Three intelligent programs in one workbench — predict cogging energy, map processing windows, and generate optimal 3D preforms in minutes instead of weeks. No data required to get started.
Why this exists
Manual calculation of pass schedules, hand-built processing maps, and trial-and-error preform design consume thousands of engineer-hours every year. This platform compresses the loop into seconds.
Pre-trained neural networks predict process outputs (ENE, preform geometry) from your design parameters. No fitting required.
Don't have your own dataset? Every program runs with built-in reference data — enter parameters, get results.
Backed by validated models from the Net Shape Manufacturing Lab — published methods, real-world validated.
Three programs · one workbench
Each program is a self-contained workflow. Try one with sample data, or upload your own.
Instead of running each program separately, the Auto Pipeline chains training-data correction, pass-schedule optimisation, and 3D-preform generation in one run — surfacing a single result page you can iterate on like a feedback loop.
See it in action
From the closed-loop Auto Pipeline to the Attention-U-Net 3D preform — here is what you get the moment you sign in.
Click any image to enlarge.
Live walkthrough
A full Auto Pipeline run — from raw cogging Excel to a watertight 3D preform STL — captured end-to-end.
What's inside
Run any program with bundled reference data.
Every run saved. Compare any two side-by-side.
Save parameter sets and reapply with one click.
One-page report for Pass Schedule results.
Chat directly with the team — real-time replies.
Quick answers about every feature, in-app.
English · O'zbekcha · 한국어 interface.
Heavy U-Net loaded once, reused across requests.
Who built this
The Net Shape Manufacturing Laboratory researches data-driven forging and forming processes. This workbench is the operational front-end for years of published research on cogging optimization, processing-map analysis, and preform prediction.
Research lead
Sogang University · Republic of Korea
Engineering & deployment
Full-stack web + ML infrastructure
Sample data is bundled with every program — there's nothing to download before your first run.