Research figures

Computed examples, method diagrams and editable sources for research figures.

The computed figures below use public synthetic data and released software. Each links to its assumptions, numerical checks and full multi-panel version. The method diagrams and constructed illustrations follow in separate sections.

Computed examples

A periodic field simulated with OP System and OP Engine, checked against its discrete Fourier-mode solution.

Spatial diffusion

A periodic field simulated with OP System and OP Engine, checked against its discrete Fourier-mode solution.

SVG · PDF
Independent exact simulations with an analytic mean and final-distribution reference.

Stochastic transfers

Independent exact simulations with an analytic mean and final-distribution reference.

SVG · PDF
Ten measurement designs compared on estimation error and assumed cost.

Replicated design comparison

Ten measurement designs compared on estimation error and assumed cost.

SVG · PDF
A synthetic matrix reconstructed with VBPCApy and assessed on held-out entries.

Incomplete-data reconstruction

A synthetic matrix reconstructed with VBPCApy and assessed on held-out entries.

SVG · PDF

Python source and pinned dependencies · Numerical data · CSV comparison table · Assumptions and checks

Method and software diagrams

TikZ sources accompany the SVG and PDF exports. Connections show relationships between components; they do not prescribe one execution order. Capability and qualification details remain in the corresponding package documentation.

Model compilation and numerical interfaces.

OP System

Model compilation and numerical interfaces.

SVG · PDF · TikZ source
Deterministic, stochastic and replay method families.

OP Engine

Deterministic, stochastic and replay method families.

SVG · PDF · TikZ source
Research capabilities for inference, calibration and design.

op_infer

Research capabilities for inference, calibration and design.

SVG · PDF · TikZ source
Replicated design comparisons and optional analyses.

trade-study

Replicated design comparisons and optional analyses.

SVG · PDF · TikZ source
Observed-data model and approximate uncertainty.

VBPCApy

Observed-data model and approximate uncertainty.

SVG · PDF · TikZ source
Signal-rank research for incomplete data.

pp-eigentest

Signal-rank research for incomplete data.

SVG · PDF · TikZ source
Provider interfaces and campaign relationships.

FlepiMoP2

Provider interfaces and campaign relationships.

SVG · PDF · TikZ source
Relationships among methods and scientific applications.

Simulation, inference and decisions

Relationships among methods and scientific applications.

SVG · PDF · TikZ source
Scientific processes, measurement assumptions and recorded data.

Models and measurements

Scientific processes, measurement assumptions and recorded data.

SVG · PDF · TikZ source
Methodological questions and application areas.

Current research directions

Methodological questions and application areas.

SVG · PDF · TikZ source

Constructed illustrations

These figures use explicitly constructed examples rather than application results. They do not report empirical costs, information estimates or a predictive-score comparison.

Constructed cost and utility values illustrate dominance and a stated budget.

Observation-design tradeoffs

Constructed cost and utility values illustrate dominance and a stated budget.

SVG · PDF
Two constructed prevalence curves compared with a stated upper bound over the plotted horizon.

Constraint checks for predictions

Two constructed prevalence curves compared with a stated upper bound over the plotted horizon.

SVG · PDF

Python source for constructed illustrations · Build and scope notes · Compact preview sources