Projects

A framework comparing four levels of CFD complexity for turbocharger compressor design, benchmarked against real bench data.

A CFD-trained neural network that turns single-point weather station data into a full wind-velocity field across a circuit.

Telemetry-driven CFD investigation that found a boundary-layer detachment full-car simulation had missed, leading to a redesigned rear wing.

A genetic-algorithm-tuned reactive resonance chamber that cuts low-frequency exhaust noise a passive muffler can't reach, without restricting flow at high RPM.

Transient multiphase CFD of fuel sloshing, driven by real accelerometer data from a competition lap, to find the true safe low-fuel limit.

Topology optimization of a critical drivetrain component against a real fatigue-cycle model, replacing wear-prone prior iterations.

A metal-conditioner, dispersant, and detergent additive package developed for high-temperature, high-shear metal-to-metal contacts.

Coupled thermal FEA and cooling-flow CFD for a race brake rotor, correlated against real telemetry rather than assumed boundary conditions.

Coupled 1D/3D CFD and harmonic acoustic simulation to redesign an intake manifold, tuning pressure-wave resonance to the target power peak.