END TO END NEEDS FOR AUTONOMOUS VEHICLES NORM MARKS SEPT. 6, 2018

Size: px
Start display at page:

Download "END TO END NEEDS FOR AUTONOMOUS VEHICLES NORM MARKS SEPT. 6, 2018"

Transcription

1 END TO END NEEDS FOR AUTONOMOUS VEHICLES NORM MARKS SEPT. 6, 2018

2 THE MOST EXCITING TIME IN TECH HISTORY GAMING $100B Industry ARTIFICIAL INTELLIGENCE $3T IT Industry AUTONOMOUS VEHICLES $10T Transportation Industry NVIDIA GPU 2

3 END-TO-END SYSTEM FOR AV Cars Pedestrians Path Lanes Signs Lights COLLECT DATA TRAIN MODELS SIMULATE RE-SIMULATE MAPPING Sources: NVIDIA & RAND Corporation 3

4 NVIDIA PERCEPTION INFRASTRUCTURE LARGE-SCALE DEEP LEARNING MODEL DEVELOPMENT Data Factory Train on NVIDIA DGX Library of Labeled Data Workflow, Tools, Supercomputing Infrastructure Data Ingest, Labeling, Training, Validation, Adaptation Automation, Best Model Discovery, Traceability, Reproducibility Purpose-built for Safety Standards of Automotive Data is the new source code DRIVE Pegasus Validate/ Verify Test Data 4

5 DATA COLLECTION AND LABELING FOR AI 100 s of petabytes of data from test vehicles 20% to 50% of data may not be useful 10+ DNNs for self-driving vehicles 10 s of billions of total images from test vehicles 1,500 workers Label up to 1M images per month Raw Data Total Images Useful Data Labeled Images # DNNs Source: Data from test fleets of cars 5

6 AI FOR SELF-DRIVING WORKFLOW Get Data Train & Test Adjust Deploy Test & Validate Labeled Data Trained Model Fine Tune Model Export Model Inference at Edge DNN Development Exploration Development Model Selection Simulate Re-Simulate 6

7 AI FOR SELF-DRIVING 7

8 8

9 AI OUTSIDE AND INSIDE THE VEHICLE Exterior Driver Recognition Automatic Personalization Device usage detection Cyclist Alert Distracted Driver Alert Driver/Passenger Recognition Customer Application DRIVE AV Object, Freespace, Path / Lane, Path Planning, Wait, Map, Sign, Lights, Road Markings, Surround DRIVE IX Gaze, Eye Openness, Head Pose, Gestures, Emotions Facial Recognition, Voice Recognition & Lip Reading DRIVE OS 9

10 MANY THINGS TO LEARN 10

11 Autonomous vehicles need to be driven more than 11 billion miles to be 20% better than humans. With a fleet of 100 vehicles, 24 hours a day, 365 days a year, at 25 miles per hour, this would take 518 years. Rand Corporation, Driving to Safety 11

12 SIMULATION THE PATH TO BILLIONS OF MILES World drives trillions of miles each year. U.S. has 770 accidents per billion miles. A fleet of 20 test cars cover 1 million miles per year. 12

13 NVIDIA DRIVE SIM AND CONSTELLATION AV VALIDATION SYSTEM Virtual Reality AV Simulator Same Architecture as DRIVE Computer Simulate Rare and Difficult Conditions, Recreate Scenarios, Run Regression Tests, Drive Billions of Virtual Miles 1,000 s Constellations Drive Billions of Miles per Year 13

14 NVIDIA DRIVE SIM AND CONSTELLATION AV VALIDATION SYSTEM Virtual Reality AV Simulator Same Architecture as DRIVE Computer Simulate Rare and Difficult Conditions, Recreate Scenarios, Run Regression Tests, Drive Billions of Virtual Miles 1,000 s Constellations Drive Billions of Miles per Year 14

15 NVIDIA DRIVE SIM AND CONSTELLATION AV VALIDATION SYSTEM Virtual Reality AV Simulator Same Architecture as DRIVE Computer Simulate Rare and Difficult Conditions, Recreate Scenarios, Run Regression Tests, Drive Billions of Virtual Miles 1,000 s Constellations Drive Billions of Miles per Year 15

16 NVIDIA DRIVE SIM AND CONSTELLATION AV VALIDATION SYSTEM Virtual Reality AV Simulator Same Architecture as DRIVE Computer Simulate Rare and Difficult Conditions, Recreate Scenarios, Run Regression Tests, Drive Billions of Virtual Miles 1,000 s Constellations Drive Billions of Miles per Year 16

17 MULTI-SENSOR SIMULATION 17

18 NVIDIA DRIVE END-TO-END PLATFORM COLLECT & PROCESS DATA TRAIN MODELS Cars Pedestrians Lanes Path Signs Lights SIMULATE DRIVE Cars Pedestrians Lanes Path Signs Lights 18

19 CARS TRUCKS 370 PARTNERS DEVELOPING ON NVIDIA DRIVE MOBILITY SERVICES SUPPLIERS MAPPING LIDAR CAMERA / RADAR STARTUPS 19

20 KEY TAKEAWAYS 1. Understand end-to-end requirements of autonomous vehicle development 2. AI demands data center design built on dense GPU compute-at-scale 3. Consider the complete workflow of AI from experimentation to training to inference 4. Carefully weigh cost of productivity vs hardware cost alone = true TCO of DL 5. NVIDIA best practices leads to TSTADI reference platform (Training, Simulation, Testing for Autonomous Driving Infrastructure) 20

21 THANK YOU NORM MARKS

The Imperative to Deploy. Automated Driving. CC MA-Info, 15th December 2016 Dr. Hans-Peter Hübner Kay (CC/EB4) Stepper

