Experiments

Methods, records, and validation steps.

Each category documents how samples are prepared, tested, measured, and evaluated.

3D Printing & Sample Preparation

Standardized fabrication, sample identification, geometry control, and print-quality records.

Chitosan solution preparation, coating methods, drying conditions, mass change, and film-quality observations.

Standardized loading conditions, maximum load, deformation, load efficiency, and failure-mode documentation.

Time-series release measurements used to characterize burst release, release duration, and curve stability.

Controlled comparisons of release behavior under different approved simulated environmental conditions.

Standardized soil-column experiments comparing cumulative simulated leaching and release behavior.

Experimental datasets, prediction error, train/test evaluation, experiment recommendation, and model-update records.