Where the practice
has been proven.

Representative engagements spanning the three pillars of the firm — wind tunnel end-to-end, ML/AI integration, and data-driven control. Many active programs are not listed publicly.

SUBSONIC TEST SECTION 001 / VEHICLE-LEVEL DATABASE α / β / Re / GROUND-EFFECT
APPLICATION / 01

Subsonic Wind-Tunnel Testing for a High-Speed Flight Vehicle

End-to-end test campaign for a customer developing a high-speed flight vehicle. Multi-entry test program in the subsonic regime — angle-of-attack and sideslip databases, configuration deltas (control surfaces, landing gear, leading-edge devices), in-ground effect, and integrated angularity correction.

PILLAR01 — Wind tunnel end-to-end
SECTORHigh-speed flight vehicle development
SCOPEDoE · CAD · model · instrumentation · test · post-processing
PERIOD2024 — Present
VERTICAL STAB REMOVED 002 / TAILLESS STABILITY F-16 BASELINE CFD + WTT BIO-INSPIRED EMPENNAGE
APPLICATION / 02

Tailless Aircraft Stability — Bio-Inspired Rotating Empennage

Stability and control characterization of a tailless aircraft configuration: the vertical stabilizer was removed from an F-16 baseline and a bio-inspired rotating empennage was evaluated as a yaw-authority surrogate. Combined CFD and wind-tunnel evaluation across the flight envelope, with cadet researchers carrying the analysis.

PILLAR01 + 03 — Wind tunnel · Control
SECTORTailless / stealth-driven combat aircraft
METHODSCFD · subsonic WTT · cadet research
PUBLISHEDAIAA Aviation 2024
UPSTREAM SENSOR SIGNALS LSTM + STPOD η(t + τ) · MULTI-HORIZON WEC TARGET UPSTREAM SENSORS 003 / WAVE ESTIMATION · v1.1 ML / AI INTEGRATION
APPLICATION / 03

Real-Time Wave Estimation Tool — LSTM + Space-Time POD

A production PyTorch + Streamlit estimation tool predicting wave elevation seconds ahead of a wave-energy converter from upstream sensor measurements. Supports Airy, Stokes, JONSWAP, and Bretschneider spectra, directional fields, multi-horizon prediction, and export to LabVIEW real-time targets. Demonstrates the firm's ML/AI integration pillar applied directly inside a production engineering control loop.

PILLAR02 — ML / AI integration
SECTOROcean renewables — wave energy
STACKPyTorch · Streamlit · STPOD · LSTM / GRU · LabVIEW export
CLIENTAtargis Energy
Wind TunnelPHYSICAL SensingPIV · DIC · LOAD CELL ControllerCPFD CORE ActuationFORCE · MOTION CLOSED-LOOP · REAL-TIME > 1 kHz
APPLICATION / 04

Closed-Loop Cyber-Physical Wind-Tunnel Testing

A wind-tunnel methodology that closes the loop between aerodynamic loads and structural response in real time — replicating in-flight dynamics on a stationary model and collapsing a traditional flight-test feedback loop into a controlled laboratory environment. Direct demonstration of pillars 01 (end-to-end tunnel) and 03 (hardware-in-the-loop control).

PILLAR01 + 03 — Tunnel · Control
SECTORAero-elasticity
METHODHardware-in-the-loop force emulation
PUBLISHEDJournal of Fluids & Structures
DATA-DRIVEN CLOSED-LOOP FLOW CONTROL
APPLICATION / 05

Data-Driven Closed-Loop Flow Control

Foundational work in reduced-order, data-driven modeling for closed-loop control of unsteady flows. Identification of a low-dimensional model of the transient cylinder wake using double-POD — capturing nonlinear transient behavior in a minimum number of modes and enabling model-reference adaptive control of the shedding instability.

PILLAR02 + 03 — ML · Control
METHODDouble-POD · MRAC · CFD
DOMAINReduced-order modeling · model-reference adaptive control
PUBLISHEDJournal of Fluid Mechanics, V610
TURRET WAKE · WAVEFRONT DISTORTION
APPLICATION / 06

Aero-Optical Wake Characterization for Directed Energy

Coupled experimental–computational characterization of optical aberration through the turbulent wake of an airborne turret. POD-based decomposition of the dominant temporal jitter modes — informing closed-loop adaptive-optics designs for in-flight beam control.

PILLAR01 + 02 — Tunnel · ML reduction
PARTNERSNotre Dame · USAFA
METHODSPIV · CFD · POD jitter analysis
PUBLISHEDAIAA Journal · IJFC
CYCLOIDAL WAVE-POWER ROTOR
APPLICATION / 07

Cycloidal Wave-Power Hydrodynamics

Hydrodynamic adaptation of a cycloidal rotor for direct mechanical wave-energy capture — companion to the real-time wave-estimation work. Test article design, controller synthesis, and efficiency benchmarking across a sea-state envelope.

PILLAR01 + 03 — Tunnel · Control
CLIENTAtargis Energy
METHODHydrodynamic CFD · controller synthesis
SCOPERotor design · efficiency model · publication
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