Getting Started with Model Intelligence
Model Intelligence HyperTools are powerful meta-modeling capabilities within Sim4Life that enable rapid exploration and understanding of complex simulation models. This section provides an overview of the key concepts and workflow.
Overview
Model Intelligence transforms computationally intensive simulations into fast, accurate mathematical models called surrogates or meta-models. This enables:
- Rapid Parameter Exploration: Test thousands of parameter combinations in seconds
- Sensitivity Analysis: Identify which parameters most influence your results
- Uncertainty Quantification: Understand confidence bounds and risk assessments
- Design Optimization: Find optimal configurations efficiently
Key Concepts
Functions
Functions represent immutable snapshots of your simulation workflows. They define: - Inputs: Parameters you want to vary (design parameters, material properties, etc.) - Outputs: Quantities of interest (QoIs) you want to analyze - Evaluations: Simulation results for different input combinations
HyperTools
The Model Intelligence suite includes several specialized tools: - Setup: Configure functions and define parameter ranges - Response Surface Modeling: Build surrogate models - Uncertainty Quantification: Propagate input uncertainties
Workflows
A typical Model Intelligence workflow involves: 1. Function Creation: Define inputs, outputs 2. Setup Configuration: Select functions and define analysis parameters 3. Data Generation: Efficiently sample high-dimensional parameter spaces 4. Analysis: Use HyperTools to gain insights from your data
Getting Started
Prerequisites
- Access to Sim4Life Web
- Basic understanding of your simulation models and parameters
Access Modeling Intelligence HyperTools
- Sign in to your preferred Sim4Life platform
- Navigate to the Dashboard
- Click the "+ New" button
- Select HyperTools from the available options
- Choose your analysis type:
- Response Surface Modeling for parameter exploration
- Uncertainty Quantification for statistical analysis
Next Steps
No additional software installation is required - everything runs directly in your web browser through the Sim4Life Web interface.
For information on obtaining an account and accessing these platforms, visit sim4life.swiss.