The Imperative to Deploy. Automated Driving. CC MA-Info, 15th December 2016 Dr. Hans-Peter Hübner Kay (CC/EB4) Stepper The Imperative to Deploy 1 Automated Driving CC MA-Info, 15th December 2016 Dr. Hans-Peter Hübner Kay (CC/EB4) Stepper 2 Paths to the Car of the Future costs roaming e-bike driving enjoyment hybrid electric

More information

HPC and the Automotive Industry

HPC and the Automotive Industry HPC and the Automotive Industry Dearborn, Michigan Paul Muzio, Chair Steve Finn, Member HPC User Forum Steering Committee 1 Automotive Industry Related Presentations Bridging the Automated Vehicle Gap:

More information

SELF-DRIVING SAFETY REPORT

SELF-DRIVING SAFETY REPORT SELF-DRIVING SAFETY REPORT 2018 OUR MISSION We believe that the next generation of transportation is autonomous. From shared and personal vehicles, to long- and short-distance travel, to delivery and logistics,

More information

IN SPRINTS TOWARDS AUTONOMOUS DRIVING. BMW GROUP TECHNOLOGY WORKSHOPS. December 2017

IN SPRINTS TOWARDS AUTONOMOUS DRIVING. BMW GROUP TECHNOLOGY WORKSHOPS. December 2017 IN SPRINTS TOWARDS AUTONOMOUS DRIVING. BMW GROUP TECHNOLOGY WORKSHOPS. December 2017 AUTOMATED DRIVING OPENS NEW OPPORTUNITIES FOR CUSTOMERS AND COMMUNITY. MORE SAFETY MORE COMFORT MORE FLEXIBILITY MORE

More information

On the role of AI in autonomous driving: prospects and challenges

On the role of AI in autonomous driving: prospects and challenges On the role of AI in autonomous driving: prospects and challenges April 20, 2018 PhD Outreach Scientist 1.3 million deaths annually Road injury is among the major causes of death 90% of accidents are caused

More information

ZF Advances Key Technologies for Automated Driving

ZF Advances Key Technologies for Automated Driving Page 1/5, January 9, 2017 ZF Advances Key Technologies for Automated Driving ZF s See Think Act supports self-driving cars and trucks ZF and NVIDIA provide computing power to bring artificial intelligence

More information

Driving simulation and Scenario Factory for Automated Vehicle validation

Driving simulation and Scenario Factory for Automated Vehicle validation Driving simulation and Scenario Factory for Automated Vehicle validation Pr. Andras Kemeny Scientific Director, A. V. Simulation Expert Leader, Renault INDEX 1. Introduction of autonomous driving 2. Validation

More information

FUNCTIONAL SAFETY FOR AUTONOMOUS DRIVING

FUNCTIONAL SAFETY FOR AUTONOMOUS DRIVING FUNCTIONAL SAFETY FOR AUTONOMOUS DRIVING Dr. Justyna Zander, NVIDIA January 30, 2017 IS&T Int. Symposium on Electronic Imaging 2017; Autonomous Vehicles and Machines 2017; 29 January - 2 February, 2017

More information

Deep Learning Will Make Truly Self-Driving Cars a Reality

Deep Learning Will Make Truly Self-Driving Cars a Reality Deep Learning Will Make Truly Self-Driving Cars a Reality Tomorrow s truly driverless cars will be the safest vehicles on the road. While many vehicles today use driver assist systems to automate some

More information

Leveraging AI for Self-Driving Cars at GM. Efrat Rosenman, Ph.D. Head of Cognitive Driving Group General Motors Advanced Technical Center, Israel

Leveraging AI for Self-Driving Cars at GM. Efrat Rosenman, Ph.D. Head of Cognitive Driving Group General Motors Advanced Technical Center, Israel Leveraging AI for Self-Driving Cars at GM Efrat Rosenman, Ph.D. Head of Cognitive Driving Group General Motors Advanced Technical Center, Israel Agenda The vision From ADAS (Advance Driving Assistance

More information

Citi's 2016 Car of the Future Symposium

Citi's 2016 Car of the Future Symposium Citi's 2016 Car of the Future Symposium May 19 th, 2016 Frank Melzer President Electronics Saving More Lives Our Guiding Principles ALV-AuthorInitials/MmmYYYY/Filename - 2 Real Life Safety The Road to

More information

Pushing the limits of automated driving with artificial intelligence and connectivity

Pushing the limits of automated driving with artificial intelligence and connectivity Pushing the limits of automated driving with artificial intelligence and connectivity Stephan Stass Senior Vice President Business Unit Driver Assistance Chassis Systems Control Robert Bosch GmbH Traffic

More information

LiDAR Teach-In OSRAM Licht AG June 20, 2018 Munich Light is OSRAM

LiDAR Teach-In OSRAM Licht AG June 20, 2018 Munich Light is OSRAM www.osram.com LiDAR Teach-In June 20, 2018 Munich Light is OSRAM Agenda Introduction Autonomous driving LIDAR technology deep-dive LiDAR@OS: Emitter technologies Outlook LiDAR Tech Teach-In June 20, 2018

More information

Cooperative Autonomous Driving and Interaction with Vulnerable Road Users

Cooperative Autonomous Driving and Interaction with Vulnerable Road Users 9th Workshop on PPNIV Keynote Cooperative Autonomous Driving and Interaction with Vulnerable Road Users Miguel Ángel Sotelo miguel.sotelo@uah.es Full Professor University of Alcalá (UAH) SPAIN 9 th Workshop

More information

AI Driven Environment Modeling for Autonomous Driving on NVIDIA DRIVE PX2

AI Driven Environment Modeling for Autonomous Driving on NVIDIA DRIVE PX2 AI Driven Environment Modeling for Autonomous Driving on NVIDIA DRIVE PX2 Dr. Alexey Abramov, Christopher Bayer, Dr. Claudio Heller, Claudia Loy Chassis & Safety Agenda 1 2 3 4 5 6 7 Introduction Autonomous

