Surrogate AI Models for CAE Applications 

• Build a design of experiments (DOE) table for component design
• Create surrogate AI models from FEA/CFD simulations
• Run multiobjective design optimization studies using AI models

Enabling Industry 4.0

• Secure data exchange with smart industrial plant sensors and servers
• Develop predictive maintenance, smart manufacturing, and SCADA applications

Hardware Deployment of AI Models

• Low-code aspect of AI workflow
• Scope of hardware selection within the auto-code generation workflow
• AI models to target hardware deployment

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

• Model 5G networks: MU-MIMO, scheduling, PHY abstraction
• Model WLAN 802.11be networks: 320MHz, 4096-QAM, and multi-link operation (MLO)
• Model Bluetooth networks: piconet, LE audio, mesh

RF System Design and Analysis

• Model large arrays
• Design feeding networks using RF PCB components
• Optimize antenna performance using machine learning algorithms

Mission Engineering Analysis for System-of-Systems

• Evaluate system-of-systems for combat and rescue missions
• Decompose mission requirements across engineering levels for better behavioral models

• Designing PLLs, ADCs, and DACs using Mixed-Signal Blockset
• Performing verification of mixed-signal integrated circuits
• Performing post-processing using the Mixed-Signal Analyzer app

• Spectrum monitoring: Signal classification using deep learning
• Satellite communication: End-to-end DVB-S2 design and test
• Wireless LAN: Recover and analyze WiFi packets

• Generate efficient C/C++ and SystemC code from MATLAB for embedded systems
• Use an easy workflow to deploy generated code on embedded CPUs or FPGAs

Implementing Adaptive Beamformers on RFSoCs

• ZCU111 RFSoC Adaptive Beamformer with 4 channels
• Places nulls in interference locations and maximizes beam pattern for steering direction
• Interactively steers angles for interference and beam pattern at run time

• Deploy QPSK transmitter and receiver HDL algorithms on Zynq ZC706
• Transmit a text message and recover it using receiver
• Visualize received QPSK constellation

• Wideband radar signal detection using RFSoC
• DVBS2 receiver on RFSoC
• WLAN 802.11AC receiver on RFSoC

• Performance analysis: Component sizing and selection, range prediction
• Ride and handling analysis: Riders' comfort, speed bumps, ABS testing
• Controller development and testing: Vehicle control unit, battery management and thermal management

• Partition the control algorithm to run on multiple CPUs to achieve higher loop rate
• Multicore modeling overview
• Parallel processing modeling overview

• Model and parameterize your motors
• Autotune your speed and current controllers with Field Oriented Control Autotuner
• Deploy your motor control algorithms to your desired target hardware

• Implement power conversion algorithms on TI C2000 processors
• Make use of co-processors (CLA) to improve the efficiency of algorithm execution

• Model and deploy IoT applications on STM32 processors             
• Sensors and communication peripheral supports for STM32        
• Optimized code generation for STM32

Real-Time HIL Testing on FPGAs

• Real-time HIL simulation on FPGA
• Simscape HDL workflow
• Workflow extending support for linear and non-linear networks including motor models

Simulate and Deploy UAV Applications with SIL and HIL Workflows

• Set up communication with PX4, MAVLink, and QGroundControl
• Simulate safe vertical takeoff and landing of UAVs using lidar data
• Inspect the flight behavior in Unreal Engine

Virtual World and Algorithm Development for Automated Driving

• Create virtual world (scene/scenarios) from specifications and recorded data
• Interoperate with ASAM standards and build road networks from HD map services
• Develop algorithms for perception, sensor fusion, planning and control systems
• Test algorithms with a virtual testing environment

HIL Testing for an ADAS ECU in a Virtual Environment

• Establish interfaces for ECU under test
• Generate code and deploy subcomponents on HIL machines
• Address synchronization in a closed loop setup with multiple machines

Intelligent Bin Picking with a Semi-Randomized Distribution Using Universal Robots UR5e Cobot

• Detect the positions and orientations of objects in a semi-randomized distribution
• Create motion planning and trajectory generation for the cobot
• Pick and place object commanding Universal Robot UR5e cobot

Service-Oriented Architectures (SOA) for Designing and Deployment in Automated Driving

• Architect services for adaptive cruise control using System Composer
• Design and simulate algorithm behavior for vehicle actuation (brakes, acceleration)
• Use automatic code generation and deployment as service (Adaptive AUTOSAR, ROS 2, DDS, etc.)

System Thinking Approach
for Complex Systems Development

• MBSE implementation for complex automotive and aerospace development
• Requirements authoring and management
• System architecture development and trade study
• MBSE to Model Based-Design transitioning

• Addressing software issues using formal methods–based testing
• Testing software in continuous integration (on premises, cloud) and left-shift verification