Selected engineering work

Simulation. Computation. Engineering evidence.

Four focused examples, with a clear distinction between master's research, a computational module, an independent engineering study and collaboration.

01ABAQUS

Master’s Research Project · Ongoing Research

20 m-class radial–axial ring rolling

Coordinate forming load and thermal retention in a 316H stainless-steel ring.

My work: coupled FE, process control, automation and result analysis.

Abaqus/Explicit · Fortran · MATLAB · Python

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02MACHINE LEARNING

Computational engineering · Within the ring-rolling research

  1. 01100 FE cases
  2. 02Feature engineering
  3. 03Surrogate models
  4. 04Multi-objective screening
  5. 05Independent FE verification

From FE data to verified decisions

Screen an expensive process space while keeping full-model FE verification.

My work: extraction, feature engineering, model evaluation and FE reruns.

Maximum radial force
0.96
Maximum axial force
0.95
Endpoint surface temperature
0.98

Python · scikit-learn · Repeated OOF · Pareto

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03ANSYS

Independent learning / engineering project

Semiconductor package thermo-mechanics

Compare heat input and cooling effects on temperature, deformation and solder stress.

5 W baseline · h = 1000 W/(m²·K)

Heat input
5 W
Maximum temperature
38.79 °C
Maximum deformation
3.19 μm
Solder regional average stress
16.99 MPa
  • Modeling and sequential thermal–structural coupling
  • Mesh/contact verification and parameter sensitivity
  • Automated studies and result extraction

Workbench · Mechanical · Journal · IronPython / ExtAPI

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04UNITY

Collaborative visualization project

20 m-class ring-rolling visualization

Make FE-driven process comparisons legible in a shared visualization environment.

My support: FE data, domain input, mapping and basic Unity / C# tasks.

Unity · Abaqus data mapping · C# support

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