The widespread adoption of Battery Energy Storage Systems (BESS) is crucial for integrating intermittent renewable sources like solar and wind into the power grid, thereby advancing the goals of green energy. Deploying BESS underground offers a sustainable solution to land constraints and safety concerns. However, the dynamic and complex thermal environment underground severely challenges the accurate State-of-Charge (SOC) estimation, which is vital for the safety, longevity, and operational efficiency of BESS. Data-driven SOC models often suffer from performance degradation due to data distribution shifts caused by temperature fluctuations, especially when operational data for specific unde... More >

This study aimed to quantify the comprehensive environmental footprint of primary iridium production, a critical yet exceptionally scarce metal, to inform more sustainable practices in its supply chain. The research method employed a cradle-to-gate Life Cycle Assessment (LCA) using the Brightway2 framework, establishing a detailed inventory model for iridium production. The environmental impacts for the functional unit of 1 kg of refined iridium were evaluated using multiple impact assessment methods. Furthermore, sensitivity analysis and Monte Carlo simulations were conducted to assess parameter uncertainties. The results conclude that iridium production imposes a substantial environmental... More >