- 🤖 Agentic AI & CAE Automation:
- Designed end-to-end autonomous simulation pipelines connecting Claude to Ansys Mechanical Enterprise 2026 R1 via the Model Context Protocol (MCP) and PyMechanical.
- Automated full FEA workflows from CAD ingestion, contact pair generation, and solid meshing to eigenvalue modal solving and contour plot rendering.
- 🏢 Scientific ML & Surrogate Modeling @ Mercedes-Benz:
- Benchmarked deep learning and ML surrogate architectures (HistGradientBoosting, MLP, Ridge Regression, CNN, DIMGP) predicting structural Frequency Response Functions (FRFs) of EV & ICE powertrain components from DOE-based NASTRAN simulations.
- Achieved the highest curve-prediction accuracy on a custom skill score metric with HistGradientBoosting, cutting solve times from ~6 hours to seconds.
- ⚡ Electric Motor NVH & Structural Dynamics (Master's Thesis) @ Valeo eAutomotive:
- Developed optimized FE models in ANSYS Mechanical for modal and harmonic response analysis.
- Extracted natural frequencies of the stator to identify structural resonance against electromagnetic excitation forces (derived from ANSYS Maxwell & experimental test bench).
- Correlated simulation results with physical housing accelerometer measurements; used FFT / frequency-domain analysis to isolate dominant vibration & airborne noise modes.
- 🔊 Vibroacoustics & CAE Automation @ Valeo:
- Automated vibroacoustic simulation setups in Simcenter 3D using Python & NX Open API.
- Modeled sound sources, acoustic environments, and microphone arrays for airborne noise and ultrasonic sensing; developed custom Python tools for Sound Pressure Level (SPL) and acoustic energy field visualization.
- 🏎️ Composite Manufacturing @ FAU High Voltage Motorsports (Formula Student):
- Hands-on composite manufacturing, monocoque chassis fabrication, and CFK layup.
- 📍 Status & Languages: Open to CAE / NVH / Structural Simulation / Scientific ML (Berechnung) roles in DACH & worldwide | 🇬🇧 English: C2 | 🇩🇪 German: B2 | 🚗 Driving License: Class B.
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| Domain / Project | Focus & Achievements | Tools & Methods |
|---|---|---|
| Agentic FEA: 3D Aerospace Bracket Modal Analysis | Orchestrated autonomous modal vibration analysis via Claude MCP & PyMechanical on Ansys 2026 R1; extracted 6 fundamental modes & automated contour export. | Ansys Mechanical 2026 R1, PyMechanical, Claude MCP, Python, Block Lanczos |
| Scientific ML Structural FRF Surrogate | Accelerated powertrain structural dynamics FRF predictions from 6 hours to seconds using tree-based and neural surrogates. | Python, scikit-learn, NASTRAN, HistGradientBoosting, DIMGP, SLURM |
| E-Motor Vibroacoustics & Modal NVH | Modal and harmonic response analysis of EV drive stator/housing; electromagnetic-mechanical force mapping & accelerometer correlation. | ANSYS Mechanical, ANSYS Maxwell, FFT, Modal/Harmonic Analysis |
| Simcenter 3D Acoustic Pipeline | Scripted model generation, acoustic field and sound power evaluations, and automated airborne noise test-bench simulation. | Simcenter 3D, Python, NX Open API, Acoustic Boundary Conditions |
| Interactive 3D Portfolio | Modern, interactive 3D developer portfolio showcasing engineering projects, simulations, and web applications. | React, TypeScript, Three.js, GSAP |
| Formula Student CFK Monocoque | Design and hand composite lamination of structural carbon fiber reinforced polymer (CFRP) monocoque chassis. | Composite Layup, CFK Manufacturing, SolidWorks |
Designed with precision for Computational & Structural Engineering