automotive and industrial · global advanced driver assi stance system (adas) market-...
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Automotive and Industrial Applications and Market Trends
Stefano ZanellaSenior Director of Automotive Product Marketing
Agenda
• Industrial market– Applications– Requirements
• Automotive market– Market statistics– Mega trends– Applications– Requirements– Some examples– InvenSense in automotive
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Industrial Applications
• Industrial is a very broad term, including, but not limited to– Factory automation– Service robots– Platform stabilization– Military, marine, and aeronautical applications– Medical applications– Vibration monitoring– Many more
• Temperature range: -40C to 85C• High accuracy and temperature stability• Low noise
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Industrial Motion Requirements
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Specification High‐end Middle‐endFull scale range 50‐500 dps 50‐500 dpsZRO @ 25C 0.1 ‐ 1 dps 1‐2 dpsZRO over T 0.5 ‐ 1 dps 1‐2 dpsSensitivity @ 25C 1% 2%Sensitivity over T 0.5‐1% 2%RSM Noise 0.1 ‐0.2 dps‐rms 1‐5 dps rmsIn‐run bias stability 10 dps/hr 15‐20 dps/hrRandom walk 0.5‐1 dps/sqrt(hr) 1‐2 dps/sqrt(hr)
GyroscopeSpecification High‐end Middle‐endFull scale range 5‐10 g 5‐10 gBias @ 25C <10 mg 10‐20 mgBias over T 2‐5 mg 10‐30 mgSensitivity @ 25C 1% 2%Sensitivity over T 0.50% 1‐2%RSM Noise 2.5 mg‐rms 4 mg‐rmsIn‐run bias stability 0.1 mg 0.5 mgRandom walk 0.1 mg/s/sqrt(hr) 0.5 mg
Accelerometer
Specifications vary considerably from one application to the nextDefinition of high-end and middle-end may vary
Specification High‐end Middle‐endPower 10 ‐ 100 mA 10‐20 mAODR > 1 kHz > 1 kHzTemperature range ‐40 ‐ +85C ‐40 ‐ +85CPrice $100‐$1000 $50‐$100
Other
Global Vehicle Sales
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2015 Revenue of top 10 Automakers: ~ $1.2T
Source: ABI Research
2014 Top-10 Revenue (€B)
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Automotive Supplier Market Size (€B)
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Vehicle Sales by Class
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Source: ABI Research
What’s the traditional #1 innovation driver for the
automotive industry?
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Regulation
• Governmental agencies want more safety– NHTSA & EU drive safety standards– CARB (California Energy Resources Board) drives emission
standards– Emergency call (aka eCall) mandatory in Europe in 2018– Stolen vehicle tracking
• Safety mandates– Airbag– Stability control– Roll
• Location services (e.g. eCall)– GPS– Dead reckoning– Nearest cell phone tower
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Mega Trends in Automotive
• Automotive world driven by regulations, cost, technology, consumer demand– Consumerization of the car– Innovation & Connected car– Autonomous cars– Powertrain electrification– Powertrain efficiency & Emissions– Increase in safety features
• Demographic trends– Emerging economies– Urbanization– Millennials don’t like driving
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The Consumerization of the Car
• Ridesharing• Car sharing• Uber, Lyft
• Black box• Parking spot location• Car retrieval• Anti-theft features• Where’s my car• Connected car
• Insurance pay per mile, pay per good behavior
• Geofencing & valet mode• Where’s my car• My kid has my car!
• Where did he go?• How did he drive
• More power to the engine• Greener vehicles• Advanced infotainment• Consumer features• Apple Carplay/Android
Auto/etc.• Autopilot
Innovation Behavior
SharingInformation
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Automotive Apps Downloaded
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0
1,000
2,000
3,000
4,000
5,000
6,000
7,000
2015 2016 2017 2018 2019 2020
(Mill
ions
)
United States
Canada
Asia-Pacific
Latin America
Western Europe
Eastern Europe
Middle East & Africa
Source: ABI Research
Automotive Apps Revenue
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0
50
100
150
200
250
300
350
400
2015 2016 2017 2018 2019 2020
(US
$ M
illio
ns)
United States
Canada
Asia-Pacific
Latin America
Western Europe
Eastern Europe
Middle East & Africa
Source: ABI Research
Apple 2015 Revenue: $234BApple 2015 Apps Revenue: $20B
Powertrain Efficiency & Electrification
Trends
Regulations
Gas cost
Less energy per mile driven
Efficient combustion
Cleaner energy sources
More power to the
wheels
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• Optimization requires lots of sensing
• Battery protection in case of accident– Acceleration
• Combustion optimization– Pressure and
temperature• Efficiency and reuse
waste energy/heat– Pressure and
temperature• Route optimization
– Heading, angle, acceleration
Autonomous Car
Level DescriptionLevel 0 The driver is in complete and sole control of the primary vehicle controls – brake, steering,
throttle, and motive power – at all times.
Level 1 Automation at this level involves one or more specific control functions. Examples include electronic stability control or pre-charged brakes, where the vehicle automatically assists with braking to enable the driver to regain control of the vehicle or stop faster than possible by acting alone.
