Mr Kunning Tang

Mr Kunning Tang

Postdoctoral Fellow
Engineering
Civil and Environmental Engineering

Dr.Kunning Tang is a Postdoctoral Research Fellow at Civil and Environmental Engineering whose research focuses on mineral resource and geoenergy research. He is specialised in digital rock analysis, applied artificial intelligence, and in-situ recovery techniques. His work integrates multi-scale imaging, data-driven methods, and physics-based modelling to quantitatively characterise porous and mineralised materials and to unravel coupled transport–reaction processes in complex geological systems. He develops advanced AI frameworks for multi-scale image enhancement, segmentation, and domain transfer, enabling high-fidelity digital twins across various scales. A central theme of his research is the pore-scale mechanistic understanding of electrokinetic ISR, where he investigates multiphase flow, ion transport, and mineral dissolution–precipitation reactions under coupled hydraulic and electric fields using time-lapse micro-CT experiments and reactive transport modelling. His expertise further extends to mineral characterisation, combining micro-CT, micro-XRF, and XRD with grain-scale analysis to bridge pore-scale mechanisms and core-scale behaviour, supporting the development of predictive and sustainable mineral recovery

Phone
+61413196782
Location
Level 3 Tyree Energy Technologies Building
  • Journal articles | 2026
    Dheyauldeen A; Wang YD; Tang K; Armstrong RT; Mostaghimi P, 2026, '3D porous media image synthesis using conditional GAN', Computers and Geosciences, 206, http://dx.doi.org/10.1016/j.cageo.2025.106016
    Journal articles | 2026
    Li J; Black E; Miller C; Tang K; Mostaghimi P; Feitz A; Waite TD; Armstrong RT, 2026, 'Multi-modal characterization of ultramafic rock: Precursors relevant to serpentinization and hydrogen generation', Geoscience Frontiers, 17, http://dx.doi.org/10.1016/j.gsf.2025.102220
    Journal articles | 2026
    Zheng Q; Tang K; Wang YD; Jackson SJ; Poulet T; Armstrong R; Mostaghimi P, 2026, 'Utilising micro-CT to analyse fluid dynamics in dual-porosity packing systems', Hydrometallurgy, 240, http://dx.doi.org/10.1016/j.hydromet.2025.106606
    Journal articles | 2025
    Bo Z; Hörning S; Tang K; Underschultz JR; Hurter S, 2025, 'Insights into site evaluation for underground hydrogen storage (UHS) on gas mixing-the effects of meter-scale heterogeneity and associated reservoir characterization parameters', Fuel, 391, http://dx.doi.org/10.1016/j.fuel.2025.134677
    Journal articles | 2025
    Cao J; Wang Z; Yang Z; Tang K; Wang S; Lei W; Liu D, 2025, 'High-performance zinc anodes enabled by atmospheric plasma enhanced cellulose protective layer for zinc ion batteries', Journal of Power Sources, 627, http://dx.doi.org/10.1016/j.jpowsour.2024.235699
    Journal articles | 2025
    Ma Z; Bijeljic B; Wen G; Tang K; Wang Y; Blunt MJ, 2025, 'Super-Resolution Imaging of Multiphase Fluid Distributions in Porous Media Using Deep Learning', Transport in Porous Media, 152, http://dx.doi.org/10.1007/s11242-025-02210-3
    Journal articles | 2025
    Mathew ES; Jackson SJ; Wildenschild D; Mostaghimi P; Tang K; Armstrong RT, 2025, 'Deep learning assisted denoising of fast polychromatic X-ray micro-CT imaging of multiphase flow in porous media', Computers and Geosciences, 204, http://dx.doi.org/10.1016/j.cageo.2025.105990
    Journal articles | 2025
    Tang K; Armstrong RT; Mostaghimi P; Niu Y; Meyer Q; Zhao C; Finegan DP; Popeil M; Singh K; Menke H; Dimou AP; Bultreys T; Mascini A; Knackstedt M; Da Wang Y, 2025, 'Scaling deep learning for material imaging with a pseudo 3D model for domain transfer', Nature Communications, 16, http://dx.doi.org/10.1038/s41467-025-66449-6
    Journal articles | 2025
