Hydrogen-based ironmaking is a promising pathway for steel decarbonization, the performance of which hinges on understanding gas transport mechanisms within dynamic pellet microstructures. Conventional characterization methods conflate pores and cracks into single void fraction, obscuring their distinct evolution and transport impacts. This study employs multiscale characterization combining X-ray computed tomography, scanning electron microscopy, and deep learning to separately quantify pore and crack network evolution. Two industrial pellet grades are analyzed at successive stages obtained from hydrogen reduction experiments conducted at 800 °C and 1000 °C. Results reveal substantial porosity increases through fine pore formation. Reduction at 800 °C promotes pore nucleation producing fine-scale porosity, while 1000 °C drives coarsening through pore coalescence and structural weakening. Crack development varies dramatically with temperature, where 1000 °C generates severe, interconnected networks with >70% percolating connectivity, whereas 800 °C results in much less extensive cracking and lower coarse-void connectivity (≈40%). These findings provide a quantitative microstructural basis for assessing gas-access pathways and cracking susceptibility during H 2 reduction. • Pore and crack networks are resolved independently using deep learning–assisted multiscale XCT/SEM. • Porosity increase is dominated by reduction-induced fine pores (70%. • Binder-constrained shrinkage drives most cracking, with propagation along weak paths.
Building similarity graph...
Analyzing shared references across papers
Loading...
Ali Zakeri
Kenneth S. Coley
Western University
Pardis Mohammadpour
Canadian Centre for Electron Microscopy
International Journal of Hydrogen Energy
McMaster University
Western University
Canadian Centre for Electron Microscopy
Building similarity graph...
Analyzing shared references across papers
Loading...
Zakeri et al. (Mon,) studied this question.
synapsesocial.com/papers/69d8930e6c1944d70ce04182 — DOI: https://doi.org/10.1016/j.ijhydene.2026.154846
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: