Research
Engineering evidence from a full simulation-to-verification workflow.
The flagship project connects forming physics, Abaqus/Explicit, simulation automation, FE data, surrogate modeling, multi-objective screening, and independent FE reruns.
Master’s Research Project · Ongoing Research
Ultra-large Radial–Axial Ring Rolling of 316H Stainless Steel
A 20 m-class forming study connecting coupled FE, a 100-case dataset, surrogate screening, and independent FE reruns.
Open the full case studyWorkflow
Eight stages form one evidence chain.
Engineering Problem
Frame load, thermal retention, stability, and geometry as one trade-off.
FE Model
Translate the forming system into a coupled 3D process model.
Simulation & Control
Inspect histories and fields across a multistage path.
Automation
Connect control generation, FE runs, extraction, and audits.
Dataset
Keep every input, history, target, and derived feature traceable by case.
Surrogate Modeling
Evaluate response-specific models with repeated OOF validation.
Optimization
Screen locally supported schedules and expose trade-offs.
FE Verification
Return selected schedules to the full FE model to close the loop.