    Tang K; Da Wang Y; Regaieg M; Benoual I; Armstrong RT; Mostaghimi P, 2025, 'Unlocking Sub-Micrometer Features in Carbonate Rocks: A Cascading Super-Resolution Approach for Multiscale Multi-Instrument Carbonate Characterization', Water Resources Research, 61, http://dx.doi.org/10.1029/2025WR040865
    Journal articles | 2025
    Tang K; Niu Y; Da Wang Y; Robins V; Mostaghimi P; Lindsay M; Armstrong RT, 2025, 'TopoRSNet: A Unique Approach to Maintaining Topological Features for Digital Rock Image Rescaling With Minimal Quality Degradation', Journal of Geophysical Research: Machine Learning and Computation, 2, http://dx.doi.org/10.1029/2024jh000557
    Journal articles | 2025
    Tang K; Su H; Bo Z; Da Wang Y; Mostaghimi P; Armstrong RT, 2025, 'Revealing Transport, Dissolution, and Precipitation Behaviors in Electrokinetic-Geochemical Reaction System at Pore-to-Core Scales', Water Resources Research, 61, http://dx.doi.org/10.1029/2024WR039414
    Journal articles | 2025
    Tang K; Wang YD; Mostaghimi P; Niu Y; Armstrong RT; Zhang Y; Deakin L; Knuefing L; Knackstedt M, 2025, 'Bridging micro-to-nano scales for metal ore characterization via one-shot super-resolution', Minerals Engineering, 225, http://dx.doi.org/10.1016/j.mineng.2025.109219
    Journal articles | 2025
    Xi W; Tang K; Wang YD; Jing Y; Esterle J; Regenauer-Lieb K; Evangelista L; Armstrong RT; Mostaghimi P, 2025, 'Enhancing coal seam gas recovery through greenzyme-induced relative permeability optimisation: Helium-driven core flooding experiments and field-scale production simulations', International Journal of Coal Geology, 310, http://dx.doi.org/10.1016/j.coal.2025.104866
    Journal articles | 2025
    Xu C; Su H; Zhao S; Nilghaz A; Tang K; Ma L; Zou Z, 2025, 'Electrocatalytic and Photocatalytic N2 Fixation Using Carbon Catalysts', Nanomaterials, 15, http://dx.doi.org/10.3390/nano15010065
    Journal articles | 2024
    Su H; Nilghaz A; Tang K; Liu D; Zhao S; Tian J; Bu Y; Li J, 2024, 'Insights into hydroelectric nanogenerators: numerical simulation and experimental verification', Journal of Materials Chemistry A, 12, pp. 24409 - 24416, http://dx.doi.org/10.1039/d4ta02852j
    Journal articles | 2024
    Su H; Usman KAS; Nilghaz A; Bu Y; Tang K; Dai L; Liu D; Razal JM; Lei W; Tian J; Li J, 2024, 'Efficient energy generation from a sweat-powered, wearable, MXene-based hydroelectric nanogenerator', Device, 2, http://dx.doi.org/10.1016/j.device.2024.100356
    Journal articles | 2024
    Tang K; Bo Z; Li Z; Da Wang Y; McClure J; Su H; Mostaghimi P; Armstrong RT, 2024, 'Controlled ion transport in the subsurface: A coupled advection-diffusion-electromigration system', Physics of Fluids, 36, http://dx.doi.org/10.1063/5.0213161
    Journal articles | 2024
    Wang YD; Kearney LM; Blunt MJ; Sun C; Tang K; Mostaghimi P; Armstrong RT, 2024, 'In situ characterization of heterogeneous surface wetting in porous materials', Advances in Colloid and Interface Science, 326, http://dx.doi.org/10.1016/j.cis.2024.103122
    Journal articles | 2024
    Wang Z; Zhang P; Zhang J; Tang K; Cao J; Yang Z; Qin S; Razal JM; Lei W; Liu D, 2024, 'Dendrite-free zinc deposition enabled by MXene/nylon scaffold and polydopamine solid-electrolyte interphase for flexible zinc-ion batteries', Energy Storage Materials, 67, http://dx.doi.org/10.1016/j.ensm.2024.103298
    Journal articles | 2023
    Lanetc Z; Zhuravljov A; Tang K; Armstrong RT; Mostaghimi P, 2023, 'Multi-scale modelling of multi-physics flow in coal seams', Gas Science and Engineering, 118, http://dx.doi.org/10.1016/j.jgsce.2023.205081
    Journal articles | 2023
    Su H; Nilghaz A; Liu D; Dai L; Tian J; Razal JM; Tang K; Li J, 2023, 'Harnessing the power of water: A review of hydroelectric nanogenerators', Nano Energy, 116, http://dx.doi.org/10.1016/j.nanoen.2023.108819
