Project Type: Full autonomous drive simulation
Challenge: Integrating perception, decision, and control modules
Solution: Closed-loop system simulation with Ansys AVxcelerate and Twin Builder
Key Takeaway: Improved overall safety, performance, and software readiness

Project Type: Autonomous braking system
Challenge: Limited test coverage for real-world safety validation
Solution: Scenario-based testing under varied weather using VRXPERIENCE
Key Takeaway: Achieved ISO 26262 compliance and faster validation cycles

Project Type: Radar performance in urban conditions
Challenge: Signal interference and false detections in dense traffic
Solution: Simulated electromagnetic wave propagation using Ansys HFSS
Key Takeaway: Enhanced radar reliability and reduced false positives by 40%

Project Type: ADAS sensor validation
Challenge: High testing cost for camera, radar, and LiDAR systems
Solution: Virtual testing using Ansys AVxcelerate and VRXPERIENCE
Key Takeaway: Reduced physical testing by 60% and improved detection accuracy