More information

ACCELERATING THE RACE TO SELF-DRIVING CARS. Jen-Hsun Huang, Co-Founder & CEO, NVIDIA Jan. 4, 2016

ACCELERATING THE RACE TO SELF-DRIVING CARS. Jen-Hsun Huang, Co-Founder & CEO, NVIDIA Jan. 4, 2016 ACCELERATING THE RACE TO SELF-DRIVING CARS Jen-Hsun Huang, Co-Founder & CEO, NVIDIA Jan. 4, 2016 SELF-DRIVING IS A MAJOR COMPUTER SCIENCE CHALLENGE SOFTWARE SUPERCOMPUTER DEEP LEARNING 2 NVIDIA DRIVE PX

More information

REGULATORY APPROVAL OF AN AI-BASED AUTONOMOUS VEHICLE. Alex Haag Munich,

REGULATORY APPROVAL OF AN AI-BASED AUTONOMOUS VEHICLE. Alex Haag Munich, REGULATORY APPROVAL OF AN AI-BASED AUTONOMOUS VEHICLE Alex Haag Munich, 10.10.2017 10/9/17 Regulatory Approval of an AI-based Autonomous Vehicle 2 1 INTRO Autonomous Intelligent Driving, GmbH Launched

More information

Autonomous Vehicles Transforming Vehicle Development André Rolfsmeier dspace Technology Conference 2017

Autonomous Vehicles Transforming Vehicle Development André Rolfsmeier dspace Technology Conference 2017 Autonomous Vehicles Transforming Vehicle Development André Rolfsmeier dspace Technology Conference 2017 dspace GmbH Rathenaustr. 26 33102 Paderborn Germany 2 Main visions in the automobile industry What

More information

2015 The MathWorks, Inc. 1

2015 The MathWorks, Inc. 1 2015 The MathWorks, Inc. 1 [Subtrack 2] Vehicle Dynamics Blockset 소개 김종헌부장 2015 The MathWorks, Inc. 2 Agenda What is Vehicle Dynamics Blockset? How can I use it? 3 Agenda What is Vehicle Dynamics Blockset?

More information

DEVELOPING & DEPLOYING AUTONOMOUS DRIVING APPLICATIONS WITH THE NVIDIA DRIVE PX PLATFORM. Shri Sundaram, Product Manager, DRIVE PX Platform

DEVELOPING & DEPLOYING AUTONOMOUS DRIVING APPLICATIONS WITH THE NVIDIA DRIVE PX PLATFORM. Shri Sundaram, Product Manager, DRIVE PX Platform DEVELOPING & DEPLOYING AUTONOMOUS DRIVING APPLICATIONS WITH THE NVIDIA DRIVE PX PLATFORM Shri Sundaram, Product Manager, DRIVE PX Platform DRIVE PX: AV Development Platform AV Developers: DRIVE PX as your

More information

MAX PLATFORM FOR AUTONOMOUS BEHAVIORS

MAX PLATFORM FOR AUTONOMOUS BEHAVIORS MAX PLATFORM FOR AUTONOMOUS BEHAVIORS DAVE HOFERT : PRI Copyright 2018 Perrone Robotics, Inc. All rights reserved. MAX is patented in the U.S. (9,195,233). MAX is patent pending internationally. AVTS is

More information

AI challenges for Automated & Connected Vehicles

AI challenges for Automated & Connected Vehicles AI challenges for Automated & Connected Vehicles Pr. Fabien MOUTARDE Center for Robotics MINES ParisTech PSL Université Fabien.Moutarde@mines-paristech.fr http://people.mines-paristech.fr/fabien.moutarde

More information

Autonomous Driving: The Short Term Impact

Autonomous Driving: The Short Term Impact AUTOMOTIVE Autonomous Driving: The Short Term Impact 26 January 2017 Frankfurt, Germany Aaron Dale, Senior Analyst +44 1933 408 038 Aaron.Dale@ihsmarkit.com. All Rights Reserved. It is not the strongest

More information

Traffic Operations with Connected and Automated Vehicles

Traffic Operations with Connected and Automated Vehicles Traffic Operations with Connected and Automated Vehicles Xianfeng (Terry) Yang Assistant Professor Department of Civil, Construction, and Environmental Engineering San Diego State University (619) 594-1934;

More information

Automated Driving - Object Perception at 120 KPH Chris Mansley

Automated Driving - Object Perception at 120 KPH Chris Mansley IROS 2014: Robots in Clutter Workshop Automated Driving - Object Perception at 120 KPH Chris Mansley 1 Road safety influence of driver assistance 100% Installation rates / road fatalities in Germany 80%

More information

University of Michigan s Work Toward Autonomous Cars

University of Michigan s Work Toward Autonomous Cars University of Michigan s Work Toward Autonomous Cars RYAN EUSTICE NAVAL ARCHITECTURE & MARINE ENGINEERING MECHANICAL ENGINEERING, AND COMPUTER SCIENCE AND ENGINEERING Roadmap Why automated driving? Next

More information

CSE 352: Self-Driving Cars. Team 14: Abderrahman Dandoune Billy Kiong Paul Chan Xiqian Chen Samuel Clark

CSE 352: Self-Driving Cars. Team 14: Abderrahman Dandoune Billy Kiong Paul Chan Xiqian Chen Samuel Clark CSE 352: Self-Driving Cars Team 14: Abderrahman Dandoune Billy Kiong Paul Chan Xiqian Chen Samuel Clark Self-Driving car History Self-driven cars experiments started at the early 20th century around 1920.

