In this section we describe the computational approach adopted We outline the DPD models used to simulate the surfactants, our approach for constructing simulations at multiple pH values and describe the analysis performed. At the end of the section, we present the results of the computational study saving a comparison to the experimental results to Section 4. More details on the DPD methodology, model parameters (including model validation) and simulation setup are given in the Supporting Information.