Table 2 Summary of software and libraries.
From: Dynamic caustics by ultrasonically modulated liquid surface
Software/library | Description |
|---|---|
OpenCV | Used for camera calibration, image processing, and perspective transformation |
TensorFlow | Used for numerical optimization of acoustic holograms and implementation of the Digital Twin framework |
NumPy | Used for numerical computations and array manipulation |
Pillow (PIL) | Used for image loading and manipulation |
PySerial | Used for serial communication with the FPGA board controlling the PAT |
SciPy | Used for loading transducer array data |
Matplotlib | Used for generating plots |
