Geometry-Mechanics Compatibility Enables Interpretable Inverse Design of Non-Rigid Origami.

IF 10.7 1区 综合性期刊 Q1 Multidisciplinary
Research Pub Date : 2026-09-28 eCollection Date: 2026-01-01 DOI:10.34133/research.1443
Yucong Sun, Keyao Song, Yiqiu Wang, Wenshi Xue, Yang Li, Xiang Zhou
{"title":"Geometry-Mechanics Compatibility Enables Interpretable Inverse Design of Non-Rigid Origami.","authors":"Yucong Sun, Keyao Song, Yiqiu Wang, Wenshi Xue, Yang Li, Xiang Zhou","doi":"10.34133/research.1443","DOIUrl":null,"url":null,"abstract":"<p><p>Non-rigid origami offers a geometric route to programmable mechanical and kinematic functions in metamaterials, deployable structures, and robotic mechanisms. Yet, its inverse design remains constrained by a fundamental modeling dilemma: High-fidelity nonlinear simulations become prohibitively expensive when repeatedly applied across large design spaces, whereas reduced models are efficient but often rely on pattern-specific assumptions whose validity is difficult to assess across crease patterns. Here, we introduce a compatibility-guided inverse-design framework that uses a geometry-mechanics test to determine when a parameterized design family can be reliably represented by a single-degree-of-freedom (1-DOF) kinematic model. Once qualified, the reduced model enables rapid and interpretable exploration of the admissible design space, while incompatible cases remain evaluated using high-fidelity analysis. We demonstrate the framework by designing origami metamaterials with programmable multistability and multi-plateau mechanical responses, enabled by the identification and removal of key geometric constraints. Its broader applicability is further illustrated through target-shape morphing and task-specific robotic motion programming. By turning model reduction from an assumed approximation into an explicit design decision, this framework provides a geometry-driven route from target functions to manufacturable non-rigid origami while reducing reliance on simulation-intensive search.</p>","PeriodicalId":21120,"journal":{"name":"Research","volume":"9 ","pages":"1443"},"PeriodicalIF":10.7000,"publicationDate":"2026-09-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13617216/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Research","FirstCategoryId":"103","ListUrlMain":"https://doi.org/10.34133/research.1443","RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/1 0:00:00","PubModel":"eCollection","JCR":"Q1","JCRName":"Multidisciplinary","Score":null,"Total":0}
引用次数: 0

Abstract

Non-rigid origami offers a geometric route to programmable mechanical and kinematic functions in metamaterials, deployable structures, and robotic mechanisms. Yet, its inverse design remains constrained by a fundamental modeling dilemma: High-fidelity nonlinear simulations become prohibitively expensive when repeatedly applied across large design spaces, whereas reduced models are efficient but often rely on pattern-specific assumptions whose validity is difficult to assess across crease patterns. Here, we introduce a compatibility-guided inverse-design framework that uses a geometry-mechanics test to determine when a parameterized design family can be reliably represented by a single-degree-of-freedom (1-DOF) kinematic model. Once qualified, the reduced model enables rapid and interpretable exploration of the admissible design space, while incompatible cases remain evaluated using high-fidelity analysis. We demonstrate the framework by designing origami metamaterials with programmable multistability and multi-plateau mechanical responses, enabled by the identification and removal of key geometric constraints. Its broader applicability is further illustrated through target-shape morphing and task-specific robotic motion programming. By turning model reduction from an assumed approximation into an explicit design decision, this framework provides a geometry-driven route from target functions to manufacturable non-rigid origami while reducing reliance on simulation-intensive search.

几何-力学兼容实现非刚性折纸的可解释逆设计。
非刚性折纸为超材料、可展开结构和机器人机构的可编程机械和运动学功能提供了几何路径。然而,它的逆向设计仍然受到一个基本的建模困境的约束:高保真非线性模拟在跨大设计空间重复应用时变得非常昂贵,而简化模型是有效的,但往往依赖于图案特定的假设,其有效性难以跨折痕图案进行评估。在这里,我们引入了一个兼容性引导的反设计框架,该框架使用几何力学测试来确定参数化设计族何时可以由单自由度(1-DOF)运动学模型可靠地表示。一旦合格,简化的模型可以对可接受的设计空间进行快速和可解释的探索,而不兼容的情况仍然使用高保真度分析进行评估。我们通过设计具有可编程多稳定性和多平台机械响应的折纸超材料来证明该框架,这是通过识别和消除关键几何约束实现的。通过目标形状变形和特定任务的机器人运动编程进一步说明了其更广泛的适用性。通过将模型简化从假设的近似转化为明确的设计决策,该框架提供了从目标函数到可制造的非刚性折纸的几何驱动路线,同时减少了对模拟密集型搜索的依赖。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Research
Research Multidisciplinary-Multidisciplinary
CiteScore
13.40
自引率
3.60%
发文量
0
审稿时长
14 weeks
期刊介绍: Research serves as a global platform for academic exchange, collaboration, and technological advancements. This journal welcomes high-quality research contributions from any domain, with open arms to authors from around the globe. Comprising fundamental research in the life and physical sciences, Research also highlights significant findings and issues in engineering and applied science. The journal proudly features original research articles, reviews, perspectives, and editorials, fostering a diverse and dynamic scholarly environment.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书