V. K. Kiran

An explainable digital twin framework for structural health monitoring: decision-level fusion of vibration and image diagnostics using SHAP and Grad-CAM

Structural health monitoring systems based on machine learning routinely achieve high classification accuracy but rarely explain the basis of their decisions, limiting their adoption by practicing engineers who must justify safety-critical actions. This paper presents a framework that combines vibration-based and image...