“…Indeed, the addition of nanoparticles (NPs) to base fluids has demonstrated excellent promise by extending the technological frontiers in water treatment, 1,2 drug delivery, 3,4 nanomedicine, 5,6 energy storage, 7 and heat transfer. [8][9][10][11][12][13] Nevertheless, numerous experimental and theoretical challenges associated with coupling the macroscopic properties, like thermal conductivity and viscosity, with the nanoscale input parameters of nanoparticle suspensions (nano-suspensions), such as NP size, particle volume fraction, and particle surface chemistry, limit their rational design aimed at specific applications. 14 In this paper, we present a multi-scale model which is able to predict the dynamic behavior of NPs dispersed in aqueous solutions, thereby bringing us closer to delineating guidelines for modulating the stability and aggregation of nano-suspensions.…”