Experimental dataset for simulation-free inverse design of 4D-printed shape-morphing materials

Name: Experimental dataset for simulation-free inverse design of 4D-printed shape-morphing materials
Creator: Sirawit Pruksawan
Published: 2026-09-08T08:25:46.678Z
Keywords: Image Database

Pruksawan, Sirawit

doi:10.17632/5jws9g65yf.1

Experimental dataset for simulation-free inverse design of 4D-printed shape-morphing materials

Published: 8 September 2026| Version 1 | DOI: 10.17632/5jws9g65yf.1

Contributor:

Sirawit Pruksawan

Description

This dataset contains 150 paired samples of 2D precursor patterns and their corresponding experimentally measured, hydration-actuated shape images for a 4D-printed bilayer hydrogel system. Used to train and evaluate the forward and inverse Pix2Pix conditional generative adversarial networks.

Experimental dataset for simulation-free inverse design of 4D-printed shape-morphing materials

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