Slide 1: Unlocking new levels of intelligence in automotive applications
Unlocking new levels of intelligence in automotive applications Tiny edge AI on Stellar microcontrollers
Slide 2: AI is accelerating the shift towards SDV
AI is accelerating the shift towards SDV The shift to SDVs and ADAS creates an environment for AI adoption Software innovation enables Continuous software development is essential in modern vehicles. adaptive vehicle behaviors Enabling systems that can learn, adapt, and improve over time. Unlike tra
Slide 3: AI in automotive enhances safety, efficiency, and the overall driving experience
AI in automotive enhances safety, efficiency, and the overall driving experience Conversational AI Vision-based AI for Tiny edge AI for real-time In-car intelligent assistant autonomous driving control Cloud-based High perf. in-car MCUs & sensors & local proc. computers • Voice recognition/Intent re
Slide 4: Tiny edge AI in automotive: growth and problem solving
Tiny edge AI in automotive: growth and problem solving Tiny Edge MCU Volume Deployment for Time Series 600 Industry Classification Millions 1. Automotive – CAGR 39 % 500 2. Smart home – CAGR 25 % Others Anomaly detection Virtual sensor 3. Utilities – 14% Total MCU Volume Adaptive control Manufacturi
Slide 5: A comparative approach of traditional algorithms and AI
A comparative approach of traditional algorithms and AI AI models Traditional algorithms with deep neural networks Precision signal transformation Adaptive pattern recognition and Deterministic mathematical inference Frequency domains Probabilistic behavior Explicit programming Statistical outputs,
Slide 6: The data-driven edge: AI speeds up development
The data-driven edge: AI speeds up development Traditional algorithm development AI model development follows typically takes longer a different, faster workflow • Autonomous & continuous learning from • Deep expertise in the underlying physics and datasets, fine-tuned in the cloud, delivering mathe
Slide 7: Unlocking new solutions with tiny edge AI on automotive MCUs
Unlocking new solutions with tiny edge AI on automotive MCUs Virtual sensor Anomaly detection Adaptive control Sensor fusion Increase safety & security by detect Virtual temperature sensors (reduce the anomalies (complementary to traditional Augmented processing (ex: semi-active number of sensors or
Slide 8: Use case: the AI value in permanent magnet synchronous motors
Use case: the AI value in permanent magnet synchronous motors AI models can be used alongside traditional FOC algorithms to enhance their performance. This results in better control, improved accuracy, and more efficient operation of electric motors in vehicles. AI “augmented” FOC response Speed [RP
Slide 9: Application example: AI value in Battery Management
Application example: AI value in Battery Management AI models reduce false positives and increase accuracy independently from battery specifications while delivering new functionalities and more reliability Currents Battery management Traditional approaches Voltages with AI models Temperatures 1. Pr
Slide 10: In-vehicle AI becoming ubiquitous
In-vehicle AI becoming ubiquitous Tiny edge AI integration at the sensor and microcontroller level transforms the E/E architecture, unlocking new levels of intelligence and functionality. e.g. A virtual temperature sensor • Better driver experience can detect and emulate failing • Enhanced energy ef
Slide 11: ST offering for tiny edge AI in automotive
ST offering for tiny edge AI in automotive 11
Slide 12: 10+ years of research, development, and deployment
10+ years of research, development, and deployment DeepLite acquisition (quantization, comp.) ST Edge AI Suite Research using Edge AI on ST Edge AI ML techniques for Automotive MCUs Developer Cloud visual search Edge AI Cartesiam acquisition for sensors (MLC) Introduction of AutoML Edge AI devices 2
Slide 13: ST proven AI success in industrial applications
ST proven AI success in industrial applications 3x better accuracy New applications A washing machine uses After-market predictive advanced motor control maintenance algorithms to weigh clothes and intelligent sensor with wireless optimize water, detergent, and connectivity energy used Cost savings
Slide 14: Complete portfolio to develop AI solutions on Stellar MCUs
Complete portfolio to develop AI solutions on Stellar MCUs Software tools to develop Stellar AI AI features User-friendly AutoML tool AI model benchmarking, optimization, and code generation Model zoo and A broad range growing of evaluation & number of prototyping tools partners Stellar E1 Stellar P
Slide 15: Optimizing operation & maintenance of EV motors using edge AI
Optimizing operation & maintenance of EV motors using edge AI Virtual sensor Measuring motor internal temperature based on external data 15
Slide 16: Stellar MCU & ST edge AI technology improve EV performance
Stellar MCU & ST edge AI technology improve EV performance Thermal sensor Edge AI model Temperature in action on stator inference estimation INPUT OUTPUT Virtual sensor Rotor temperature estimate with same accuracy as physical sensor Simplified system design and reduced costs Vibration sensor Edge A
Slide 17: The foundation for deploying AI in automotive Stellar MCUs
The foundation for deploying AI in automotive Stellar MCUs 1. AI-ready architecture 2. Expanding AI ecosystem 3. 10+ years MCU AI experience • Exhaustive and optimized set of • Arm CPUs (with extensions) • ST proven ecosystem with 10+ tools to rapidly develop, test, and accelerating AI workloads yea
Slide 18: ST's strategic positioning in edge AI for automotive
ST’s strategic positioning in edge AI for automotive New edge AI use cases are set to transform the automotive industry with better driving experiences, higher reliability, and safer cars. The automotive roadmap will feature AI-optimized hardware and streamlined software tools for Stellar to support
Slide 19: Find out more at www.st.com/st-edge-ai-suite
Find out more at www.st.com/st-edge-ai-suite © STMicroelectronics - All rights reserved. ST logo is a trademark or a registered trademark of STMicroelectronics International NV or its affiliates in the EU and/or other countries. www.st.com/trademarks For additional information about ST trademarks, p