Automotive - MBD and Autosar Application Software Developmentwith MATLAB

Duration – 40 hrs.

Objectives

Learn fundamentals of Model-Based Design (MBD) and AUTOSAR-based software development for automotive systems.
Gain hands-on skills in TinyML, Edge AI, and AI model deployment on microcontrollers.
Understand ECU architecture, CAN/LIN protocols, and functional safety (ISO 26262) concepts.

Software: MATLAB/Simulink, Embedded Coder, CAN-BusMaster Analyzer, Python, TensorFlow Lite.
Hardware: Automotive ECU boards, Microcontroller (ARM Cortex-M), Sensors, Actuators, CAN/LIN transceivers.
Protocols: CAN, LIN, Autosar Classic & Adaptive.

Basics of C programming and MATLAB/Simulink.
Knowledge of microcontrollers and digital electronics.
Familiarity with control systems and automotive basics (preferred but not mandatory).

Practical experience in TinyML-based automotive applications.
Ability to design, simulate, and deploy MBD models with MATLAB/Simulink.
Knowledge of CAN/LIN communication, ECU programming, and functional safety.
Understanding of AUTOSAR architecture and BSW components for real-world automotive projects.

Introduction to TinyML & Edge AI: Edge AI vs. Cloud AI, Embedded AI use cases
Sensor Data Acquisition: Real-time data collection and visualization (e.g., using Serial Plotter)
Feature Extraction Techniques: Python/MATLAB-based feature extraction from sample sensor data
Intro to ML for Microcontrollers: Basic ML concepts-classification, regression, training, testing
TinyML Model Optimization: Quantize and test model using TensorFlow Lite
AI Model Deployment ECUs, Types of ECU, Sensors and Actuators, ESD and Safety basics
Automotive Systems Overview
CAN Architecture
CAN Frames: data, remote, error frames
CAN arbitration
CAN programming
Message Filtering and Error Handling
CAN Frame Analysis Using CAN- BUSMASTER Analyzer
LIN Bus: Working Principle and Applications, Frame format
Introduction to Automotive Functional Safety: Overview of ISO 26262, ASIL levels, safety lifecycle
Autosar Architecture Basics: Classic vs. Adaptive Autosar
Basic Software Components (BSW)