traffic flow
optimized.
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 13
The results of our simulation indicate the potential benefit of robo-taxis on
infrastructure utilization
Vehicle numbers will be
reduced – traffic flow
optimized.
Emissions will be
reduced sustainably and
kept below thresholds.
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 14
The results of our simulation indicate the potential benefit of robo-taxis on
infrastructure utilization
Vehicle numbers will be
reduced – traffic flow
optimized.
Emissions will be
reduced sustainably and
kept below thresholds.
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 15
The results of our simulation indicate the potential benefit of robo-taxis on
infrastructure utilization
Vehicle numbers will be
reduced – traffic flow
optimized.
Emissions will be
reduced sustainably and
kept below thresholds.
Fewer parking spaces
will be needed.
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 16
The results of our simulation indicate the potential benefit of robo-taxis on
infrastructure utilization
Vehicle numbers will be
reduced – traffic flow
optimized.
Emissions will be
reduced sustainably and
kept below thresholds.
Fewer parking spaces
will be needed.
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 17
The results of our simulation indicate the potential benefit of robo-taxis on
infrastructure utilization
Vehicle numbers will be
reduced – traffic flow
optimized.
Emissions will be
reduced sustainably and
kept below thresholds.
Fewer parking spaces
will be needed.
Freed space can be
reallocated to the
public or used for
modern infrastructure!
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 18
Efficiently shaping mobility and promoting public life: Milan 2030
No Congestions.
Senza traffico.
Low Emissions.
A bassa emissione.
Liveable!
Vivibile!
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
© d-fine — All rights reserved© d-fine — All rights reserved | 19
Cities, traffic agencies, and mobility service providers face both challenges
and potential in respect to innovative mobility solutions
App Development
& API Integration
Autonomous
Vehicles
User
Experience
Pooling
Algorithms
Fleet
Management
Dynamic Pricing
Strategies
Understanding
Regulation
Demand
Prediction
MaaS
Platform
Integrating
E-Mobility
Intermodality &
Mobility Hubs
Smart
Ticketing
Service & System
Integration
Study and
Roadmap Analysis
Data Analytics and
Algorithms
Citie
s, tr
affic
agencie
s,
an
d
mobili
ty s
erv
ice p
rovid
ers
d-f
ine a
s
a p
art
ner
2019-04-09 | The impact of shared and autonomous robo-taxis on future urban mobility
Cost-Benefit-
Analysis
Frameworks and
Conditions
Investment
Potential
Integrated
Services
Enhancing
Micro Services
© d-fine — All rights reserved© d-fine — All rights reserved | 20
d-fine
Berlin
Dusseldorf
Frankfurt
London
Munich
Vienna
Zurich
Headquarters
d-fine GmbH
An der Hauptwache 7
D-60313 Frankfurt/Main
Germany
Tel +49 69 90737-0
Fax +49 69 90737-200
www.d-fine.com
Get in touch!
Oliver Wohak
Senior Consultant
Tel +49 2118639510
Mobile +49 152 57975071
Email [email protected]
Dr Thorsten Sickenberger
Manager
Tel +49 69 90737-537
Mobile +49 162 2631375
Email [email protected]
Christoph Belafi
Partner
Tel +49 89 7908617-343
Mobile +49 151 14819343
Email [email protected]
d-fine
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