Predictive Maintenance Using Data Acquisition Systems

• Live logging and predictive maintenance using data acquisition systems
• Big data analytics on TDMS files
• Seamless integration to the Diagnostic Feature Designer app

AI for Design Optimization and Model Calibration

• Reduced order modeling with synthetic data/test data
• Space mapping design in a multiobjective framework
• Parameter sensitivity analysis
• Data-driven model calibration/parameter estimation

Visual Inspection with Beckhoff PLC

• Image data preprocessing and augmentation 
• Anomaly detection and object detection
• Overview of DevOps AI workflow with apps for low-code AI
• Edge AI: Automatic code generation and deployment to embedded targets
• Model validation and operationalization

System-Level Simulation of Pre6G, 5G, WLAN, and Bluetooth Networks

• Model 5G networks: SRS-based SU-MIMO, custom scheduler, 3GPP reference scenario results, 38.901 channel model
• Model Pre6G networks:
  • Cell-Free Massive MIMO simulation
  • Distributed versus centralized realization
• Model WLAN 802.11be networks: Multilink operation (MLO) STR and eMLSR modes
• Model Bluetooth networks: Piconet, LE Audio, periodic advertisements, Bluetooth Mesh

RF System Design and Analysis

• Showcasing FMCW application with integration of RF, RF PCB, and antenna
• Using AI in antenna design, analysis, and pattern reconstruction
• Modeling intelligent reflecting surfaces

Space Mission Modeling and Analysis

• Satellite dynamic and CubeSat modeling
• GNC algorithm and attitude control development
• Mission planning and analysis, constellation access mission analysis
• Satellite scenario generation and visualization

Live Stream Radar Data to MATLAB from TI mmWave Radars for Signal Processing and Tracking Applications

• Stream data for real-time object detection and tracking
• Process real-time IQ radar data instantly for radar signal processing
• Simplify TI^® radar integration with MATLAB

Rapid Prototyping of Radar and Wireless Communications Systems on RFSoCs

• Model and simulate systems together with hardware architectures
• Deploy and verify radar target emulator and adaptive beamforming on RFSoCs
• Interface and tune RF data converter parameters directly from MATLAB

Accelerating Design and Verification of Mixed-Signal Systems

• Model architectural-level mixed-signal systems using specifications
• Generate SystemVerilog DPI-C for analog mixed-signal verification
• Integrate with EDA tools for behavioral-level simulation

Renewable System Design Using GFM Converters

• Phase-locked loop (PLL)–based grid-following (GFL) BESS controller
• Virtual synchronous machine (VSM)-based GFM controller
• G-GFM, M-GRM: GFM control of wind generator

Powertrain Design for Transportation Electrification

• BEV battery and motor design with workflows on durability
• E-aircraft design (battery, propellor, motors) from powertrain perspective
• Design considerations for agricultural machinery (special wheel models, energy charting for tractor, et al.)

Accelerate Motor Control Development: From Modeling to Deployment

• Model and parameterize your motors
• Jumpstart with prebuilt sensored and sensorless motor control algorithms
• Generate and deploy algorithms to your desired target hardware

Accelerate AI-Based Software Development on Infineon AURIX TC4x

• Train neural network based on data collected from Infineon^® AURIX™ TC4x microcontroller
• Deploy trained neural network on Infineon Aurix TC4x microcontroller to predict rotor position for FOC control
• Learn about CRL usage for improving neural network's response time on Infineon Aurix TC4x PPU
• Use multicore model semantics from SoC Blockset to deploy neural network on target
• Determine neural network's prediction accuracies using external mode communication with the target

Design, Prototype, and Test Your Brushless DC Motor Controls Using Simulink and Speedgoat Hardware

• Create accurate motor models and fine tune controller gains by collecting data from hardware
• Monitor and control your real-time application directly from Simulink models or with instrument panel apps
• Configure your controller model to generate compact and fast C code for any target microcontroller
• Run test cases automatically and prove that your embedded motor controller meets requirements via hardware-in-the-loop testing

Virtual Vehicle EV Range Estimation

• Develop virtual vehicles
• Create EV and HEV models
• Stream and analyze data for EV range estimation

Virtual Environments for Simulation and Testing

• Create photorealistic environments from map data
• Model traffic from recorded data
• Create scenarios for ADAS testing

Automated Driving: Validation and Development

• HIL/RCP validation for ADAS features
• The Automated Driving Toolbox Test Suite for Euro NCAP^® Protocols support package and real-world scenarios
• Algorithms: Cross-sensor calibration/labeling, perception, sensor fusion, controls

Design High-Performance Compute Applications Using Model-Based Design

• Design service-oriented architecture applications for SDVs
• Prototype services using Linux^® virtual machines with single-click deployment
• Log and calibrate signals of interest
• Deploy on HPC virtual ECU and target HPC hardware

Model-Based Systems Engineering

• Achieve verification-based MBSE
• Connect MBSE to design
• Be ready for SysML^® v2

Code Verification for Modern Software Development Workflows

• Focus on Left-Shifting the Code Verification for Quality Software
  • Polyspace Access: Plug in Polyspace as You Code in the IDE for developers
  • Static Code Analysis: Polyspace Bug Finder and Polyspace Code Prover for safety and security
  • Polyspace products in CI and Polyspace Access for collaboration