Design of computer experiments applied to modeling of compliant mechanisms for real-time control
dc.citation.journalTitle | ENGINEERING WITH COMPUTERS | eng |
dc.contributor.author | Acosta, Diego A. | |
dc.contributor.author | Restrepo, David | |
dc.contributor.author | Durango, Sebastian | |
dc.contributor.author | Ruiz, Oscar E. | |
dc.contributor.department | Universidad EAFIT. Departamento de Ingeniería de Procesos | spa |
dc.contributor.researchgroup | Desarrollo y Diseño de Procesos | spa |
dc.date.accessioned | 2021-04-12T19:06:19Z | |
dc.date.available | 2021-04-12T19:06:19Z | |
dc.date.issued | 2013-07-01 | |
dc.description.abstract | This article discusses the use of design of computer experiments (DOCE) (i.e., experiments run with a computer model to find how a set of inputs affects a set of outputs) to obtain a force-displacement meta-model (i.e., a mathematical equation that summarizes and aids in analyzing the input-output data of a DOCE) of compliant mechanisms (CMs). The procedure discussed produces a force-displacement meta-model, or closed analytic vector function, that aims to control CMs in real-time. In our work, the factorial and space-filling DOCE meta-model of CMs is supported by finite element analysis (FEA). The protocol discussed is used to model the HexFlex mechanism functioning under quasi-static conditions. The HexFlex is a parallel CM for nano-manipulation that allows six degrees of freedom (x, y, z, ? x, ? y, ? z ) of its moving platform. In the multi-linear model fit of the HexFlex, the products or interactions proved to be negligible, yielding a linear model (i.e., linear in the inputs) for the operating range. The accuracy of the meta-model was calculated by conducting a set of computer experiments with random uniform distribution of the input forces. Three error criteria were recorded comparing the meta-model prediction with respect to the results of the FEA experiments by determining: (1) maximum of the absolute value of the error, (2) relative error, and (3) root mean square error. The maximum errors of our model are lower than high-precision manufacturing tolerances and are also lower than those reported by other researchers who have tried to fit meta-models to the HexFlex mechanism. © 2012 Springer-Verlag London Limited. | eng |
dc.identifier | https://eafit.fundanetsuite.com/Publicaciones/ProdCientif/PublicacionFrw.aspx?id=1304 | |
dc.identifier.doi | 10.1007/s00366-012-0268-8 | |
dc.identifier.issn | 01770667 | |
dc.identifier.issn | 14355663 | |
dc.identifier.other | WOS;000320456400007 | |
dc.identifier.other | SCOPUS;2-s2.0-84879322908 | |
dc.identifier.uri | http://hdl.handle.net/10784/28237 | |
dc.language.iso | eng | |
dc.publisher | SPRINGER | |
dc.relation | DOI;10.1007/s00366-012-0268-8 | |
dc.relation | WOS;000320456400007 | |
dc.relation | SCOPUS;2-s2.0-84879322908 | |
dc.relation.uri | https://www.scopus.com/inward/record.uri?eid=2-s2.0-84879322908&doi=10.1007%2fs00366-012-0268-8&partnerID=40&md5=328f659cbdb607c12be1e78f5fadb987 | |
dc.rights | https://v2.sherpa.ac.uk/id/publication/issn/0177-0667 | |
dc.source | ENGINEERING WITH COMPUTERS | |
dc.subject | Design of computer experiments | eng |
dc.subject | High-precision manufacturing | eng |
dc.subject | Metamodeling | eng |
dc.subject | Plackett-Burman designs | eng |
dc.subject | Quasi-static conditions | eng |
dc.subject | Root mean square errors | eng |
dc.subject | Six degrees of freedom | eng |
dc.subject | Uniform design | eng |
dc.subject | Compliant mechanisms | eng |
dc.subject | Design of experiments | eng |
dc.subject | Experiments | eng |
dc.subject | Finite element method | eng |
dc.subject | Knowledge management | eng |
dc.subject | Mean square error | eng |
dc.subject | Mechanical engineering | eng |
dc.subject | Mechanisms | eng |
dc.subject | Real time control | eng |
dc.subject | Mathematical models | eng |
dc.title | Design of computer experiments applied to modeling of compliant mechanisms for real-time control | eng |
dc.type | info:eu-repo/semantics/article | |
dc.type | info:eu-repo/semantics/publishedVersion | |
dc.type | info:eu-repo/semantics/article | eng |
dc.type | article | eng |
dc.type | info:eu-repo/semantics/publishedVersion | eng |
dc.type | publishedVersion | eng |
dc.type.local | Artículo | spa |
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