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Axiomatic Measurement

AI-driven experimental control with CloudLab integration

Intelligent Experimental Design

Axiomatic Measurement combines AI with experimental hardware control to automate the design, execution, and analysis of physical experiments. Through integration with CloudLab and the AX platform, we enable reproducible, optimized experimental workflows.

This approach accelerates research by intelligently exploring parameter spaces, identifying optimal measurement configurations, and ensuring experimental reproducibility.

Our Approach to Experimental Design

AX Platform Integration

Leverage Adaptive Experimentation (AX) for intelligent parameter optimization. AX uses Bayesian optimization to efficiently explore experimental spaces and find optimal configurations.

  • Multi-objective optimization
  • Constraint handling
  • Parallel experiment execution

Automated Experiment Design

AI suggests optimal experimental designs based on scientific objectives, available resources, and prior knowledge. Generate measurement sequences that maximize information gain.

CloudLab Hardware Orchestration

Direct integration with experimental hardware through CloudLab infrastructure. Control instruments, execute measurements, and collect data automatically.

  • Remote hardware access
  • Automated calibration
  • Real-time data acquisition

Reproducibility & Provenance

Full tracking of experimental conditions, instrument settings, and environmental parameters. Every measurement is logged with complete provenance for reproducibility.

Applications

Materials Characterization

Optimize measurement sequences for optical, electrical, and mechanical property measurements

Device Testing

Automated testing and characterization of photonic, electronic, and MEMS devices

Process Optimization

Find optimal fabrication parameters through intelligent experimental design

Quality Control

Automated measurement and analysis for manufacturing quality assurance

Tools & Technologies

AX Platform

Bayesian optimization for adaptive experimentation

CloudLab

Remote hardware access and orchestration

LabVIEW/Python

Instrument control and data acquisition