METHODS FOR AUTONOMOUSLY MONITORING AND ANALYZING THE OPERATION OF A BATTERY ENERGY STORAGE SYSTEM

A method for monitoring and analyzing the operation of a battery energy storage system (BESS) comprises, entering data parameters from one or more subsystems of a field installed BESS into a correlation matrix and extracting target correlations from the correlation matrix. The target correlations along with independent data parameters are entered into a relational coefficient matrix to identify data features. The method further includes extracting the data features from the relational coefficient matrix to a generative and adversarial artificial intelligence network model, where the extracted data features are used to train the model with data from the field installed BESS solution.