More information

Financial Planning Association of Michigan 2018 Fall Symposium Autonomous Vehicles Presentation

Financial Planning Association of Michigan 2018 Fall Symposium Autonomous Vehicles Presentation Financial Planning Association of Michigan 2018 Fall Symposium Autonomous s Presentation 1 Katherine Ralston Program Manager, Autonomous s 2 FORD SECRET Why Autonomous s Societal Impact Great potential

More information

Bitte decken Sie die schraffierte Fläche mit einem Bild ab. Please cover the shaded area with a picture. (24,4 x 7,6 cm)

Bitte decken Sie die schraffierte Fläche mit einem Bild ab. Please cover the shaded area with a picture. (24,4 x 7,6 cm) Bitte decken Sie die schraffierte Fläche mit einem Bild ab. Please cover the shaded area with a picture. (24,4 x 7,6 cm) ADAS and Automated Driving Functionality Blessing and Curse Alfred Eckert, Head

More information

China Intelligent Connected Vehicle Technology Roadmap 1

China Intelligent Connected Vehicle Technology Roadmap 1 China Intelligent Connected Vehicle Technology Roadmap 1 Source: 1. China Automotive Engineering Institute, , Oct. 2016 1 Technology Roadmap 1 General

More information

World premiere at Hannover Messe: ZF s highly automated forklift can see, think and act

World premiere at Hannover Messe: ZF s highly automated forklift can see, think and act Page 1/5, April 23, 2018 World premiere at Hannover Messe: ZF s highly automated forklift can see, think and act High-speed innovations: Technology company transfers expertise from other divisions to the

More information

Intelligent Vehicle Systems

Intelligent Vehicle Systems Intelligent Vehicle Systems Southwest Research Institute Public Agency Roles for a Successful Autonomous Vehicle Deployment Amit Misra Manager R&D Transportation Management Systems 1 Motivation for This

More information

Automated Driving: Design and Verify Perception Systems

Automated Driving: Design and Verify Perception Systems Automated Driving: Design and Verify Perception Systems Giuseppe Ridinò 2015 The MathWorks, Inc. 1 Some common questions from automated driving engineers 1011010101010100101001 0101010100100001010101 0010101001010100101010

More information

Applications of Machine Learning for Autonomous Driving & Challenges in Testing & Verifications. Ching-Yao Chan Nokia Workshop January 11, 2018

Applications of Machine Learning for Autonomous Driving & Challenges in Testing & Verifications. Ching-Yao Chan Nokia Workshop January 11, 2018 Applications of Machine Learning for Autonomous Driving & Challenges in Testing & Verifications Ching-Yao Chan Nokia Workshop January 11, 2018 Taxonomy of A Driving Trip Driving Experience Taxonomy Classification

More information

Using Virtualization to Accelerate the Development of ADAS & Automated Driving Functions

Using Virtualization to Accelerate the Development of ADAS & Automated Driving Functions Using Virtualization to Accelerate the Development of ADAS & Automated Driving Functions GTC Europe 2017 Dominik Dörr 2 Motivation Virtual Prototypes Virtual Sensor Models CarMaker and NVIDIA DRIVE PX

More information

Driver assistance systems and outlook into automated driving

Driver assistance systems and outlook into automated driving Driver assistance systems and outlook into automated driving EAEC-ESFA2015 Bucharest November 2015 1 General presentation of the Bosch Group Some 45,600 1 researchers and developers work at Bosch: at 94

More information

AUTONOMOUS VEHICLES & HD MAP CREATION TEACHING A MACHINE HOW TO DRIVE ITSELF

AUTONOMOUS VEHICLES & HD MAP CREATION TEACHING A MACHINE HOW TO DRIVE ITSELF AUTONOMOUS VEHICLES & HD MAP CREATION TEACHING A MACHINE HOW TO DRIVE ITSELF CHRIS THIBODEAU SENIOR VICE PRESIDENT AUTONOMOUS DRIVING Ushr Company History Industry leading & 1 st HD map of N.A. Highways

More information

DA to AD systems L3+: An evolutionary approach incorporating disruptive technologies

DA to AD systems L3+: An evolutionary approach incorporating disruptive technologies DA to AD systems L3+: An evolutionary approach incorporating disruptive technologies Dr. Dieter Hötzer Vice President Business Unit Automated Driving Chassis Systems Control Robert Bosch GmbH Traffic jam

More information

THE FAST LANE FROM SILICON VALLEY TO MUNICH. UWE HIGGEN, HEAD OF BMW GROUP TECHNOLOGY OFFICE USA.

THE FAST LANE FROM SILICON VALLEY TO MUNICH. UWE HIGGEN, HEAD OF BMW GROUP TECHNOLOGY OFFICE USA. GPU Technology Conference, April 18th 2015. THE FAST LANE FROM SILICON VALLEY TO MUNICH. UWE HIGGEN, HEAD OF BMW GROUP TECHNOLOGY OFFICE USA. THE AUTOMOTIVE INDUSTRY WILL UNDERGO MASSIVE CHANGES DURING

More information

Machine Learning & Active Safety Using Autonomous Driving and NVIDIA DRIVE PX. Dr. Jost Bernasch Virtual Vehicle Research Center Graz, Austria

Machine Learning & Active Safety Using Autonomous Driving and NVIDIA DRIVE PX. Dr. Jost Bernasch Virtual Vehicle Research Center Graz, Austria Machine Learning & Active Safety Using Autonomous Driving and NVIDIA DRIVE PX Dr. Jost Bernasch Virtual Vehicle Research Center Graz, Austria VIRTUAL VEHICLE Agenda 1 Open vehicle research platform 3 Austrian

More information

The connected vehicle is the better vehicle!

