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Simon Teng
MediaTek Inc.
Technologies for
Automated Driving
© 2019 MIPI Alliance, Inc. 2
Outline
ü Automated Driving Roadmap
ü Processor Architecture, Low Power Computing and AI
ü Sensors
ü Wireless Communication
ü High Speed Interfaces
© 2019 MIPI Alliance, Inc. 3
Without MIPI, there is no Mobile
© 2019 MIPI Alliance, Inc. 4
Automotive Leveraging the Mobile Smartphone
Source: MIPI Alliance
© 2019 MIPI Alliance, Inc. 5
MediaTek Leveraging MIPI Standards
MIPI CSI-2℠ MIPI DSI-2℠
MIPI UniPro®
MIPI C-PHY℠ MIPI D-PHY℠
MIPI M-PHY® MIPI I3C® MIPI RFFE℠
MIPI A-PHY℠
© 2019 MIPI Alliance, Inc. 6
Outline
ü Automated Driving Roadmap
ü Processor Architecture, Low Power Computing and AI
ü Sensors
ü Wireless Communication
ü High Speed Interfaces
© 2019 MIPI Alliance, Inc. 7
Automated Driving Roadmap
*Adaptation of the legal frame-work required - Definitions of Level 0-5 come from SAE (Society of Automotive Engineers) International.
High AutomationConditional
Automation
Partial
Automation
(Today)
Driver Assistance Full AutomationNo Automation
Safe Operation
Driver Change of Responsibility* System
Connectivity
Recovery Mode
Driver Interface
Lateral /
Longitudinal Control
HD (High Definition) Map
Driver Fallback System Failsafe
Driver
Driver SystemSystem
Driver
V2V
System monitors and
transfers to driver
when reaching limits
Mind Off
System copes with
all tasks within the
defined use cases,
eg. highway
Eyes OffDriver without
assistance
Longitudinal Guiding
Hands/Feet Off
Longitudinal and
lateral guiding
Feet Off
System copes with
all tasks in all
situations
Driver off
Safe Operation Even Under Failure
30 1 2 4 5
System
© 2019 MIPI Alliance, Inc. 8
REAL-TIME INTERACTION WITH DRIVER
Man Machine Interface
Motion
Control
Steering
Breaking
Engine
Gear Box
High performance CPU, GPU, APU, WiFi, BT MCUs
DRIVING SCENARIO DETERMINATION
Automated Driving Strategy Traffic Jam Automated Parking City Driving Highway Driving
AI Processor Units for Intelligent Algorithms with Functional Safety
3
MODELING
Driver Model Vehicle Model
Environment
Model
Image sensors Image & Ultra Sonic sensors, Radar, LiDar. High detail digital maps, Real-time traffic info
High Speed In-Vehicle Network Switcher (Multi-Giga bit Ethernet ) and Sensor Fusion Processor
DATA COLLECTING AND PROCESSING
Driver Monitoring Vehicle & Environment Sensors Connectivity & Backend
Image sensors Image & Ultra Sonic sensors, Radar, LiDar. High detail digital maps, Real-time traffic info
Vision Processor (ISP, APU) Vision Processor, Radar (mmWave), Lidar Cellular, V2X , GNSS
1
2
4
Path to Automated Driving
© 2019 MIPI Alliance, Inc. 9
System Architecture and Technologies
ADAS/Automated Driving Domain
Localization
(Safety)
Sensing & Fusion
(Safety)
Sematic Understanding
(Safety)
Decision & Planning
(Safety)
Gateway
High Speed
Vehicle BUS
Vehicle Control Domain
Body Control
(Safety)
Power Train
(Safety)
Technology
Wireless Communication Domain
Telematics
(Non-Safety)
E-Call & V2X
(Safety)
Processor Architecture
Man-Machine-Interface Domain
IVI
(Non-Safety)
Cluster
(Safety)
Wireless Communication High Speed Interface
Sensor Low Power Design AI
© 2019 MIPI Alliance, Inc. 10
Outline
ü Automated Driving Roadmap
