Now that the number of electric cars is rapidly increasing, the shortage of charging stations is gradually also becoming problematic. Smart charging is also an option, using software available in the electric vehicles themselves. In 2016, RSM PhD candidate Konstantina Valogianni described how self-learning algorithms can help prevent peak demand and reduce electricity costs for consumers.