The connected vehicle is the better vehicle! AVL Tagung Graz, June 8 th 2018 Dr. Rolf Bulander 1 Bosch GmbH 2018. All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications

More information

The Future of Transit and Autonomous Vehicle Technology. APTA Emerging Leaders Program May 2018

The Future of Transit and Autonomous Vehicle Technology. APTA Emerging Leaders Program May 2018 The Future of Transit and Autonomous Vehicle Technology APTA Emerging Leaders Program May 2018 APTA Emerging Leaders Program Team 3 Nick Davidson Transportation Planning Manager Stark Area RTA - Canton,

More information

Enabling Technologies for Autonomous Vehicles

Enabling Technologies for Autonomous Vehicles Enabling Technologies for Autonomous Vehicles Sanjiv Nanda, VP Technology Qualcomm Research August 2017 Qualcomm Research Teams in Seoul, Amsterdam, Bedminster NJ, Philadelphia and San Diego 2 Delivering

More information

Safety for Self-driving Cars

Safety for Self-driving Cars Tech.AD. 5-6 March, 2018 Berlin Safety for Self-driving Safety for Cars Self-driving Cars -Challenges and Some Solutions -Challenges and Some Solutions Author: Håkan Sivencrona, PhD Functional Jonas Nilsson,

More information

Test & Validation Challenges Facing ADAS and CAV

Test & Validation Challenges Facing ADAS and CAV Test & Validation Challenges Facing ADAS and CAV Chris Reeves Future Transport Technologies & Intelligent Mobility Low Carbon Vehicle Event 2016 3rd Revolution of the Automotive Sector 3 rd Connectivity

More information

David Pickett [Volvo Car Australia]; [National Road Safety Forum 2

David Pickett [Volvo Car Australia]; [National Road Safety Forum 2 1 David Pickett [Volvo Car Australia]; [National Road Safety Forum 2 Volvo V40 Integrated Safety and Driver Support SYSTEMS CV-sensor (standard) City Safety Pre-prepared restraints Front radar + camera:

More information

Driver Assistance & Autonomous Driving

Driver Assistance & Autonomous Driving Driver Assistance & Autonomous Driving Challenges and Opportunities Presented by Marc Seguer ADAS, Chasis Development SEAT, S.A. 30/03/2016 1 Driver Assistance & Autonomous Driving / Prepared by Marc Seguer

More information

Robert Bosch Australia: Advice on automated and zero emission vehicle infrastructure for Infrastructure Victoria

Robert Bosch Australia: Advice on automated and zero emission vehicle infrastructure for Infrastructure Victoria Robert Bosch Australia: Advice on automated and zero emission vehicle infrastructure for Infrastructure Victoria Executive Summary The Bosch Group is a leading global supplier of technology and services

More information

Copyright 2016 by Innoviz All rights reserved. Innoviz

Copyright 2016 by Innoviz All rights reserved. Innoviz Innoviz 0 Cutting Edge 3D Sensing to Enable Fully Autonomous Vehicles May 2017 Innoviz 1 Autonomous Vehicles Industry Overview Innoviz 2 Autonomous Vehicles From Vision to Reality Uber Google Ford GM 3

More information

State of the art ISA, LKAS & AEB. Yoni Epstein ADAS Program Manager Advanced Development

State of the art ISA, LKAS & AEB. Yoni Epstein ADAS Program Manager Advanced Development State of the art ISA, LKAS & AEB Yoni Epstein ADAS Program Manager Advanced Development Mobileye, an Intel Company: The world leader in Advanced Driver Assistance Systems (ADAS) In 1999, Prof. Amnon Shashua

More information

UNIFIED, SCALABLE AND REPLICABLE CONNECTED AND AUTOMATED DRIVING FOR A SMART CITY

UNIFIED, SCALABLE AND REPLICABLE CONNECTED AND AUTOMATED DRIVING FOR A SMART CITY UNIFIED, SCALABLE AND REPLICABLE CONNECTED AND AUTOMATED DRIVING FOR A SMART CITY SAE INTERNATIONAL FROM ADAS TO AUTOMATED DRIVING SYMPOSIUM COLUMBUS, OH OCTOBER 10-12, 2017 PROF. DR. LEVENT GUVENC Automated

More information

Powertrain and Chassis Hardware-in-the- Loop (HIL) Simulation of Ford s Autonomous Vehicle Platform

Powertrain and Chassis Hardware-in-the- Loop (HIL) Simulation of Ford s Autonomous Vehicle Platform Powertrain and Chassis Hardware-in-the- Loop (HIL) Simulation of Ford s Autonomous Vehicle Platform Adit Joshi Research Engineer Automated Driving HIL Simulation Ford Motor Company 1 OUTLINE Autonomous

More information

American Center for Mobility

American Center for Mobility American Center for Mobility Pennsylvania Transportation Engineering And Safety Conference December 5, 2018 Mark Chaput, P.E. VP of Facility Operations and Construction American Center for Mobility Restricted

More information

The intelligent Truck safe, autonomous, connected. N. Mustafa Üstertuna Mercedes-Benz Türk A.Ş.

The intelligent Truck safe, autonomous, connected. N. Mustafa Üstertuna Mercedes-Benz Türk A.Ş. The intelligent Truck safe, autonomous, connected N. Mustafa Üstertuna Mercedes-Benz Türk A.Ş. Challenges in the transportation industry Accidents Short Delivery Times On-Highway Traffic Urban Pollution

More information

Future Mobility & Machine Learning

Future Mobility & Machine Learning Future Mobility & Machine Learning Self-Driving Cars Intelligent Traffic Control Kim G Larsen Jakob H Taankvist, Marco Muniz, Andreas B Eriksen, Mikkel Færgeman, Marius Mikucions,.. DiCyPS Vision Day 2017

More information

5G V2X. The automotive use-case for 5G. Dino Flore 5GAA Director General

5G V2X. The automotive use-case for 5G. Dino Flore 5GAA Director General 5G V2X The automotive use-case for 5G Dino Flore 5GAA Director General WHY According to WHO, there were about 1.25 million road traffic fatalities worldwide in 2013, with another 20 50 million injured

