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In this study, we focus on the Padmakar-Ivan (PI) index, a molecular descriptor that quantifies the structural characteristics of chemical networks on the basis of their vertex distances. The main objective of this work is to develop efficient approaches for computing the PI index, particularly for graph powers and complex network structures. We begin by formulating an algorithm for computing the PI index of general graphs and extend it to the
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