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Advanced filters: Author: Frédéric Demoly Clear advanced filters

Machine learning-enabled forward prediction and inverse design of 4D-printed active plates

Researchers have developed a machine learning-empowered voxel-level inverse design approach for complicated shape changes of 4D-printed plates, which paves the way for intelligent design and fabrication for 4D printing and shape-morphing structures

Xiaohao Sun
Liang Yue
H. Jerry Qi
ResearchOpen Access29 Jun 2024
Nature Communications

Volume: 15, P: 1-15
Computational design for 4D printing of topology optimized multi-material active composites

Darshan Athinarayanarao
Romaric Prod’hon
Frédéric Demoly
ResearchOpen Access03 Jan 2023
npj Computational Materials

Volume: 9, P: 1-9

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Machine learning-enabled forward prediction and inverse design of 4D-printed active plates

Computational design for 4D printing of topology optimized multi-material active composites

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