Karishma Battina
I am a DevOps Engineer with 8 years of experience in IT, specializing in cloud infrastructure. My expertise includes automation, infrastructure as code, and building scalable system architectures, with a strong focus on optimizing cloud-native applications. I am keenly interested in AI/ML and enjoy working on projects integrating DevOps, AI, and large-scale simulations to drive innovation and efficiency.
Session
We present a Physics-Informed Neural Network (PINN) to model pollutant dispersion via the 2D advection-diffusion equation. Our approach focuses on a systematic hyperparameter and architecture investigation, training the network on noisy, synthetic FDM data. The resulting optimal model achieves high accuracy and serves as an efficient surrogate for near-instantaneous forecasting, providing a robust baseline for more complex environmental models.