Monte Carlo dopant profile simulation
Ion transport physics models predict dopant concentration profiles and channeling effects.
Benchmark architecture
ION IMPLANTATION
Ion implant equipment
Ion Implantation
The critical area for dopant concentration, depth and electrical performance.
EQUIPMENT SCOPE
Equipment scope
- ULVAC ion implantation equipment
- NISSIN ion implantation equipment
Focused on leading Japanese brands, covering ion implanters across different energy ranges.
SERVICES
Services provided
- Equipment procurement, evaluation and tool selection
- Tool condition inspection and acceptance support
- De-installation, packing and cross-border shipping
- Move-in installation, beam calibration and tuning
- Ion source and vacuum system maintenance
- Doping process condition setup
- Operator and maintenance staff training
AI INTEGRATION
AI integration
The third-party frontier architectures BETTER benchmarks and deploys.
BPINN-EM-Post (2025) Bayesian PINN approach
Combines physics residuals with observations to quantify uncertainty intervals in process predictions.
Benchmark architecture
GPR spatial modeling (KGD / outlier detection)
Gaussian processes model wafer-level parameter distributions and detect spatial outliers.
Benchmark architecture
USE CASES
Where it fits
- Advanced device processes needing precise doping control
- Power device and compound semiconductor lines
- Implanter relocation and beam recalibration
- Research institutes building doping capability
GET IN TOUCH
Let's talk about your line
One point of contact from equipment selection through installation and AI integration.