More information

THE FUTURE OF AUTONOMOUS CARS

THE FUTURE OF AUTONOMOUS CARS Index Table of Contents Table of Contents... i List of Figures... ix Executive summary... 1 1 Introduction to autonomous cars... 3 1.1 Definitions and classifications... 3 1.2 Brief history of autonomous

More information

AUTONOMOUS DRIVING COLLABORATIVE APPROACH NEEDED FOR BIG BUSINESS. Innovation Bazaar, Vehicle ICT Arena ver 2. RISE Viktoria Kent Eric Lång

AUTONOMOUS DRIVING COLLABORATIVE APPROACH NEEDED FOR BIG BUSINESS. Innovation Bazaar, Vehicle ICT Arena ver 2. RISE Viktoria Kent Eric Lång AUTONOMOUS DRIVING COLLABORATIVE APPROACH NEEDED FOR BIG BUSINESS Innovation Bazaar, Vehicle ICT Arena 2018-02-08 ver 2 Research Institutes of Sweden RISE Viktoria Kent Eric Lång 2 AUTONOMOUS DRIVING AND

More information

EPSRC-JLR Workshop 9th December 2014 TOWARDS AUTONOMY SMART AND CONNECTED CONTROL

EPSRC-JLR Workshop 9th December 2014 TOWARDS AUTONOMY SMART AND CONNECTED CONTROL EPSRC-JLR Workshop 9th December 2014 Increasing levels of autonomy of the driving task changing the demands of the environment Increased motivation from non-driving related activities Enhanced interface

More information

WHITE PAPER Autonomous Driving A Bird s Eye View

WHITE PAPER   Autonomous Driving A Bird s Eye View WHITE PAPER www.visteon.com Autonomous Driving A Bird s Eye View Autonomous Driving A Bird s Eye View How it all started? Over decades, assisted and autonomous driving has been envisioned as the future

More information

Towards Realizing Autonomous Driving Based on Distributed Decision Making for Complex Urban Environments

Towards Realizing Autonomous Driving Based on Distributed Decision Making for Complex Urban Environments Towards Realizing Autonomous Driving Based on Distributed Decision Making for Complex Urban Environments M.Sc. Elif Eryilmaz on behalf of Prof. Dr. Dr. h.c. Sahin Albayrak Digital Mobility Our vision Intelligent

More information

Sustainable Intelligent Mining Systems. World Class Demonstrations. Morgan Rody

Sustainable Intelligent Mining Systems. World Class Demonstrations. Morgan Rody Sustainable Intelligent Mining Systems World Class Demonstrations Morgan Rody Horizon 2020 Horizon 2020 is the biggest EU Research and Innovation program ever with nearly 80 billion of funding available

More information

Collision Avoidance System. Protecting Your Fleet and Your Bottom Line

Collision Avoidance System. Protecting Your Fleet and Your Bottom Line Collision Avoidance System Protecting Your Fleet and Your Bottom Line System Recognizes: Cars, Trucks, Motorcycles, Bicycles, Pedestrians, Lane Markings and Speed Limit Signs Reduce Accidents, Save Money

More information

AUTOPILOT presentation

AUTOPILOT presentation AUTOPILOT presentation François FISCHER, ERTICO Project Coordinator AUTOmated driving Progressed by the Internet Of Things Use IoT technologies to move Automated Driving towards a new dimension Enhance

More information

MEMS Sensors for automotive safety. Marc OSAJDA, NXP Semiconductors

MEMS Sensors for automotive safety. Marc OSAJDA, NXP Semiconductors MEMS Sensors for automotive safety Marc OSAJDA, NXP Semiconductors AGENDA An incredible opportunity Vehicle Architecture (r)evolution MEMS & Sensors in automotive applications Global Mega Trends An incredible

More information

Autonomous Vehicles: Status, Trends and the Large Impact on Commuting

Autonomous Vehicles: Status, Trends and the Large Impact on Commuting Autonomous Vehicles: Status, Trends and the Large Impact on Commuting Barrie Kirk, P.Eng. Executive Director, Canadian Automated Vehicles Centre of Excellence Presentation to ACT Canada October 26, 2016

More information

Full Vehicle Simulation for Electrification and Automated Driving Applications

Full Vehicle Simulation for Electrification and Automated Driving Applications Full Vehicle Simulation for Electrification and Automated Driving Applications Vijayalayan R & Prasanna Deshpande Control Design Application Engineering 2015 The MathWorks, Inc. 1 Key Trends in Automotive

More information

K A N Z A ASHEET T A D T - 7 9

K A N Z A ASHEET T A D T - 7 9 DATA S H E E T KANZA-77 T-79 COMPANY OVERVIEW Ainstein is the cutting-edge automotive radar sensor provider for self-driving industrial trucks, tractors, specialty vehicles, and the emerging autonomous

More information

AUTONOMOUS CARS: TECHNIQUES AND CHALLENGES

AUTONOMOUS CARS: TECHNIQUES AND CHALLENGES youtube.com/watch?v=ollfk8osnem AUTONOMOUS CARS: TECHNIQUES AND CHALLENGES Slides: https://dhgo.to/coe-cars Prof. Dr. Dominik Herrmann // University of Bamberg (Germany) Often inappropriately used. How

More information

SIP-adus Field Operational Test

SIP-adus Field Operational Test Regional activities and FOTs SIP-adus Field Operational Test ー Mobility bringing everyone a smile ー Masato MINAKATA (TOYOTA MOTOR CORPORATION) SIP-adus International Cooperative WG 14 Nov. 2017 Goal of

More information

Smart Control for Electric/Autonomous Vehicles

Smart Control for Electric/Autonomous Vehicles Smart Control for Electric/Autonomous Vehicles 2 CONTENTS Introduction Benefits and market prospective How autonomous vehicles work Some research applications TEINVEIN 3 Introduction What is the global