Level 2 This level involves automation of at least two primary control functions designed to work in unison to relieve the driver of control of those functions. An example of combined functions enabling a Level 2 system is adaptive cruise control in combination with lane centering.
Level 3 Vehicles at this level of automation enable the driver to cede full control of all safety-critical functions under certain traffic or environmental conditions and in those conditions to rely heavily on the vehicle to monitor for changes in those conditions requiring transition back to driver control. The driver is expected to be available for occasional control, but with sufficiently comfortable transition time.
Level 4 The vehicle is designed to perform all safety-critical driving functions and monitor roadway conditions for an entire trip. Such a design anticipates that the driver will provide destination or navigation input, but is not expected to be available for control at any time during the trip. This includes both occupied and unoccupied vehicles.
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Source: National Highway Traffic Safety Administration (NHTSA)http://www.nhtsa.gov/staticfiles/rulemaking/pdf/Automated_Vehicles_Policy.pdf
Autonomous Vehicles Forecast
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0
5
10
15
20
25
30
35
40
45
2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032 2033 2034 2035
(Mill
ions
)
Rest of World
Western Europe
Asia-Pacific
North America
Source: ABI Research
Driverless Vehicle Forecast
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0
5
10
15
20
25
30
35
40
2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2032 2033 2034 2035
(Mill
ions
)
CommercialVehicle
ConsumerVehicle
Source: ABI Research
ADAS History
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Source: BIS Research ([email protected])GLOBAL ADVANCED DRIVER ASSISTANCE SYSTEM (ADAS) MARKET- FORECAST&ANALYSIS, 2016 - 2022
Enabling Technologies for ADAS
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• Positional accuracy: 10 cm (4”)
• V2X• J2945™
positional requirements
• ISO-26262• AEC-Q100
Increase Safety
• Before the accident– Less distractions– Advanced collision warning– Lane departure warning– Stability control– Roll prevention– ADAS– Park assist & camera
• During the accident– Airbag– Seat belts
• After the accident– eCall
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MEMS Requirements
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Automotive MEMS Sensors
Pressure
•Active suspension•Airbag•Automatic transmission•Barometric air pressure•Built-in navigation•Cabin HVAC•Continuous variable transmission
•Cylinder pressure •Diesel common fuel rail•Diesel particle filter•Dual clutch transmission•ESC•Exhaust gas recirculation
•Fuel pressure (low P side)
•Fuel tank vapor•Gasoline direct injection •Manifold absolute pressure
•Oil pressure•Passenger occupation detection
•Pedestrian protection•Tire pressure monitor•Vacuum brake booster
Scanning mirrors & DLP
•Head-up display•Adaptive lighting
Accelerometers
•Active suspension•Airbag•Built-in navigation•E-call, accident sensor•Electronic parking brake•ESC•Pedestrian protection•Roll detection•ADAS•Self-driving vehicles
Gyroscopes
•Vehicle Alarm•Built-in navigation•ESC•Roll detection•Airbag•Active suspensions•E-call, accident sensor•Electronic parking brake•ADAS•Image stabilization•Self-driving vehicles
Microphones
•Hands-free Interface•Noise cancellation array
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Other sensors: microbolometers, humidity, thermopiles, flow, etc.
Derived from IHS Technology’s “MEMS Market Tracker”
Automotive Requirements
• AEC-Q100– Reliability standard– Tries to ensure that the IC never breaks– Every OEM has its own set of tests– Main idea: if an IC passes AEC-Q100 it will typically pass all
car maker reliability tests• Keyword typically
– There is no AEC Q100 certification• ISO-26262
– System development safety standard– Tries to ensure that if the IC ever breaks, the risk of adverse
consequences of the failure is limited– Design checklists– Coverage and failure metrics– Formal audits and certificate
• TS16949– Formal audits and certificate
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Airbag Sensor Requirements
• Sensor must work during impact– High robustness– High dynamic range (100s g)
• Accelerometer– One axis per direction of impact– High output data rate
• Impact takes ms– Avoidance of false positives– Stability over time and temperature– ISO-26202: ASIL level D (highest)– Vibration robustness
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Navigation Sensor Requirements
• Dead-reckoning in GPS-denied situations• Integration requires low noise and low bias
– GNSS can periodically calibrate bias out– Temperature and lifetime stability– Low cross-axis
• Gyroscope output: angular rate– Must integrate to estimate angle– 250 dps enough– Bias stability
• Bottom of Allan curve– Noise < 0.1 dps-rms
• Accelerometer output: acceleration– Must integrate to estimate speed and position– Noise < 5 mg-rms– Few g (2-8)
• A pressure sensor can help height estimation
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Dead Reckoning Options
Wheel ticks + steering wheel
angle
• 5-10% accuracy• Two-dimensional
dead reckoning with coarse heading
• Ignores height• Ignores cross-
