Scientific Computing, AI Hardware Development, and Thin-Film Engineering

Phase III Physics provides scientific computing and advanced materials R&D infrastructure supporting government, academic, and commercial technology development.

Available now: Scientific computing & AI engagements. Thin-film deposition: commissioning / pilot collaborations welcomed.

Capabilities

We deliver physics-informed models, neuromorphic and machine-learning analyses, thin-film coatings, and prototype systems supported by dedicated computational and experimental infrastructure.

Scientific Computing

  • Physics-informed ML (PINNs) and surrogate modeling
  • GPU-accelerated training and evaluation workflows
  • Scientific data analysis, optimization, and uncertainty quantification

Thin-Film Deposition

  • DC and pulsed-DC magnetron sputtering (commissioning)
  • Multilayer thin films for functional coatings
  • Application-driven process development and pilot studies

Instrumentation R&D

  • Detector concepts, prototyping, and test workflows
  • Signal processing and ML-based classification
  • Rapid R&D support for funded programs

Infrastructure

Compute

  • Dedicated on-premises AI/ML training environment
  • High-throughput storage for scientific datasets
  • Reproducible workflows suitable for research deliverables

Experimental

  • High-vacuum thin-film development platforms
  • Process gas control and monitoring
  • R&D-scale fixturing for multilayer growth

Supported by:

Partnering Research Institutions: