Soumyabrata Dev

Ontology Modeling for Decentralized Household Energy Systems

2021 · arXiv (Cornell University)

In a decentralized household energy system consisting of various devices such as washing machines, heat pumps, and solar panels, understanding the electric energy consumption and production data at the granularity of the device helps end-users …

Intra-Hour Solar Irradiance Estimation Using Infrared Sky Images and MobileNetV2-Based CNN Regression

2023

In recent years, the rapid growth in both the development and use of solar energy has spurred intensive research in solar power estimation and forecasting in energy system integration. Solar irradiance, the sun's energy incident …

Can deep learning outperform traditional methods in upscaling IR images for solar irradiance estimation?

2024 · IET conference proceedings.

Infrared imaging provides crucial information in the infrared spectrum, invisible to standard visible-light imaging systems. However, high-resolution infrared imaging is challenging and expensive, limiting its applications. Deep learning, particularly Convolutional Neural Networks (CNNs), has significantly …