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Dr. Ilja Radusch, [email protected] 10.05.2017 REAL AND VIRTUAL PROVING OF AUTOMATED DRIVING IN BERLIN'S MIXED TRAFFIC

Real and Virtual Proving of Automated Driving in Berlin's Mixed …on-demand.gputechconf.com/gtc/.../s7422-ilja-radusch-real-and-virtu… · Combining real and virtual proving. 8

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Page 1: Real and Virtual Proving of Automated Driving in Berlin's Mixed …on-demand.gputechconf.com/gtc/.../s7422-ilja-radusch-real-and-virtu… · Combining real and virtual proving. 8

Dr. Ilja Radusch, [email protected]

10.05.2017

REAL AND VIRTUAL PROVING OFAUTOMATED DRIVING IN BERLIN'S MIXED TRAFFIC

Page 2: Real and Virtual Proving of Automated Driving in Berlin's Mixed …on-demand.gputechconf.com/gtc/.../s7422-ilja-radusch-real-and-virtu… · Combining real and virtual proving. 8

2

Director Smart Mobility at Fraunhofer

Fraunhofer is Europe largest applied R&D

society

Technology development and consulting

Connected and automated driving

Security, trust, identity management for vehicle

networks

Analysis of large mobility data sets (big data)

Parking and parking space surveillance

Conducted Europe largest field operational test

on connected driving

GTC 2017 ©Fraunhofer FOKUS

WHO AM I ?

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Director of Daimler Center for Automotive IT Innovations

Pre-competitive R&D applying the latest

information technology to the automotive domain

in both product and process innovations

Fostering tri-lateral cooperation between

automotive industry and Daimler AG

Success stories include prototyping the

Remote Parking Assistant of the current Mercedes

E-Class

GTC 2017 ©Fraunhofer FOKUS

WHO AM II ?

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Industry pushing for following scenarios till 2020

GTC 2017 ©Fraunhofer FOKUS

Scenario 1: Structured and simple environment

Highway traffic jam chauffeur till 60 km/h

Highway chauffeur till 130 km/h

Scenario 2: Complex but still structured environment in

parking garages

Parking chauffeur will allow driver less maneuvers and

parking in environments mixed with non-automated

vehicles and pedestrians

AUTOMATED DRIVING

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PROVING AUTOMATED DRIVING IS TIME CONSUMING

Automotive

Cloud

Automated

Vehicles

Roads &

Infrastructure

GTC 2017 ©Fraunhofer FOKUS

Connected

Vehicles

240 million kilometers or

1.000 vehicle life times

just for a single vehicle

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PROVING AUTOMATED DRIVING IS AN ONGOING PROCESS

Automotive

Cloud

Automated

Vehicles

Roads &

Infrastructure

GTC 2017 ©Fraunhofer FOKUS

Connected

Vehicles

During deployment to

validate your data!

While development to

validate your code!

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PROVING AUTOMATED DRIVING IS AN ONGOING PROCESS

Automotive

Cloud

Automated

Vehicles

Roads &

Infrastructure

GTC 2017 ©Fraunhofer FOKUS

Connected

Vehicles

Combining real and

virtual proving

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Virtual Proving consists of either

replay of pre-recorded data

real-time simulation of vehicles and sensors in relevant traffic scenarios

Time and cost effective solution

Allows to simulate vehicles and sensors for

Quick validation during development

Input data generation

Virtual validation of whole system with

estimated improvements in algorithms or sensors

GTC 2017 ©Fraunhofer FOKUS

BENEFITS OF VIRTUAL PROVING

Page 9: Real and Virtual Proving of Automated Driving in Berlin's Mixed …on-demand.gputechconf.com/gtc/.../s7422-ilja-radusch-real-and-virtu… · Combining real and virtual proving. 8

9GTC 2017 ©Fraunhofer FOKUS

Area will be equipped with sensors for ground truth collection

Support for vehicle-2-x communication, including traffic lights

Connected and automated driving functions

Situation analysis and prediction

HD maps for robust self-localization

TEST FIELD FOR AUTOMATED DRIVING IN BERLIN

Page 10: Real and Virtual Proving of Automated Driving in Berlin's Mixed …on-demand.gputechconf.com/gtc/.../s7422-ilja-radusch-real-and-virtu… · Combining real and virtual proving. 8

10GTC 2017 ©Fraunhofer FOKUS

INDEPENDENCE OF ENVIRONMENTAL CONDITIONS

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11GTC 2017 ©Fraunhofer FOKUS

OUR APPROACH EVEN WORKS INSIDE GARAGES

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Vehicle SimulationLIDAR, vehicle dynamics,

in-vehicle sensors, …

Traffic Simulationvehicle flow, traffic lights,

real traffic patterns , …Communication

SimulationITS G5 ad-hoc,

LTE, 5G

Virtual Provingwith Simulation

GTC 2017 ©Fraunhofer FOKUS

DYNAMIC COUPLING OF BEST-IN-CLASS SIMULATORS

ADAS Functionsplatooning, self-driving, …

User Simulationdriving behaviour,

emotions, mood, …

ISAAC

Robot Simulator

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Virtual proving environment allows for quick synthetic data generation

GTC 2017 ©Fraunhofer FOKUS

Passive data

Vehicle probe data, from vehicle fleets, …

xFCD probe data, from smart phones, busses, …

Infrastructure traffic data, from infrastructure operators, …

Active data

generated dynamically through interconnected, best-of-

class simulators

Synthetic data allows testing of algorithms independent of

probe data quality, feature set, and quantity

DECOUPLING ALGORITHM AND DATA GROOMING

Quality

Quantity

Signal set

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14GTC 2017 ©Fraunhofer FOKUS

Comprehensive virtual proving testbed VSimRTI

Integrates best-in-class simulators

Already bundled with extendable LIDAR, vehicle, traffic, and communication simulators

Research and commercial licenses offered

Developed for over 10 years, used by over 140 institutions all over the world

Makes development of self-driving functions more time and cost effective

Puts several vehicles and sensors in traffic scenarios for

(regression) testing during development

Active data generation

REAL AND VIRTUAL PROVING TESTBED

Apply for trial license

[email protected]