Renewable Energy Projects

AI DRIVEN REAL TIME MONITORING AND PREDICTIVE ANALYTICS FOR DISTRIBUTED ENERGY RESOURCES IN MICROGRID

AI DRIVEN REAL TIME MONITORING AND PREDICTIVE ANALYTICS FOR DISTRIBUTED ENERGY RESOURCES IN MICROGRID

Esteves Bengui | MEL Candidate | Nov 29, 2025 Mentor: Airton Dudzevich ABSTRACT This project demonstrates a promising framework for renewable energy forecasting in environments constrained by limited historical data. By fusing physics-based modeling with GAN-powered corrections, we successfully created a workflow that circumvents the ‘cold start’ problem. While the forecasting models proved sensitive to […]

Integration of Dynamic Degradation Modeling into BESS Financial Analysis

Integration of Dynamic Degradation Modeling into BESS Financial Analysis

Di Wu(Max) | MEL Candidate | Dec 2, 2025 Mentors: Heitor Schiochet, Infinite Grid Capital Abstract Traditional BESS valuation models often fail to account for the critical interplay between temperature-dependent degradation, HVAC parasitic loads, and market revenue structures. This project bridges that gap by developing a dedicated investment framework for North American utility-scale batteries.The model […]