Sheetmetal Forming Analysis
AI-FORM: AI-Based Interactive Multi-Objective Optimization for Sheet Metal Forming
AI-FORM, developed by C3P Engineering Software International Co., Ltd., is the first AI-based interactive multi-objective optimization software specifically designed for sheet metal forming. With over 20 years of industry expertise, it provides an end-to-end solution for the stamping industry, covering:
- 3D part DFM (Design for Manufacturing) analysis
- Quotation & blank sheet engineering
- Step-by-step die face design guidance
- Knowledge-Based Engineering (KBE)
- Advanced FEM simulations
- AI-driven automatic optimization
As industrial demands grow, stamping processes and products become increasingly complex. While CAD/CAE technologies and parallel computing have reduced simulation time, optimizing designs for the best solution remains a key challenge. AI-FORM addresses this with geometry-driven optimization, enabling rapid evaluation of multiple design alternatives to shorten product cycles and enhance quality.
Case Study 1: Oil Panel Stamping Optimization
Initial Challenge
Complex shape with uneven drawing depth caused serious wrinkles and cracks during stamping.

[Initial simulation showing defects]
Project Background
The oil panel's saddle feature required optimization of:
- Blank sheet size
- Holding force
- Drawbead shape/dimensions
Traditional trial-and-error CAE methods proved too slow and inefficient.
Optimization Strategy

[Schematic of input parameters]
Key variables selected:
- Blank sheet dimension (offset)
- Drawbead location/length (DB1, DB2)
- Drawbead restrain force
Optimization Criteria
- Maximum thickness in saddle region (wrinkle detection)
- Metal flow via blank sheet sensor
- FLD cumulative value at part top (rupture prediction)
Two-Phase Approach
Phase I: Design of Experiments (DOE)
Identified feasible process window
Phase II: Particle Swarm Optimization (PSO)
Precisely located optimal parameters

[Parallel coordinates plot of PSO results]
Optimal Solution Found
- Blank sheet offset: 21-63mm
- Drawbead length: 50-89mm
- Resistance force coefficient: 0.29-0.4

[Final simulation showing defect-free result]
Key Benefits Demonstrated
- CAD-driven automatic optimization
- Flexible parameter optimization (geometry, material, process)
- Automatic meshing/FEM setup
- Multiple optimization methods (DOE, GA, PSO)
- Advanced analysis tools (Pareto front, parallel coordinates)
- Parallel simulation capability
Case Study 2: CAD-Driven Optimization for Cracking
Initial Challenge
Complex geometric features caused forming difficulties, leading to cracking issues in both simulation and physical try-out.

[Initial simulation/try-out showing cracks]
Project Background
Key challenges addressed:
- High forming difficulty in regions far from material entrance
- Need to balance wrinkles and rupture through material storage
- Limitations of traditional manual modification approaches
Optimization Approach
1 Blank Shape Improvement
Optimized initial blank configuration
2 Design of Experiments (DOE)

[ParaCAD model of die face]
Parametric design of critical dimensions:
- Key heights H1 and H2
- Friction factor optimization
- Drawbead force adjustment
3 Optimal Working Window
Identified parameter ranges for quality production:
- Friction factor: 0.04 to 0.05
- H2: -55.0 to 30.0
- H1: -42 to -10
- Drawbead force: 0.01 to 0.05

[Variable influence proportion diagram]
Final Results

[Mass production results and thickness distribution]
Achieved crack-free production within optimized parameter windows
Key Success Factors
- CAD-driven parametric optimization
- Systematic DOE approach
- Precise identification of major/minor influencing factors
- Quantified safe operating windows
Why Choose NESTech as your CAD CAE Partner?
RICH EXPERIENCE
We bring 25+ years of rich experience to every project,
ensuring exceptional results and unparalleled reliability.
ON-TIME DELIVERY
With meticulous planning, streamlined processes, and a
dedicated team, we ensure that every project is completed promptly
and efficiently
EXCELLENT COLLABORATION
We foster a culture of teamwork, communication, and mutual
respect, ensuring that every project benefits from the diverse perspectives
and expertise of our team members.
COST EFFECTIVENESS
With a multitude of projects Completed and catering to
various industries, we have demonstrated excellent business results
at lower cost with our domain expertise.