    Journal articles | 2023
    Tang K; Li Z; Da Wang Y; McClure J; Su H; Mostaghimi P; Armstrong RT, 2023, 'A Pore-Scale Model for Electrokinetic In situ Recovery of Copper: The Influence of Mineral Occurrence, Zeta Potential, and Electric Potential', Transport in Porous Media, 150, pp. 601 - 626, http://dx.doi.org/10.1007/s11242-023-02023-2
    Journal articles | 2023
    Tang K; Wang YD; Niu Y; Honeyands TA; Dea DO; Mostaghimi P; Armstrong RT; Knackstedt M, 2023, 'Particle classification of iron ore sinter green bed mixtures by 3D X-ray microcomputed tomography and machine learning', Powder Technology, 415, http://dx.doi.org/10.1016/j.powtec.2022.118151
    Journal articles | 2023
    Wang YD; Meyer Q; Tang K; McClure JE; White RT; Kelly ST; Crawford MM; Iacoviello F; Brett DJL; Shearing PR; Mostaghimi P; Zhao C; Armstrong RT, 2023, 'Large-scale physically accurate modelling of real proton exchange membrane fuel cell with deep learning', Nature Communications, 14, http://dx.doi.org/10.1038/s41467-023-35973-8
    Journal articles | 2022
    Rubaiya Muin S; Spicer PT; Tang K; Niu Y; Hosseini M; Mostaghimi P; Armstrong RT, 2022, 'Dynamic X-ray micotomography of microfibrous cellulose liquid foams using deep learning', Chemical Engineering Science, 248, http://dx.doi.org/10.1016/j.ces.2021.117173
    Journal articles | 2022
    Tang K; Da Wang Y; McClure J; Chen C; Mostaghimi P; Armstrong RT, 2022, 'Generalizable Framework of Unpaired Domain Transfer and Deep Learning for the Processing of Real-Time Synchrotron-Based X-Ray Microcomputed Tomography Images of Complex Structures', Physical Review Applied, 17, http://dx.doi.org/10.1103/PhysRevApplied.17.034048
    Journal articles | 2022
    Tang K; Meyer Q; White R; Armstrong RT; Mostaghimi P; Da Wang Y; Liu S; Zhao C; Regenauer-Lieb K; Tung PKM, 2022, 'Deep learning for full-feature X-ray microcomputed tomography segmentation of proton electron membrane fuel cells', Computers and Chemical Engineering, 161, http://dx.doi.org/10.1016/j.compchemeng.2022.107768
    Journal articles | 2022
    Tang K; Wang YD; Mostaghimi P; Knackstedt M; Hargrave C; Armstrong RT, 2022, 'Deep convolutional neural network for 3D mineral identification and liberation analysis', Minerals Engineering, 183, http://dx.doi.org/10.1016/j.mineng.2022.107592
  • Preprints | 2023
    Tang K; Bo Z; Li Z; Wang YD; McClure J; Su H; Mostaghimi P; Armstrong R, 2023, Controlled Ion Transport in the Subsurface: A Coupled Advection-Diffusion-Electromigration System, http://arxiv.org/abs/2308.04668v1
    Preprints | 2023
    Tang K; Li Z; Wang YD; McClure J; Su H; Mostaghimi P; Armstrong R, 2023, A pore-scale model for electrokinetic in situ recovery of copper: the Influence of mineral occurrence, zeta potential, and electric potential, http://arxiv.org/abs/2303.17150v1
    Preprints |
    Lanetc Z; Zhuravljov A; Tang K; Armstrong R; Mostaghimi P, Multi-Scale Modelling of Multi-Physics Flow in Coal Seams, http://dx.doi.org/10.2139/ssrn.4253551
    Preprints |
    Lanetc Z; Zhuravljov A; Tang K; Armstrong R; Mostaghimi P, Multi-scale modelling of multi-physics flow in coal seams, http://dx.doi.org/10.2139/ssrn.4298771
    Preprints |
    Tang K; Armstrong R; Mostaghimi P; Niu Y; Meyer Q; Zhao C; Finegan D; Popeil M; Singh K; Menke H; Dimou AP; Bultreys T; Mascini A; Knackstedt M; Da Wang Y, Scaling Deep Learning for Material Imaging: A Pseudo-3d Model for Tera-Scale 3d Domain Transfer, http://dx.doi.org/10.2139/ssrn.4808378

  • Digital rock techniques
  • Applied AI for digital materials
  • Mineral characterization and liberation analysis
  • In situ mineral leaching
  • Electrokinetics
  • Flow in porous media
  • 2D/3D/4D multi-modality imaging of rocks