Simplification by pruning as a model order reduction approach for RF-MEMS switches
Purpose This paper proposes an algorithm for the extraction of reduced order models of MEMS switches, based on using a physics aware simplification technique. Design/methodology/approach The reduced model is built progressively by increasing the complexity of the physical model. The approach starts...
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| Published in | Compel Vol. 39; no. 2; pp. 511 - 523 |
|---|---|
| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Bradford
Emerald Publishing Limited
20.05.2020
Emerald Group Publishing Limited |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0332-1649 2054-5606 |
| DOI | 10.1108/COMPEL-06-2019-0266 |
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| Abstract | Purpose
This paper proposes an algorithm for the extraction of reduced order models of MEMS switches, based on using a physics aware simplification technique.
Design/methodology/approach
The reduced model is built progressively by increasing the complexity of the physical model. The approach starts with static analyses and continues with dynamic ones. Physical phenomena are introduced sequentially in the reduced model whose order is increased until accuracy, computed by assessing forces that are kept in the reduced model, is acceptable.
Findings
The technique is exemplified for RF-MEMS switches, but it can be extended for any device where physical phenomena can be included one by one, in a hierarchy of models. The extraction technique is based on analogies that are carried out for both the multiphysics and the full-wave electromagnetic phenomena and their couplings. In the final model, the multiphysics electromechanical phenomena is reduced to a system with lumped components with nonlinear elastic and damping forces, coupled with a system with distributed and lumped components which represents the reduced model of the RF electromagnetic phenomena.
Originality/value
Contrary to the order reduction by projection methods, this approach has the advantage that the simplified model can be easily understood, the equations and variables have significance for the user and the algorithm starts with a model of minimal order, which is increased until the approximation error is acceptable. The novelty of the proposed method is that, being tailored to a specific application, it is able to keep physical interpretation inside the reduced model. This is the reason why, the obtained model has an extremely low order, much lower than the one achievable with general state-of-the-art procedures. |
|---|---|
| AbstractList | Purpose
This paper proposes an algorithm for the extraction of reduced order models of MEMS switches, based on using a physics aware simplification technique.
Design/methodology/approach
The reduced model is built progressively by increasing the complexity of the physical model. The approach starts with static analyses and continues with dynamic ones. Physical phenomena are introduced sequentially in the reduced model whose order is increased until accuracy, computed by assessing forces that are kept in the reduced model, is acceptable.
Findings
The technique is exemplified for RF-MEMS switches, but it can be extended for any device where physical phenomena can be included one by one, in a hierarchy of models. The extraction technique is based on analogies that are carried out for both the multiphysics and the full-wave electromagnetic phenomena and their couplings. In the final model, the multiphysics electromechanical phenomena is reduced to a system with lumped components with nonlinear elastic and damping forces, coupled with a system with distributed and lumped components which represents the reduced model of the RF electromagnetic phenomena.
Originality/value
Contrary to the order reduction by projection methods, this approach has the advantage that the simplified model can be easily understood, the equations and variables have significance for the user and the algorithm starts with a model of minimal order, which is increased until the approximation error is acceptable. The novelty of the proposed method is that, being tailored to a specific application, it is able to keep physical interpretation inside the reduced model. This is the reason why, the obtained model has an extremely low order, much lower than the one achievable with general state-of-the-art procedures. PurposeThis paper proposes an algorithm for the extraction of reduced order models of MEMS switches, based on using a physics aware simplification technique.Design/methodology/approachThe reduced model is built progressively by increasing the complexity of the physical model. The approach starts with static analyses and continues with dynamic ones. Physical phenomena are introduced sequentially in the reduced model whose order is increased until accuracy, computed by assessing forces that are kept in the reduced model, is acceptable.FindingsThe technique is exemplified for RF-MEMS switches, but it can be extended for any device where physical phenomena can be included one by one, in a hierarchy of models. The extraction technique is based on analogies that are carried out for both the multiphysics and the full-wave electromagnetic phenomena and their couplings. In the final model, the multiphysics electromechanical phenomena is reduced to a system with lumped components with nonlinear elastic and damping forces, coupled with a system with distributed and lumped components which represents the reduced model of the RF electromagnetic phenomena.Originality/valueContrary to the order reduction by projection methods, this approach has the advantage that the simplified model can be easily understood, the equations and variables have significance for the user and the algorithm starts with a model of minimal order, which is increased until the approximation error is acceptable. The novelty of the proposed method is that, being tailored to a specific application, it is able to keep physical interpretation inside the reduced model. This is the reason why, the obtained model has an extremely low order, much lower than the one achievable with general state-of-the-art procedures. |
