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
Applied to each dimension relative to its reference value.
or paste rows
Inferred configurationWaiting for measurement
02
No sweep loaded yet.
Choose a held-out test example to compare the CNN estimate with its known geometry.