More information

REAL AND VIRTUAL PROVING OF AUTOMATED DRIVING IN BERLIN'S MIXED TRAFFIC. Dr. Ilja Radusch,

REAL AND VIRTUAL PROVING OF AUTOMATED DRIVING IN BERLIN'S MIXED TRAFFIC. Dr. Ilja Radusch, REAL AND VIRTUAL PROVING OF AUTOMATED DRIVING IN BERLIN'S MIXED TRAFFIC Dr. Ilja Radusch, ilja.radusch@fokus.fraunhofer.de 10.05.2017 WHO AM I? Director Smart Mobility at Fraunhofer Fraunhofer is Europe

More information

World Materials Forum From ownership to mobility service for better material efficiency. Patrick Koller June 2017

World Materials Forum From ownership to mobility service for better material efficiency. Patrick Koller June 2017 World Materials Forum From ownership to mobility service for better material efficiency Patrick Koller June 2017 From ownership to mobility service for better material efficiency 1 Automotive Mega Trends

More information

On the road to automated vehicles Sensors pave the way!

On the road to automated vehicles Sensors pave the way! On the road to automated vehicles Sensors pave the way! 26B connected devices 250M connected vehicles by 2020 Ottomatika http://www.cmu.edu/news/stories/archives/2015/august/spinoff-acquired.html

More information

Copyright 2018 Yamaha Motor Co., Ltd. All Rights Reserved.

Copyright 2018 Yamaha Motor Co., Ltd. All Rights Reserved. MOTOROiD, technology that comes to life when it called, is redefining how we Interact and bond with machines. Welcome to a new life-enriching technological journey. What is MOTOROiD MOTOROiD is a proof-of-concept

More information

BlueBox: Complete Autonomous Vehicle Platform Using NXP Silicon at Each ADAS Node EXTERNAL USE

BlueBox: Complete Autonomous Vehicle Platform Using NXP Silicon at Each ADAS Node EXTERNAL USE BlueBox: Complete Autonomous Vehicle Platform Using NXP Silicon at Each ADAS Node Safe & Secure Mobility 90% Innovation Through Electronics Seamlessly Connected Mobility Experience ADAS Towards Self-Driving

More information

Automotive Electronics/Connectivity/IoT/Smart City Track

Automotive Electronics/Connectivity/IoT/Smart City Track Automotive Electronics/Connectivity/IoT/Smart City Track The Automobile Electronics Sessions explore and investigate the ever-growing world of automobile electronics that affect virtually every aspect

More information

Siemens ADAS. Collision avoidance as the first step towards autonomous driving

Siemens ADAS. Collision avoidance as the first step towards autonomous driving Siemens ADAS Collision avoidance as the first step towards autonomous driving siemens.com/mobility-services Advanced Driver Assistance Systems help to avoid collisions and represent the first step towards

More information

Technology Overview. Mary Gustanski. Glen De Vos. Vice President Engineering & Program Management. Vice President of Services, Delphi

Technology Overview. Mary Gustanski. Glen De Vos. Vice President Engineering & Program Management. Vice President of Services, Delphi Technology Overview Mary Gustanski Vice President Engineering & Program Management Glen De Vos Vice President of Services, Delphi 1 Automotive computing: More than Moore s Law DMIPS 1,000,000 Automotive

More information

(Type) Approval. Future and Current Developments INTRODUCTION. Partner in Mobiliteit. 4 july 2018

(Type) Approval. Future and Current Developments INTRODUCTION. Partner in Mobiliteit. 4 july 2018 (Type) Approval Future and Current Developments INTRODUCTION 4 july 2018 Partner in Mobiliteit Cora van Nieuwenhuizen, minister of Infrastructure and Water Management at the Intertraffic 2018 Amsterdam:

More information

The Car manufacturer s challenge in a fast paced world of More Electric, Connected and Automated Vehicles

The Car manufacturer s challenge in a fast paced world of More Electric, Connected and Automated Vehicles The Car manufacturer s challenge in a fast paced world of More Electric, Connected and Automated Vehicles Tony Harper Industrial Strategy Challenge Director Faraday Battery Challenge UK Research & Innovation.

More information

Andrey Berdichevskiy, World Economic Forum. Future of Urban and Autonomous Mobility: Bringing Autonomy On and Beyond the Streets of Boston

Andrey Berdichevskiy, World Economic Forum. Future of Urban and Autonomous Mobility: Bringing Autonomy On and Beyond the Streets of Boston Andrey Berdichevskiy, World Economic Forum Future of Urban and Autonomous Mobility: Bringing Autonomy On and Beyond the Streets of Boston Why does the World Economic Forum care about self-driving vehicles?

More information

ADVANCES IN INTELLIGENT VEHICLES

ADVANCES IN INTELLIGENT VEHICLES ADVANCES IN INTELLIGENT VEHICLES MIKE BROWN SWRI 1 OVERVIEW Intelligent Vehicle Research Platform MARTI Intelligent Vehicle Technologies Cooperative Vehicles / Infrastructure Recent Demonstrations Conclusions

More information

AUTONOMOUS VEHICLES AND TRANSIT S LAST MILE

AUTONOMOUS VEHICLES AND TRANSIT S LAST MILE AUTONOMOUS VEHICLES AND TRANSIT S LAST MILE A STUDY OF THE METROPOLITAN ATLANTA REGIONAL TRANSIT AUTHORITY (MARTA) SYSTEM NATHANIEL HORADAM MASTER OF CITY AND REGIONAL PLANNING, CLASS OF 2018 THE DRIVERLESS

More information

Virtual Testing of the Full Vehicle System

Virtual Testing of the Full Vehicle System Virtual Testing of the Full Vehicle System Mike Dempsey Claytex Services Limited Software, Consultancy, Training Based in Leamington Spa, UK Office in Cape Town, South Africa Experts in Systems Engineering,

