X-ray particle tracking velocimetry for rheological characterization: Application to material extrusion additive manufacturing

Abstract: We introduce X-ray Particle Tracking Velocimetry (XPTV) as a promising method to quantitatively resolve the velocity field and associated rheological quantities of polymer melt flow within the nozzle of a fused filament fabrication (FFF) printer. Employing tungsten powder as tracer particles embedded within a polymer filament, we investigate melt flow dynamics through an aluminum nozzle in a custom-designed experimental setup, based on commercial designs. The velocity profiles obtained via XPTV reveal significant deviations from classical Newtonian flow, highlighting complex heterogeneous and non-isothermal behavior within the melt. From these measurements, we determine the local infinitesimal strain rate tensor and correlate flow-induced non-Newtonian effects to spatially varying temperature distributions, reflecting incomplete thermal homogenization within the nozzle. Our findings demonstrate the capability of XPTV to quantify both velocity fields and rheological properties, underscoring its potential as a future tool for investigating opaque polymer melt flows in additive manufacturing, industrial processing, and rheology. To our knowledge, this represents the first reported application of XPTV in polymer melt rheology, offering a new approach to address measurement challenges previously inaccessible to conventional optical methods.