In the following two subsections we will describe in more detail two of the steps in Algorithm 1 that are directly related to the TD-ADGA implementation. In Section 3.1 we will discuss the how the TD-ADGA iterations are carried out at different time-steps and in Section 3.2 the update of the PES is considered in more detail with a specific example to illustrate the procedure.