üProcessor Architecture, Low Power Computing
and AI
ü Sensors
ü Wireless Communication
ü High Speed Interfaces
AI
© 2019 MIPI Alliance, Inc. 11
Processor Architecture
Functionality
Flexibility
Computing
Efficiency
CPU
GPU
DSP
DLA
- Math. operations
- Data movement
- Real time
- DL only
- Control
- Serial Compute
- Low latency - Graphics
- Parallel Compute
- FP32
- High Throughput
- GPU is efficient for training but not inference
Deep Learning Accelerator
- NN optimization
- Low power
- Optimized for
vision
VPU
Processor CPU GPU DSP DLA
To support AI Vector FP16, Fixed point Vector X
Industry example ARM v8.4 SVE NV Xavier Volta Cadence VP6 Cadence VC5
Vector
Memory
Controller
GSM
Global Share Memory
HGC
High Level
Graph
Coordinator
VGPRx16
MSEX2
MemoryShuffleEngine
SPU
NoC Network on Chip
Scheduling
of algorithm
kernels
DMA
MDLA
Deep
Learning
Accelerator
Vector Unit
MSE
MemoryShuffleEngine
Scaler Processing Unit
VPU
© 2019 MIPI Alliance, Inc. 12
Process, Area and Performance Trend
© 2019 MIPI Alliance, Inc. 13
SDK and Tool Chain – Key to System Efficiency
Google
TensorFlow Caffe
Amazon
MXNet
Sony
NNabla
Other NN
Frameworks
MediaTek AI
Extensions
Model Translator Android NN
Optimizer Quantization Others…
Heterogeneous Runtime
App Libs
obj. detection/
face detection/
face
recognition/…
Tool Kits
CPU GPU APU (AI Processing Unit)
Security Face Video Gesture
System
Performan
ce
Voice
Various AI
Applications
Efficiency targeting both hardware runtime and software development
© 2019 MIPI Alliance, Inc. 14
Roles of AI for Automated Driving
Perception
Recognition Reconstruction
Planning
Control
Data
Learning
Cloud sourcing
SLAM
Graphics
Environment modeling
Driving policy
Motion planning
Trajectory
Vehicle
© 2019 MIPI Alliance, Inc. 15
Outline
ü Automated Driving Roadmap
ü Processor Architecture, Low Power Computing and AI
üSensors
ü Wireless Communication
ü High Speed Interfaces
image source:
https://www.meee-services.com/
what-are-radar-sensors-and-their-impact-on-the-automotive-industry/
© 2019 MIPI Alliance, Inc. 16
Sensors and Applications
Night Vision Sensor
Distances Sensors
Forward-Facing
• Lane Departure Warning
• Intelligent Headlamp Control
• Traffic Sign Recognition
• Forward Collision Warning
• Intelligent Speed Control
• Pedestrian Detection
Smart Camera
• Pedestrian Detection
• Rear Cross Traffic
• Blind Spot Detection
• Driver Monitoring
• Electronic Mirror
Ultrasonic
Radar
Lidar
© 2019 MIPI Alliance, Inc. 17
Ultrasonic Radar Lidar Camera
Physics Sound Wave Electromagnetic Wave Light Wave Light Wave
Distance Coverage 20cm-7m* 5cm-250m 1cm-150m 1cm-100m
Distance Detection Yes (cm) Yes (cm) Yes (mm) Stereo (m)
Angle Multi-Sensor Multi-Antenna Yes Yes
Velocity No Yes Yes No
Object Recognition-Shape No Yes Yes Yes
Object Recognition-Content No No No Yes (96%)
Object Tracking Yes Yes Yes Yes
Weakness
Range is too short
Sensitive to environment
Sound speed is slow
No recognition
High complexity in dealing false
alarm
No content recognition
Surface scan only
Limited FoV
No content recognition
Surface scan only
Distance detection is
complicated and inaccurate
Recognition rate (96%)
needs to be enhanced
Enhancement
Replace by Radar Camera for content recognition Camera for content
recognition
