ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2023
Cellular Automata Inspired Multistable Origami Metamaterials for Mechanical Learning.
Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
10 citing papers in PubMed, 38 citations in OpenAlex.
- Geometry-Encoded Programmable Mechanics in Single-Material Dual-Phase Metamaterials.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Light-programmable mechanical computing via polyaniline composite film.Nature communications · 2026Article
- Embodying physical computing into soft robots.Nature communications · 2026Review
- Curved Bistable Origami-Inspired Flexible Transcatheter Mitral Valve Clamping.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- 3D-MOF-Lattice Inspired Programmable Metamaterials Based on Reconfigurable Polyhedral Origami.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Advances, challenges and prospects of origami and kirigami optoelectronics.Nature communications · 2026Review
- Re-Purposing a Modular Origami Manipulator Into an Adaptive Physical Computer for Machine Learning and Robotic Perception.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Programmable Metamaterials with Perforated Shell Group Supporting Versatile Information Processing.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Bistable Soft Shells for Programmable Mechanical Logic.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Cellular Automata Inspired Multistable Origami Metamaterials for Mechanical Learning.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 2 institutions in 2 countries.
Funding
Abstract
Recent advances in multistable metamaterials reveal a link between structural configuration transition and Boolean logic, heralding a new generation of computationally capable intelligent materials. To enable higher-level computation, existing computational frameworks require the integration of large-scale networked logic gates, which places demanding requirements on the fabrication of materials counterparts and the propagation of signals. Inspired by cellular automata, a novel computational framework based on multistable origami metamaterials by incorporating reservoir computing is proposed, which can accomplish high-level computation tasks without the need to construct a logic gate network. This approach thus eliminates the demanding requirements for the fabrication of materials and signal propagation when constructing large-scale networks for high-level computation in conventional mechanical logic. Using the multistable stacked Miura-origami metamaterial as a validation platform, digit recognition is experimentally implemented by a single actuator. Moreover, complex tasks, such as handwriting recognition and 5-bit memory tasks, are also shown to be feasible with the new computation framework. The research represents a significant advancement in developing a new generation of intelligent materials with advanced computational capabilities. With continued research and development, these materials can have a transformative impact on a wide range of fields, from computational science to material mechano-intelligence technology and beyond.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.