MultiphysicsAI for inverse engineering design and rapid design-space exploration

Dr Andrew Tweedie; Juha Riippi; Alexandre Halbach; Valtteri Lahtinen; Asser Lähdemäki; Andrew Tweedie
Introduction Engineering has always been about translating abstract goals into real-world performance. Whether the task is to design a more efficient motor, a more sensitive ultrasonic sensor, or a lighter aircraft structure, engineers are essentially solving inverse problems: they know the target behavior they want, but not the exact design that will achieve it. Traditional simulation tools were built to answer a different question, “What happens if I build this design?” They model behavior,...