Abstract: Example implementations described herein are directed to a system and software for integrating model-based and data-driven diagnosis solutions, automatically generating residuals in dynamic systems and using these residuals for fault detection and isolation (FDI), and automatic fault identification. Through a combination of a model-based approach and a data-driven approach for generating residuals and applying the residuals to detect, isolate and identify faults in a physical system can be obtained.