To assess their generalisation performance, the models were tested using data generated in the same manner from another identically fabricated MEA. The models were unable to diagnose the SoH of the new MEA when trained on the old one, with the DNN achieving the best accuracy of only 72%; even though the data acquisition and manufacture of both MEAs were the same, the voltage responses were too dissimilar to be grouped by the pre-trained algorithms.