Radar for distance
measurement
Camera to reduce false alarm Multiple devices needed for
wider FoV
V2X to enhance content
recognition
Radar to cover overlay and
penetration
Sensor Fusion to Increase Accuracy and Reliability
© 2019 MIPI Alliance, Inc. 18
Outline
ü Automated Driving Roadmap
ü Processor Architecture, Low Power Computing and AI
ü Sensors
üWireless Communication
ü High Speed Interfaces
© 2019 MIPI Alliance, Inc. 19
Wireless Communication: Cellular, Wi-Fi, BT, and GNSS
Telematics
Infotainment
abgn
ac
ax
Smart Antenna
L1 (10m) à L1+L5 (1m) à L1+L5+L6 (10cm)
© 2019 MIPI Alliance, Inc. 20
V2X
© 2019 MIPI Alliance, Inc. 21
Smart Antenna
© 2019 MIPI Alliance, Inc. 22
Outline
ü Automated Driving Roadmap
ü Processor Architecture, Low Power Computing and AI
ü Sensors
ü Wireless Communication
üHigh Speed Interfaces
© 2019 MIPI Alliance, Inc. 23
Demand High Bandwidth – Vehicle BUS
© 2019 MIPI Alliance, Inc. 24
High Speed Interfaces: Streaming Video and Data
UFS Memory
Display
Camera
Data
LVDS à eDP
MIPI-DSI
MIPI-CSI
PCI-e
USB
Ethernet 1Gbps 5Gbps 10Gbps
2.0 (0.5Gbps) 3.0 (5Gbps) 3.1 (10Gbps) 4.0 (20Gbps)
Gen2 (5Gbps) Gen3 (8Gbps) Gen4 (16Gbps) Gen5 (32Gbps)
1.0 1.1
945Mbps 21.6Gbps
D-PHY v2.0 (4.5Gbps)
C-PHY v1.1 (3Gbps)
2.0
D-PHY v2.1 (6.5Gbps)
C-PHY v1.2 (4.5Gbps)
4.0
D-PHY v3.0 (16Gbps)
C-PHY v2.0 (8Gbps)
A-PHY v1.0 (16Gbps)
D-PHY v2.1 (6.5Gbps)
C-PHY v1.2 (4.5Gbps)
3.0 D-PHY v2.5 (6.5Gbps)
C-PHY v2.0 (8Gbps)
2.5Gbps
© 2019 MIPI Alliance, Inc. 25
Any Questions?
MIPI DevCon Taipei 2019 Keynote: Technologies for Automated Driving

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MIPI DevCon Taipei 2019 Keynote: Technologies for Automated Driving

  • 2. © 2019 MIPI Alliance, Inc. 2 Outline ü Automated Driving Roadmap ü Processor Architecture, Low Power Computing and AI ü Sensors ü Wireless Communication ü High Speed Interfaces
  • 3. © 2019 MIPI Alliance, Inc. 3 Without MIPI, there is no Mobile
  • 4. © 2019 MIPI Alliance, Inc. 4 Automotive Leveraging the Mobile Smartphone Source: MIPI Alliance
  • 5. © 2019 MIPI Alliance, Inc. 5 MediaTek Leveraging MIPI Standards MIPI CSI-2℠ MIPI DSI-2℠ MIPI UniPro® MIPI C-PHY℠ MIPI D-PHY℠ MIPI M-PHY® MIPI I3C® MIPI RFFE℠ MIPI A-PHY℠
  • 6. © 2019 MIPI Alliance, Inc. 6 Outline ü Automated Driving Roadmap ü Processor Architecture, Low Power Computing and AI ü Sensors ü Wireless Communication ü High Speed Interfaces
  • 7. © 2019 MIPI Alliance, Inc. 7 Automated Driving Roadmap *Adaptation of the legal frame-work required - Definitions of Level 0-5 come from SAE (Society of Automotive Engineers) International. High AutomationConditional Automation Partial Automation (Today) Driver Assistance Full AutomationNo Automation Safe Operation Driver Change of Responsibility* System Connectivity Recovery Mode Driver Interface Lateral / Longitudinal Control HD (High Definition) Map Driver Fallback System Failsafe Driver Driver SystemSystem Driver V2V System monitors and transfers to driver when reaching limits Mind Off System copes with all tasks within the defined use cases, eg. highway Eyes OffDriver without assistance Longitudinal Guiding Hands/Feet Off Longitudinal and lateral guiding Feet Off System copes with all tasks in all situations Driver off Safe Operation Even Under Failure 30 1 2 4 5 System
