NED (Nonlinear Experimental Design) is an advanced AI-driven predictive analytics application. It facilitates the design of engineering systems using sophisticated mechanistic models. The application executes simulations incorporating real-world noise into known mechanistic models. It then evaluates potential candidate models against the generated simulated data, leveraging AI algorithms to identify the optimal model with minimal data input. This approach enhances the accuracy and efficiency of system design in complex engineering contexts.