Project Type: Predictive maintenance through digital twin
Challenge: Unplanned downtime and inability to forecast component degradation
Solution: Built a real-time Digital Twin using Ansys Twin Builder linked with sensor data
Key Takeaway: Enabled condition-based monitoring, reducing maintenance costs by 25%

Project Type: Aircraft environmental control system
Challenge: Difficulty in optimizing air flow, heat exchange, and component response together
Solution: Performed system-level simulation integrating thermal-fluid networks and controls using Ansys ModelCenter
Key Takeaway: Improved thermal regulation and reduced overall system weight by 15%

Project Type: Hydraulic actuator control system
Challenge: Unstable control response due to nonlinear fluid-structure interactions
Solution: Coupled mechanical, hydraulic, and control models using Ansys Simplorer
Key Takeaway: Enhanced system stability and reduced tuning cycles significantly

Project Type: Electric vehicle powertrain simulation
Challenge: Need to predict system-level efficiency and thermal behavior before prototype build
Solution: Developed a complete EV system model in Ansys Twin Builder integrating battery, inverter, and motor subsystems
Key Takeaway: Improved energy efficiency by 12% and reduced prototype testing time by 30%