An extension of the P-graph approach for multi-period process network synthesis (PNS) is proposed in this work. A modification of a previously published approach enables partial load operational lower limit for process units to be considered via the addition of fictitious streams. A simple case study is presented to illustrate the advantages of this modified approach. (C) 2015 Elsevier Ltd. All rights reserved.