  • 8. © 2019 MIPI Alliance, Inc. 8 REAL-TIME INTERACTION WITH DRIVER Man Machine Interface Motion Control Steering Breaking Engine Gear Box High performance CPU, GPU, APU, WiFi, BT MCUs DRIVING SCENARIO DETERMINATION Automated Driving Strategy Traffic Jam Automated Parking City Driving Highway Driving AI Processor Units for Intelligent Algorithms with Functional Safety 3 MODELING Driver Model Vehicle Model Environment Model Image sensors Image & Ultra Sonic sensors, Radar, LiDar. High detail digital maps, Real-time traffic info High Speed In-Vehicle Network Switcher (Multi-Giga bit Ethernet ) and Sensor Fusion Processor DATA COLLECTING AND PROCESSING Driver Monitoring Vehicle & Environment Sensors Connectivity & Backend Image sensors Image & Ultra Sonic sensors, Radar, LiDar. High detail digital maps, Real-time traffic info Vision Processor (ISP, APU) Vision Processor, Radar (mmWave), Lidar Cellular, V2X , GNSS 1 2 4 Path to Automated Driving
  • 9. © 2019 MIPI Alliance, Inc. 9 System Architecture and Technologies ADAS/Automated Driving Domain Localization (Safety) Sensing & Fusion (Safety) Sematic Understanding (Safety) Decision & Planning (Safety) Gateway High Speed Vehicle BUS Vehicle Control Domain Body Control (Safety) Power Train (Safety) Technology Wireless Communication Domain Telematics (Non-Safety) E-Call & V2X (Safety) Processor Architecture Man-Machine-Interface Domain IVI (Non-Safety) Cluster (Safety) Wireless Communication High Speed Interface Sensor Low Power Design AI
  • 10. © 2019 MIPI Alliance, Inc. 10 Outline ü Automated Driving Roadmap üProcessor Architecture, Low Power Computing and AI ü Sensors ü Wireless Communication ü High Speed Interfaces AI
  • 11. © 2019 MIPI Alliance, Inc. 11 Processor Architecture Functionality Flexibility Computing Efficiency CPU GPU DSP DLA - Math. operations - Data movement - Real time - DL only - Control - Serial Compute - Low latency - Graphics - Parallel Compute - FP32 - High Throughput - GPU is efficient for training but not inference Deep Learning Accelerator - NN optimization - Low power - Optimized for vision VPU Processor CPU GPU DSP DLA To support AI Vector FP16, Fixed point Vector X Industry example ARM v8.4 SVE NV Xavier Volta Cadence VP6 Cadence VC5 Vector Memory Controller GSM Global Share Memory HGC High Level Graph Coordinator VGPRx16 MSEX2 MemoryShuffleEngine SPU NoC Network on Chip Scheduling of algorithm kernels DMA MDLA Deep Learning Accelerator Vector Unit MSE MemoryShuffleEngine Scaler Processing Unit VPU
  • 12. © 2019 MIPI Alliance, Inc. 12 Process, Area and Performance Trend
  • 13. © 2019 MIPI Alliance, Inc. 13 SDK and Tool Chain – Key to System Efficiency Google TensorFlow Caffe Amazon MXNet Sony NNabla Other NN Frameworks MediaTek AI Extensions Model Translator Android NN Optimizer Quantization Others… Heterogeneous Runtime App Libs obj. detection/ face detection/ face recognition/… Tool Kits CPU GPU APU (AI Processing Unit) Security Face Video Gesture System Performan ce Voice Various AI Applications Efficiency targeting both hardware runtime and software development
