Presently, as the world advances rapidly towards achieving net-zero emissions, lithium-ion battery (LIB) energy storage systems (ESS) have emerged as a critical component in the transition away from fossil fuel-based energy generation, offering immense potential in achieving a sustainable environment.
Battery energy storage systems (BESS) Electrochemical methods, primarily using batteries and capacitors, can store electrical energy. Batteries are considered to be well-established energy storage technologies that include notable characteristics such as high energy densities and elevated voltages .
Energy storage systems are designed to capture and store energy for later utilization efficiently. The growing energy crisis has increased the emphasis on energy storage research in various sectors. The performance and efficiency of Electric vehicles (EVs) have made them popular in recent decades.
To ensure grid reliability, energy storage system (ESS) integration with the grid is essential. Due to continuous variations in electricity consumption, a peak-to-valley fluctuation between day and night, frequency and voltage regulations, variation in demand and supply and high PV penetration may cause grid instability .
The Li-ion battery is classified as a lithium battery variant that employs an electrode material consisting of an intercalated lithium compound. The authors Bruce et al. (2014) investigated the energy storage capabilities of Li-ion batteries using both aqueous and non-aqueous electrolytes, as well as lithium-Sulfur (Li S) batteries.
Battery SoC at various temperatures is estimated using GRU, and the efficiency of two commonly used lithium-ion batteries is compared . CNN is another promising deep-learning architecture.