sensing technologies for an autonomous tomorrow › video › gputechconf › ... · 2019-03-29 ·...

16
STEWART SELLARS GENERAL MANAGER, LIDAR Analog Devices Inc. Nvidia GTC March 18, 2019 Sensing Technologies for an Autonomous Tomorrow

Upload: others

Post on 23-Jun-2020

2 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

STEWART SELLARS

GENERAL MANAGER, LIDAR Analog Devices Inc.

Nvidia GTC

March 18, 2019

Sensing Technologies for an

Autonomous Tomorrow

Page 2: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

VISION ZERO

2

Vehicle Occupants Killed or Seriously Injured in a Vehicle

Pedestrians Killed or Seriously Injured by a Vehicle

Page 3: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

From ADAS…

Perception & Navigation Safety Sensing Systems TODAY

3

ACU

CAN

Camera

MEMS/IMU

LIDAR

RADAR

Ultrasound

Page 4: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

…to Autonomous Driving

Perception & Navigation Safety Sensing Systems TOMORROW

4

ACU

CAN

Camera

MEMS/IMU

LIDAR

RADAR

Ultrasound

GPU

Processor

IMU

GPS

MAP

V2X

SENSOR

FUSION

xGbps

Ethernet

Page 5: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

Consumer Sentiment towards Autonomous Driving

5

► According to a recent Brookings Institution survey, only 21% of adult internet users are likely to ride in a self-driving car, versus 61% who are not.

► In a pair of surveys published by the American Automobile Association (January 2018) and

Gallup (May 2018), 63% of people say they are afraid to ride in a fully self-driving vehicle, and more than half say they would never choose to ride in one.

► According to a recent study from think tank HNTB, nearly

70% of people have “concerns” about sharing the road with driverless cars.

► According to a recent study from the Advocates for Highway and Auto Safety (AHAS),

59% of people expect self-driving cars will be “no safer” than human-controlled cars.

Page 6: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

Dense Fog

Some Key Use Case Problems

Sensing Technologies must address these Challenges

6

►Reliably calculate Lateral Velocity at aLow Latency

►Creation of a 3D, Dense Occupancy Map

►Urban Canyon & Tunnel Navigation

►Reducing / Removing Effects of Weather on Driving

►Increasing the Speed Envelope of Use CasesSnow

Heavy Rain

Page 7: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

LIDARLight Detection

and Ranging

Perception Sensors for Autonomous Driving

A single sensor cannot do the entire job!

7

RADARRadio Detection

and Ranging

VisionCameras

& Software

* Source: dSPACE Technology Conference 2017

Page 8: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

Automotive

RADAR

28nm CMOS Technology

Platform

for 77/79GHz Applications

8

Industry Leading RADAR Solutionsfor ADAS and AV Applications

15+ YEAR OF HISTORY IN AUTOMOTIVE RADAR

ADI CONTENT IN 50% OF WW RADAR MODULES

OVER 6000 AUTO QUALIFIED & RELEASED PARTS:

TX/RX, AMPS, ADCS, MEMS, DSPS, REGULATORS, CONVERTERS

Over 300 Million ADI components shipped into

automotive RADARs

Page 9: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

Enabling Autonomous Driving: Imaging RADAR

9

Imaging RADAR Requirements

for Autonomous Driving:

►High resolution in both azimuth

and elevation (push to 1° and

beyond)

►Significant performance

improvement by cascading

multiple sensors together

►Fast, Configurable “Chirps”

►Scalable solution that

works USRRLRR

Page 10: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

Automotive

Inertial MEMS

High Performance Navigation,

Guidance & System Health

10

HIGH PERFORMANCE INERTIAL MEMS for Autonomous Driving

ADI iSensor® portfolio of high performance IMUs achieve unrivaled performance:

<2°/hr gyro drift and up to 10 degrees of freedom

Sensor Fused Dead-Reckoning

Accurate, Dynamic Navigation Aid during

GPS Blockage and Uncertainty

Page 11: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

Enabling Autonomous Driving: Inertial Measurement Units

11

►IMU critical to

autonomous-grade

navigation and guidance

systems

►Fuse with precision map,

GPS, and perception

sensors for SLAM

►Impervious to

environmental conditions

….Gravity is Constant!

Best-in-Class

ESC-Grade Gyro

Autonomous-Grade

IMU (uncalibrated)

Page 12: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

AUTOMOTIVE

LIDAR

PERFORMANCE LEADING

ELECTRONICS SUPPLIER FOR

LIDAR APPLICATIONS

12

Long Range LIDAR for Autonomous Driving

System Level Expertise

System Architecture Expertise - coherent, direct detect, 900 vs

1500nm

Component Integrated Offerings – high resolution AFE, laser

drivers, high performance ADCs, TIAs, power etc

Short/Mid-Range (20-50m): Flash & ToF Solutions

Integrated, High Performance, Low Power

Full System Solution

Page 13: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

Enabling Autonomous Driving: LIDAR

13

►Variety of demo systems have been developed to showcase ADI technology

– Medium range low resolution

– Medium range high resolution

– Long range scanning

►ADI approach is to use system understanding to offer components that provide system level differentiation

►Product strategy that can support various LIDAR architectures

– Direct detect ay 9xxnm

– Direct detect at 15xxnm

– Coherent system at 15xxnm

Depth Mapped

Image

RGB Color

Image

Page 14: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

Garbage-In Garbage-Out

AI with High Performance Perception & Navigation Sensors

14

► Large amounts of data collection with high quality

sensors is a must for AI training and optimized

operation

– Not all sensors can provide this level of fidelity

► Deep Convolutional Neural Networks trained with high

performance sensor data result in more robust decision

making and safer operation of the vehicle

– Higher resolution sensor data supports more accuracy in object

detection, tracking and classification

Page 15: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

A Changing Landscape

Performance is Needed! Industry is Evolving!

4 Rx

15 Rx

MIMO

Micro-Doppler and System

Level Features enable High

Quality AI Algorithms

Example:

7xGHz Imaging RADAR

We Cannot Do It

Alone!

Tier 1s Tier 2s

DisruptorsOEMs

Tier 1s

Tier 2s

OEMs

15

Page 16: Sensing Technologies for an Autonomous Tomorrow › video › gputechconf › ... · 2019-03-29 · Sensing Technologies for an Autonomous Tomorrow. ... In a pair of surveys published

16 Analog Devices Confidential Information

Thank You