01 — SimulatorLightGBM inference · Notebook 15

Shape the geometry.
Hear the response.

Explore how five physical dimensions change the predicted ultrasonic pressure curve—instantly, before committing to a design.

5 geometry inputs3 resonance peaks360 frequency points33.5–38.1 kHz range

Explore a design.

Move a dimension or enter an exact value. The response is reconstructed from the model's predicted baseline and Gaussian resonance parameters.

Geometry

✦

Stay inside the learned design space.
Controls are limited to the geometry ranges used to train the model.

Predicted pressure responseReady

Maximum pressure—

At frequency—

Frequency (kHz)

Measure it backwards.

Load a held-out test sweep or bring your own frequency and pressure measurements. The tuned 1D CNN estimates the five dimensions that most likely produced the response.

Pressure measurementCSV · Hz + Pa

Held-out test examples

Reference toleranceApplied to each dimension relative to its reference value.

or paste rows

Frequency (Hz), pressure (Pa)

Inferred configurationWaiting for measurement

No sweep loaded yet.

Choose a held-out test example to compare the CNN estimate with its known geometry.