AI-Driven Physics & Surrogate Modeling
Resolving non-linear fluid flow, turbulent boundary layer separation, aerodynamic drag, and conjugate heat transfer through verified Navier-Stokes solvers.
Critical Fluid Mechanics Challenges We Eliminate
In complex industrial fluids, physical testing only provides point-sensor telemetry (e.g. pressure taps and thermocouples). It cannot reveal why flow is separating, where recirculation eddies form, or how boundary layers detach.
Our CFD simulation cluster provides full volumetric scalar and vector fields, pinpointing recirculation bubbles, shock wave interactions, cavitation inception, and excessive thermal resistance.
SOLVER TELEMETRY & BENCHMARKS
Discretization to Solved Convergence
Strict mesh refinement standards ensuring boundary layer physics (y+ < 1 for wall-resolved LES/RANS) are faithfully captured.
Domain Extraction & Surface Healing
Defeaturing non-wetted CAD details, extracting negative fluid volumes, and repairing sliver surfaces to prevent artificial numerical singularities.
Boundary Layer Inflation & Polyhedral Meshing
Generating high-order prism layer stacks along wetted walls for accurate shear stress and thermal boundary gradients with transition to poly-hexcore volume cells.
High-Performance Cluster Computing
Parallel processing on multi-core clusters utilizing second-order upwind discretization schemes with strict mass and momentum residual monitoring.
Proven Industrial Scenarios
- → Sub-second aerodynamic prediction for generative styling studios
- → Real-time industrial boiler thermal monitoring via digital twins
- → Predictive maintenance remaining useful life (RUL) estimation
- → Battery degradation prognosis under stochastic duty cycles
What You Receive
- ✓ Exportable ONNX / FMU functional mock-up units for 1D systems
- ✓ Trained neural surrogate weights with automated error bounds
- ✓ Interactive web-based engineering exploration dashboards
- ✓ Full training corpus and Latin hypercube sampling manifests
CFD Simulation Frequently Asked Questions
How do you verify CFD simulation accuracy?
We adhere strictly to ASME V&V 20 guidelines. We conduct systematic mesh sensitivity studies using the Grid Convergence Index (GCI), verify mass and energy balance across all boundary planes, and calibrate against experimental test telemetry whenever available.
What CAD formats are accepted for CFD simulation?
We accept standard neutral solid models including STEP (.stp), IGES (.igs), Parasolid (.x_t, .x_b), and native formats from SolidWorks, CATIA, PTC Creo, and Autodesk Inventor under mutual NDA.
Ready to Simulate Your Fluid Mechanics System?
Send us your design parameters or schedule an engineering consultation with our computational fluid dynamics team in Hyderabad.