| Author | Kraft, Michael Lup, Aurel-Sorin Ioan, Daniel Ciuprina, Gabriela Silveira, Luis Miguel Duca, Anton |
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| Cites_doi | 10.1109/JMEMS.2018.2812924 10.1108/03321640410553300 10.1137/040605552 10.1109/TCAD.2002.806601 10.1002/9783527647132.ch1 10.1109/6668.969936 10.1002/9783527647132.ch2 |
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| Keywords | Multiphysics Computational electromagnetics Model order reduction MEMS modeling |
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| References_xml | – volume: 27 start-page: 392 issue: 3 year: 2018 ident: key2020052010464670100_ref001 article-title: A novel closed-form expression obtained by using differential evolution algorithm to calculate pull-in voltage of mems cantilever publication-title: Journal of Microelectromechanical Systems doi: 10.1109/JMEMS.2018.2812924 – volume: 32 issue: 5 year: 2010 ident: key2020052010464670100_ref003 article-title: Nonlinear model reduction via discrete empirical interpolation publication-title: SIAM Journal of Scientific Computing – volume: 23 start-page: 876 issue: 4 year: 2004 ident: key2020052010464670100_ref016 article-title: Coupled mechanicalelectrostatic febe analysis with fmm acceleration: application to a shunt capacitive mems switch publication-title: COMPEL – The International Journal for Computation and Mathematics in Electrical and Electronic Engineering doi: 10.1108/03321640410553300 – volume: 41 start-page: 211 issue: 1/3 year: 2005 ident: key2020052010464670100_ref011 article-title: Reduced-order models for mems applications publication-title: Nonlinear Dynamics – volume: 26 start-page: 1692 issue: 5 year: 2005 ident: key2020052010464670100_ref002 article-title: Dimension reduction of large-scale second-order dynamical systems via a second-order arnoldi method publication-title: SIAM Journal on Scientific Computing doi: 10.1137/040605552 – volume-title: System-Level Modeling of MEMS (ch.18) year: 2013 ident: key2020052010464670100_ref015 article-title: MOR for ANSYS – start-page: 31 volume-title: Scientific Computing in Electrical Engineering 2014, Mathematics in Industry year: 2016 ident: key2020052010464670100_ref004 article-title: Mixed-domain macro-models for RF MEMS capacitive switches – start-page: 1 volume-title: MTNS2004, Sixteenth International Symposium on Mathematical Theory of Networks and Systems year: 2004 ident: key2020052010464670100_ref014 article-title: Model order reduction of mems for efficient computer aided design and system simulation – ident: key2020052010464670100_ref010 – start-page: 513 year: 2017 ident: key2020052010464670100_ref008 article-title: Parametric reduced order models in static multiphysics analysis of MEMS switches – volume: 15 issue: 4 year: 2005 ident: key2020052010464670100_ref006 article-title: Efficient optimization of transient dynamic problems in MEMS devices using model order reduction publication-title: Journal of Micromechanics and Microeng – ident: key2020052010464670100_ref009 – volume: 22 start-page: 155 issue: 2 year: 2003 ident: key2020052010464670100_ref013 article-title: A trajectory piecewise-linear approach to model order reduction and fast simulation of nonlinear circuits and micromachined devices publication-title: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems doi: 10.1109/TCAD.2002.806601 – volume-title: Model Order Reduction: Theory, Research Aspects and Applications year: 2008 ident: key2020052010464670100_ref017 – start-page: 1 volume-title: System-Level Modeling of MEMS year: 2013 ident: key2020052010464670100_ref005 article-title: Introduction: issues in microsystems modeling doi: 10.1002/9783527647132.ch1 – volume: 2 start-page: 59 issue: 4 year: 2001 ident: key2020052010464670100_ref012 article-title: RF MEMS switches and switch circuits publication-title: IEEE Microwave Magazine doi: 10.1109/6668.969936 – start-page: 19 volume-title: System-Level Modeling of MEMS year: 2013 ident: key2020052010464670100_ref018 article-title: Systemlevel modeling of MEMS using generalized kirchhoffian networks basic principles doi: 10.1002/9783527647132.ch2 – start-page: 451 volume-title: in 2009 Spanish Conference on Electron Devices year: 2009 ident: key2020052010464670100_ref007 article-title: Capacitive and resistive RF MEMS switches 2.5D and 3D electromagnetic and circuit modeling |
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This paper proposes an algorithm for the extraction of reduced order models of MEMS switches, based on using a physics aware simplification technique.... PurposeThis paper proposes an algorithm for the extraction of reduced order models of MEMS switches, based on using a physics aware simplification... |
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| SubjectTerms | Algorithms Couplings Damping Electric fields Methods Microelectromechanical systems Model accuracy Model reduction Partial differential equations Physics Reduced order models Simplification Simulation Switches |
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| Title | Simplification by pruning as a model order reduction approach for RF-MEMS switches |
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