Cellular Automata Inspired Multistable Origami Metamaterials for Mechanical Learning
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.
- Standort
-
Deutsche Nationalbibliothek Frankfurt am Main
- Umfang
-
Online-Ressource
- Sprache
-
Englisch
- Erschienen in
-
Cellular Automata Inspired Multistable Origami Metamaterials for Mechanical Learning ; day:23 ; month:10 ; year:2023 ; extent:11
Advanced science ; (23.10.2023) (gesamt 11)
- Urheber
-
Liu, Zuolin
Fang, Hongbin
Xu, Jian
Wang, Kon‐Well
- DOI
-
10.1002/advs.202305146
- URN
-
urn:nbn:de:101:1-2023102315365944217056
- Rechteinformation
-
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
- Letzte Aktualisierung
-
14.08.2025, 10:45 MESZ
Datenpartner
Deutsche Nationalbibliothek. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Beteiligte
- Liu, Zuolin
- Fang, Hongbin
- Xu, Jian
- Wang, Kon‐Well
Ähnliche Objekte (12)
Cellular Automata Inspired Multistable Origami Metamaterials for Mechanical Learning (Adv. Sci. 34/2023)
Discriminative Transition Sequences of Origami Metamaterials for Mechanologic
Selective reconstitution by GM-CSF of the immune response in human immunosuppressed cells
Inversion for limb infrared atmospheric sounding
Chinese university students' test-taking motivation, metacognitive awareness, and Test performance in EFL listening
Focus on global public health, screening for tuberculosis using colour-coded electronic health signs similar to that employed for screening coronavirus disease 2019 in China
Double jeopardy: FCPA enforcement and MNC risk-mitigation strategies
Bi-anti therapy for SARS-CoV-2 infection among mild/moderate patients to prevent coronavirus disease 2019 from progressing to severe disease
Initial-boundary value problem for the two-component nonlinear Schrödinger equation on the half-line
Emerging Antibodies in Cancer Therapy
Calling a step by step holistic integrative medical diagnosis roadmap for tuberculosis in China
Author, Narrative and the Impact of Internet Literature Upon Print Literature in China
Cellular Automata Inspired Multistable Origami Metamaterials for Mechanical Learning (Adv. Sci. 34/2023)
Discriminative Transition Sequences of Origami Metamaterials for Mechanologic
Selective reconstitution by GM-CSF of the immune response in human immunosuppressed cells
Inversion for limb infrared atmospheric sounding
Chinese university students' test-taking motivation, metacognitive awareness, and Test performance in EFL listening
Focus on global public health, screening for tuberculosis using colour-coded electronic health signs similar to that employed for screening coronavirus disease 2019 in China
Double jeopardy: FCPA enforcement and MNC risk-mitigation strategies
Bi-anti therapy for SARS-CoV-2 infection among mild/moderate patients to prevent coronavirus disease 2019 from progressing to severe disease
Initial-boundary value problem for the two-component nonlinear Schrödinger equation on the half-line
Emerging Antibodies in Cancer Therapy
Calling a step by step holistic integrative medical diagnosis roadmap for tuberculosis in China
Author, Narrative and the Impact of Internet Literature Upon Print Literature in China
Cellular Automata Inspired Multistable Origami Metamaterials for Mechanical Learning (Adv. Sci. 34/2023)
Discriminative Transition Sequences of Origami Metamaterials for Mechanologic
Selective reconstitution by GM-CSF of the immune response in human immunosuppressed cells
Inversion for limb infrared atmospheric sounding
Chinese university students' test-taking motivation, metacognitive awareness, and Test performance in EFL listening
Focus on global public health, screening for tuberculosis using colour-coded electronic health signs similar to that employed for screening coronavirus disease 2019 in China
Double jeopardy: FCPA enforcement and MNC risk-mitigation strategies
Bi-anti therapy for SARS-CoV-2 infection among mild/moderate patients to prevent coronavirus disease 2019 from progressing to severe disease
Initial-boundary value problem for the two-component nonlinear Schrödinger equation on the half-line
Emerging Antibodies in Cancer Therapy
Calling a step by step holistic integrative medical diagnosis roadmap for tuberculosis in China