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    "description": "<p>Jet loop reactors (JLRs) have been shown to offer outstanding mixing and heat-transfer per-<br>formance, but their strongly coupled internal&ndash;external circulation makes hydrodynamic design<br>non-trivial. Conventional finite-volume Computational Fluid Dynamics (CFD) remains compu-<br>tationally demanding, thus limiting its value for routine optimisation. This study presents the<br>first validated Lattice Boltzmann Method (LBM) simulation of a single-phase, top-nozzle JLR<br>driven at industrially relevant specific power inputs of 2.24&ndash;5.83 kW m&minus;3. The flow was resolved<br>with a D3Q19-LES scheme and halfway bounce-back walls on a locally refined Cartesian lattice.<br>A physical time span of 20 seconds was simulated in less than 54 hours on a single NVIDIA<br>RTX 4090, thereby demonstrating the graphics processing unit (GPU) friendly scalability of the<br>method.<br>The simulation successfully reproduced the measured radial velocity profiles and internal volume<br>flow rates within experimental uncertainty, with the remaining deviation falling below eight per<br>cent. Error analysis indicates that the quadratic lattice combined with the halfway bounce-back<br>wall model slightly narrows the effective annular cross-section, thereby systematically accelerat-<br>ing the loop flow. A complementary simulation, with the grid rotated by 45&deg;, suggests that grid<br>orientation may amplify or mitigate this artefact. However, the magnitude of the orientation<br>effect could not be conclusively quantified within the present study and is therefore identified as<br>a subject for further investigation.<br>Despite this limitation, the solver captures all key hydrodynamic features, including the forma-<br>tion of a fully turbulent jet core and the weak sensitivity of circulation to power input. Fur-<br>thermore, it shortens turnaround time by approximately two orders of magnitude in comparison<br>with representative Reynolds-averaged Navier-Stokes (RANS) studies. The validated workflow<br>provides a robust foundation for future two-phase extensions aimed at predicting gas holdup and<br>interfacial mass transfer, thereby facilitating a rapid simulation path for a broader class of loop<br>reactors.</p>",
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    "title": "Validation of Single-Phase Fluid Dynamics in a Lattice Boltzmann Simulated JLR"
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