Karishma Battina
I am a DevOps Engineer with 7+ 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
Traditional methods struggle to simulate pollutant transport in large oceanic domains. We propose a PINN framework integrating the advection-diffusion equation to predict pollution hotspots. Synthetic datasets with real-world variability and adaptive training strategies address coastal accumulation challenges. This approach supports scalable simulations, enabling future extensions like 3D modeling and real-time forecasting for environmental decision-making.