  • 14. © 2019 MIPI Alliance, Inc. 14 Roles of AI for Automated Driving Perception Recognition Reconstruction Planning Control Data Learning Cloud sourcing SLAM Graphics Environment modeling Driving policy Motion planning Trajectory Vehicle
  • 15. © 2019 MIPI Alliance, Inc. 15 Outline ü Automated Driving Roadmap ü Processor Architecture, Low Power Computing and AI üSensors ü Wireless Communication ü High Speed Interfaces image source: https://www.meee-services.com/ what-are-radar-sensors-and-their-impact-on-the-automotive-industry/
  • 16. © 2019 MIPI Alliance, Inc. 16 Sensors and Applications Night Vision Sensor Distances Sensors Forward-Facing • Lane Departure Warning • Intelligent Headlamp Control • Traffic Sign Recognition • Forward Collision Warning • Intelligent Speed Control • Pedestrian Detection Smart Camera • Pedestrian Detection • Rear Cross Traffic • Blind Spot Detection • Driver Monitoring • Electronic Mirror Ultrasonic Radar Lidar
  • 17. © 2019 MIPI Alliance, Inc. 17 Ultrasonic Radar Lidar Camera Physics Sound Wave Electromagnetic Wave Light Wave Light Wave Distance Coverage 20cm-7m* 5cm-250m 1cm-150m 1cm-100m Distance Detection Yes (cm) Yes (cm) Yes (mm) Stereo (m) Angle Multi-Sensor Multi-Antenna Yes Yes Velocity No Yes Yes No Object Recognition-Shape No Yes Yes Yes Object Recognition-Content No No No Yes (96%) Object Tracking Yes Yes Yes Yes Weakness Range is too short Sensitive to environment Sound speed is slow No recognition High complexity in dealing false alarm No content recognition Surface scan only Limited FoV No content recognition Surface scan only Distance detection is complicated and inaccurate Recognition rate (96%) needs to be enhanced Enhancement Replace by Radar Camera for content recognition Camera for content recognition Radar for distance measurement Camera to reduce false alarm Multiple devices needed for wider FoV V2X to enhance content recognition Radar to cover overlay and penetration Sensor Fusion to Increase Accuracy and Reliability
  • 18. © 2019 MIPI Alliance, Inc. 18 Outline ü Automated Driving Roadmap ü Processor Architecture, Low Power Computing and AI ü Sensors üWireless Communication ü High Speed Interfaces
  • 19. © 2019 MIPI Alliance, Inc. 19 Wireless Communication: Cellular, Wi-Fi, BT, and GNSS Telematics Infotainment abgn ac ax Smart Antenna L1 (10m) à L1+L5 (1m) à L1+L5+L6 (10cm)
  • 20. © 2019 MIPI Alliance, Inc. 20 V2X
  • 21. © 2019 MIPI Alliance, Inc. 21 Smart Antenna
  • 22. © 2019 MIPI Alliance, Inc. 22 Outline ü Automated Driving Roadmap ü Processor Architecture, Low Power Computing and AI ü Sensors ü Wireless Communication üHigh Speed Interfaces
  • 23. © 2019 MIPI Alliance, Inc. 23 Demand High Bandwidth – Vehicle BUS
  • 24. © 2019 MIPI Alliance, Inc. 24 High Speed Interfaces: Streaming Video and Data UFS Memory Display Camera Data LVDS à eDP MIPI-DSI MIPI-CSI PCI-e USB Ethernet 1Gbps 5Gbps 10Gbps 2.0 (0.5Gbps) 3.0 (5Gbps) 3.1 (10Gbps) 4.0 (20Gbps) Gen2 (5Gbps) Gen3 (8Gbps) Gen4 (16Gbps) Gen5 (32Gbps) 1.0 1.1 945Mbps 21.6Gbps D-PHY v2.0 (4.5Gbps) C-PHY v1.1 (3Gbps) 2.0 D-PHY v2.1 (6.5Gbps) C-PHY v1.2 (4.5Gbps) 4.0 D-PHY v3.0 (16Gbps) C-PHY v2.0 (8Gbps) A-PHY v1.0 (16Gbps) D-PHY v2.1 (6.5Gbps) C-PHY v1.2 (4.5Gbps) 3.0 D-PHY v2.5 (6.5Gbps) C-PHY v2.0 (8Gbps) 2.5Gbps
  • 25. © 2019 MIPI Alliance, Inc. 25 Any Questions?