axis effects
Wheel ticks + Z gyroscope
• 4-7% accuracy• Two-dimensional
(no roll+pitch)• Gyroscope
replaces steering wheel angle for finer heading resolution
• Ignores height• Ignores cross-
axis effects• Heavily
dependent from vehicle frame alignment
Wheel ticks + Z gyroscope +
3 accelerometers
• 2-5%• Accelerometers
used for levelling and coarse roll/pitch estimation
• Typically 2D, but can also provide coarse 3D from accels
• Can estimate cross-axis effects
• Heavily dependent from vehicle frame alignment
Wheel ticks + 6-axis IMU
• 1-3%• Accelerometers
used for levelling and coarse roll/pitch estimation
• Typically 2D, but can also provide coarse 3D from accels
• Can estimate accelerometer biases from the gyroscope
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6-axis IMU increases accuracy up to 10x
Advantages of Using Six Axes
• Full 3D navigation solution– 3D positions, 3D velocities, 3D orientations
• Accurate roll and pitch– More accurate roll and pitch using additional two gyroscopes– Decouple gravity from vehicle acceleration
• More accurate heading estimation while driving– Hills (pitch) – Curves (roll)
• Vehicle frame orientation– Freedom of mounting direction helps vehicle design – Larger tolerances help assembly line workers– Accidents
• High output rate for assisted driving applications– E.g. ADAS– Can provide a 3D navigation solution at output rate of accel/gyro
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Driving Examples
• Few drives to show what happens in a car• Used a cell phone and an IAM-20680
evaluation board strapped to each other => slightly different angles
• San Jose airport drive – Curves– High temperature (>30C)
• San Francisco uphill and downhill– Temperature ~ 12C
• Did not have exact timing information– Integration is approximate– Sampling frequency 3 Hz to 50 Hz nominal
• Maximum acceleration of a Boeing 777 during take-off and landing: ~0.5g
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Uphill in San Francisco
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Gyroscope Bias
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Rad
ians
Offset degrades reading very quickly (0.5 rad error in one minute)
Correcting Gyroscope Bias
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Left turnUphill
Stop sign
Vibrations
San Jose Airport Drive
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Source: Google Maps
SJC Drive - Accelerometer
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Low speed 90right turn
30 mph 90right turn
35 mph 170left turn
Traffic light
2.5 minutes
m/s2
Sensor not flatx-accel=0.3g, z accel=-0.93g
Lateral acceleration larger than forward acceleration
Car vibrationselectric car, gasolinecar probably higher
pothole
SJC Drive - Gyroscope
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Using same offset correction as San Francisco uphill –stable offsetDifferent temperature (>15C/27F) from San Francisco uphill
Lane change
Little or no cross-axis
Higher frequency sampling
Stopped phonesampling
Different time scales (IAM-20680 recorded for slightly longer time)
Impacts
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Linder, Avery, Krafft, Kullgren - CHANGE OF VELOCITY AND PULSE CHARACTERISTICS IN REAR IMPACTS: REALWORLD AND VEHICLE TESTS DATA
Impact Accelerometer Data
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• >15 g for a 30 km/h (19 mph) • Very fast – first peak after 20 ms• Airbag must deploy very quickly
InvenSense Wide-ranging Automotive Offering
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Lift GateMotion Detection
NavigationDead/Reckoning
Driver Facing Image Stabilization
Accurate location for V2V
Exterior CamerasImage stabilization
Motion & movement detection
Theft detection
e911location
Motion chassis Control Electronics
Stability Control
Traction Control
Rollover Detection
AdaptiveCruise Control
Pitch StabilityControl
Roll StabilityControl
Adaptive Front-lighting
Fingerprint Detection
Driver/PassengerAuthentication
Audio & MicrophoneSensor systems
MICNoise Cancelation
MIC KWDAccess/ Awareness
IAM-20680 6-Axis Automotive MotionTracking Device
Features• Highly accurate/low noise 3-axis accelerometer• Highly accurate/low noise 3-axis gyroscope• Temperature measurements• Low power • Low component count• Programmable low pass filter• Burst read data via 512-byte FIFO • AEC-Q100 (-40C to 85C)• Small LGA package (3x3-0.75 mm)
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Status• AEC-Q100 complete• Samples available• Evaluation board available• Preliminary datasheet available• 100% burn-in• Three-temperature testing
Interface Product
Ana
log
PDM
I2S
/ TD
MMicrophone Product Portfolio
ICS-40618• 3.5x2.65x0.98 mm• 67dB SNR / 132dB AOP• Multi-power modes• CS: Now MP: Now
ICS-41350• 3.5x2.65x0.98 mm• 64dB SNR / 120dB AOP• Low Power Mode• CS: Now MP: Now
ICS-43434• 3.5x2.65x0.98 mm• 65dB SNR / 120dB AOP• 475/215uA• CS: Now MP:Now
Note: Roadmap subject to change without prior notice
ICS-40619• 3.5x2.65x0.98 mm• 67dB SNR / 132dB AOP• CS: Now MP: Now
• Highest SNR and dynamic range (AOP) in the market
• High AOP important for noisy and wind-prone situations– E.g. car window rolled
down • Wide choice of interface
– Analog, PDM, TDM• Many more to be
released soon
Summary
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Thank [email protected]