crack growth prediction 1denoising diffusion models 1phase-field fracture 1physics-informed generative modeling 1uncertainty quantification 1
From the 1 of 2 linked papers with an AI index.
2 papers
math.GM2026
Uncertainty-Aware Crack Growth Forecasting via Conditional Denoising Diffusion Models for Phase-Field Fracture
Jahnavi Krishna Koda, S. M. Mallikarjunaiah
The paper introduces a physics‑informed conditional denoising diffusion model that predicts the full‑field evolution of brittle cracks in phase‑field simulations and provides spati…
cs.CV2025
Sequence-Preserving Dual-FoV Defense for Traffic Sign and Light Recognition in Autonomous Vehicles
Abhishek Joshi, Jahnavi Krishna Koda, Abhishek Phadke
Traffic light and sign recognition are key for Autonomous Vehicles (AVs) because perception mistakes directly influence navigation and safety. In addition to digital adversarial at…