MULTI-FIDELITY OPTIMIZATIONself-initiatedPython · OpenFOAM · CalculiX
Propeller design & optimization pipeline
End-to-end pipeline coupling blade-element momentum theory for rapid design-space
exploration, RANS CFD for aerodynamic verification, FEA for structural constraints,
and NSGA-II for multi-objective search over efficiency vs. structural margin.
- Automated geometry generation → meshing → solve → post-processing loop
- Multi-objective Pareto fronts; constraint handling for tip stress and deflection
- Surrogate models to cut high-fidelity evaluations in the optimization loop
BEMTRANSNSGA-IIsurrogate modeling
MECHATRONICS4CC10 group project · TU/eSimulink · System Composer
Autonomous shuffleboard robot
Full V-model design cycle in a team of students: system architecture, sensor selection
and characterization, FMEA, and iterative verification planning for a robot that
perceives the board and executes controlled puck shots.
- Trade study and noise analysis of ToF (VL53L1X) vs. photoelectric (Baumer OM30) ranging
- Model-based design in Simulink; architecture in System Composer
- FMEA-driven verification plan and design reviews
model-based designFMEAsensor characterization
STRUCTURAL OPTIMIZATIONcoursework + independenttopology optimization
Topology & generative design studies
Density-based topology optimization applied to bracket-class problems: compliance
minimization under volume constraints, and translating raw optimizer output into
manufacturable geometry.
SIMPFEADfAM
DEFENCE & DUAL-USEongoing groundwork
Building toward the European defence ecosystem
Alongside coursework: mapping the clearance-free European dual-use landscape
(NATO DIANA, EUDIS, Estonia's defence-innovation programs), studying counter-UAS
geometry problems, and porting my optimization pipeline toward small turbomachinery —
a supply-constrained niche in unmanned systems propulsion.
counter-UASsurrogate SaaSEU dual-use