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3-D physics in 1-D world: Pipelines, separators, pumps, compressors, mixers, flare tips, SCR exhausts, hydrate-jets, blowdown plumes – all contain recirculation, swirl, separation, temperature stratification, or transient vortices that steady-state 1-D codes cannot resolve.
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CAPEX deflection: A single CFD-driven optimisation (eliminating a dead zone, reducing pressure drop 15 %, or correctly sizing a flame stabiliser) typically saves 5–20× the study cost.
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Risk reduction: Predicting erosion hot-spots, vibration excitation, LNG rollover, or flammable cloud dimensions provides defensible inputs to safety cases (QRA, Dropped Object, FERA, SIL).
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Digital twin seed: High-fidelity meshes become the physics core for real-time twins and operator training simulators.
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Ansys Fluent & CFX – general purpose, poly-hexcore, overset, adjoint, combustion, DPM, DEM, population balance
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Siemens Simcenter STAR-CCM+ – multiphase VOF, LMP, DEM, conjugate heat transfer (CHT), overset motion, adjoint
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OpenFOAM® – custom solvers (compressible reacting, non-Newtonian, hydrate icing, CO₂ depressurisation)
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CONVERGE™ – detailed IC-engine & flare combustion, automatic meshing, detailed chemistry
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gPROMS & AFT Impulse – 1-D + 3-D coupling for long pipelines
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HPC Cloud: 1,200+ cores on-demand, InfiniBand, Lustre – typical turn-around 24–72 h for 30–50 M cell models.
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Scope & KPI lock – ΔP, residence time, erosion rate, T<sub>, cloud extent, noise dB, etc.
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1-D / hand calc sanity check – identify controlling physics, expected magnitude.
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Geometry prep & defeaturing – CAD import, 100–300 µm surface mesh, curvature & proximity refinement.
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Mesh independence study – 3 successive refinements; GCI ≤ 5 % on primary KPI.
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Physics & BC lock – turbulence (k-ω SST, BSL, LES), multiphase (VOF, Euler-Euler, LMP), radiation (DO, MC), reactions (PDF, FGM, finite-rate), transient time-step < 1/10 Courant.
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Verification vs. data – flow loop, plant test, PIV, concentration probe, erosion coupon, IR camera.
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Parametric / DOE / adjoint – automate geometry variants; deliver Pareto frontier.
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Report & peer review – ASME V&V 40-2018 compliant; independent technical review; model archived for client reuse.
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High-pressure flow loops (NTNU, SINTEF) – 1″–4″, 100 bar, multiphase, real fluids
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PIV / LDA / high-speed imaging – droplet size, velocity fields, vortex core identification
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Erosion test rigs – sand, catalyst, ice, CO₂-hydrate particles at 10–80 m s⁻¹; DNV calibration
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Flare radiation & noise field tests – 30 m, 60 m, 120 m IR cameras & acoustic arrays
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Literature & open-data benchmarks – T-junction, cyclone, burner, backward-facing step, NACA 0015, etc.
All models include a validation statement that links simulation KPIs to measured quantities with stated uncertainty bands.
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What is the business pain? (ΔP too high, erosion, poor mixing, flame impingement, noise, cloud drift, thermal cycling, …)
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Geometry availability – native CAD, neutral STEP, laser scan, or concept sketch?
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Operating envelope – P, T, phases, composition, flow range, transient vs. steady
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Success KPI – max ΔP, min residence, erosion rate, T_max, dB, LFL cloud, NOx ppm, etc.
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Experimental data – lab, pilot, plant test, PIV, IR, concentration, erosion coupons?
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Deliverable format – report only, native case file, digital twin link, operator training movie?
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Schedule & gate reviews – FEL-2, FEL-3, detailed design, operational troubleshooting?
Integrated Process Insight – CFD is embedded within flow assurance, process simulation, mechanical design, safety & economics; not a stand-alone “black-box”.
Full spectrum – single-phase mixing to reacting LES, hydrate-icing, non-Newtonian slurries, full-scale plant items.
Validation culture – every model linked to measured data; uncertainty quantified; ASME V&V 40-2018 compliant.
Digital continuity – same mesh/physics feeds OLGA, Symmetry, P&ID, cost, schedule, and operator-training twins.
Commercial agility – on-demand HPC, fixed-price or T&M, rapid turnaround (days), peer-review included.
Bring your toughest flow problem – we’ll model it, measure it, and make it better.