More information

BMW GROUP TECHNOLOGY WORKSHOPS AUTOMATED DRIVING-DIGITALIZATION MOBILITY SERVICES. December 2016

BMW GROUP TECHNOLOGY WORKSHOPS AUTOMATED DRIVING-DIGITALIZATION MOBILITY SERVICES. December 2016 BMW GROUP TECHNOLOGY WORKSHOPS AUTOMATED DRIVING-DIGITALIZATION MOBILITY SERVICES December 2016 DISCLAIMER. This document contains forward-looking statements that reflect BMW Group s current views about

More information

RENAULT and TOULOUSE : A long success story ready for the future

RENAULT and TOULOUSE : A long success story ready for the future RENAULT and TOULOUSE : A long success story ready for the future Rémi ASTIEN Renault Automotive Prospective VP Renault and Toulouse : soon 40 years of innovation R25 GTX : 1984 EMS 2010 1978 ECU FENIX

More information

Computer science Case study: your (autonomous) taxi awaits you

Computer science Case study: your (autonomous) taxi awaits you M&N18/4/COMSC/HP3/ENG/TZ0/XX/CS Computer science Case study: your (autonomous) taxi awaits you For use in May 2018 and November 2018 Instructions to candidates y Case study booklet required for higher

More information

ZF Mitigates Rear-End Collisions with New Electronic Safety Assistant for Trucks

ZF Mitigates Rear-End Collisions with New Electronic Safety Assistant for Trucks Page 1/6, 2016-06-29 ZF Mitigates Rear-End Collisions with New Electronic Safety Assistant for Trucks The Evasive Maneuver Assist (EMA), developed with project partner WABCO, automatically steers tractor-trailers

More information

Excerpt of Automotive Show Report. January

Excerpt of Automotive Show Report. January Excerpt of Automotive Show Report January 6.-9. 2016 Copyright 2016 Table of Contents CHAPTER COMPANIES REVIEWED PAGE Management Summary Page 4 11 Automotive Keynote Speeches Volkswagen, General Motors

More information

We Move the Off-Highway Industry Our Solutions for Construction, Mining, Agriculture & Material Handling

We Move the Off-Highway Industry Our Solutions for Construction, Mining, Agriculture & Material Handling We Move the Off-Highway Industry Our Solutions for Construction, Mining, Agriculture & Material Handling One Continental We all pursue the same goal: We seek to provide the best solution in each of our

More information

AUTONOMOUS VEHICLES: PAST, PRESENT, FUTURE. CEM U. SARAYDAR Director, Electrical and Controls Systems Research Lab GM Global Research & Development

AUTONOMOUS VEHICLES: PAST, PRESENT, FUTURE. CEM U. SARAYDAR Director, Electrical and Controls Systems Research Lab GM Global Research & Development AUTONOMOUS VEHICLES: PAST, PRESENT, FUTURE CEM U. SARAYDAR Director, Electrical and Controls Systems Research Lab GM Global Research & Development GENERAL MOTORS FUTURAMA 1939 Highways & Horizons showed

More information

VALET project: how connected and automated driving will change urban parking? Proposition technique

VALET project: how connected and automated driving will change urban parking? Proposition technique VALET project: how connected and automated driving will change urban parking? Proposition technique 1 AKKA Vision on the future of mobility EE architecture Powertrain Power storage New body design Robotised

More information

SMART ROAD. The innovative road that runs with progress

SMART ROAD. The innovative road that runs with progress SMART ROAD The innovative road that runs with progress WWW.STRADEANAS.IT Smart Road ANAS A wired road to give and receive information Hot Spot WIFI for a connection via Smartphone Vehicle and road dialogue

More information

Megatrends and their Impact on the Future of Mobility

Megatrends and their Impact on the Future of Mobility Megatrends and their Impact on the Future of Mobility Lisa Whalen w w w. m a r k e t s a n d m a r k e t s. c o m w w w. m a r k e t s a n d m a r k e t s. c o m 1 MARKETSANDMARKETS THE WORLD S LARGEST

More information

Enabling automated driving with artificial intelligence and connectivity Dr. David Weidenfelder

Enabling automated driving with artificial intelligence and connectivity Dr. David Weidenfelder Enabling automated driving with artificial intelligence and connectivity Dr. David Weidenfelder Business Unit Driver Assistance Chassis Systems Control Robert Bosch GmbH Sense Think Act Video Perceive

More information

Autnonomous Vehicles: Societal and Technological Evolution (Invited Contribution)

Autnonomous Vehicles: Societal and Technological Evolution (Invited Contribution) Autnonomous Vehicles: Societal and Technological Evolution (Invited Contribution) Christian Laugier To cite this version: Christian Laugier. Autnonomous Vehicles: Societal and Technological Evolution (Invited

More information

The evolution of automotive in a connected, autonomous, shared world

The evolution of automotive in a connected, autonomous, shared world Federico Galliano Government Relations Manager GM GPS Torino The evolution of automotive in a connected, autonomous, shared world Smart Mobility World Lingotto, October 2017 A World in Continuous Change

More information

CONNECTED AUTOMATION HOW ABOUT SAFETY?

CONNECTED AUTOMATION HOW ABOUT SAFETY? CONNECTED AUTOMATION HOW ABOUT SAFETY? Bastiaan Krosse EVU Symposium, Putten, 9 th of September 2016 TNO IN FIGURES Founded in 1932 Centre for Applied Scientific Research Focused on innovation for 5 societal

More information

Our Approach to Automated Driving System Safety. February 2019

Our Approach to Automated Driving System Safety. February 2019 Our Approach to Automated Driving System Safety February 2019 Introduction At Apple, by relentlessly pushing the boundaries of innovation and design, we believe that it is possible to dramatically improve

More information