Structural control using magnetorheological dampers governed by predictive and dynamic inverse models
The present paper implements a novelty semi-active structural control design on a two-story building, with the aim of reducing vibrations caused by transient type loads. The analyzed structure corresponds to an experimental prototype that was fully characterized and modeled according to the diaphrag...
Gespeichert in:
| Veröffentlicht in: | Dyna (Medellín, Colombia) Colombia), 2014-12, Vol.81 (188), p.191-198 |
|---|---|
| Hauptverfasser: | , , |
| Format: | Artikel |
| Sprache: | eng |
| Schlagworte: | |
| Online-Zugang: | Volltext |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| container_end_page | 198 |
|---|---|
| container_issue | 188 |
| container_start_page | 191 |
| container_title | Dyna (Medellín, Colombia) |
| container_volume | 81 |
| creator | Lara Valencia, Luis Augusto Vital-de Brito, José Luis Valencia-Gonzalez, Yamile |
| description | The present paper implements a novelty semi-active structural control design on a two-story building, with the aim of reducing vibrations caused by transient type loads. The analyzed structure corresponds to an experimental prototype that was fully characterized and modeled according to the diaphragm hypothesis. The controller used was based on the action of a pair of real magnetorheological (MR) dampers whose operation is emulated by the phenomenological model. These mechanisms are governed by a numerical system that is based on non-linear autoregressive model with exogenous inputs (NARX)-type artificial neural networks, which have the ability to determine the necessary optimal control forces and the voltages required for the development of these forces through a prediction model and an inverse model, which are pioneers in this kind of systems. The results obtained show that the control design based on neural networks that was developed in the present study is a reliable and efficient, achieving reductions of up to 69% for the peak response value. |
| doi_str_mv | 10.15446/dyna.v81n188.41774 |
| format | Article |
| fullrecord | <record><control><sourceid>proquest_sciel</sourceid><recordid>TN_cdi_scielo_journals_S0012_73532014000600024</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><scielo_id>S0012_73532014000600024</scielo_id><sourcerecordid>3669832741</sourcerecordid><originalsourceid>FETCH-LOGICAL-c2264-29d9fedf6a9b3924b274445d3728a405e9e2b0f401b237d9f2a8284f7376b7fc3</originalsourceid><addsrcrecordid>eNpFkUtPwzAQhC0EEqXwC7hY4pzixyZOjqjiJSFxKJwtx96UVIld7KRS_z3pQ-Kw2ss3szsaQu45W_AcoHh0e28Wu5J7XpYL4ErBBZkJCUUmeCkvyYwxLjIlc3lNblLaMAY5Z-WM4GqIox3GaDpqgx9i6OiYWr-mvVl7HEL8wdCFdWsnwJl-izHRddhh9OhovafbiK61Q7tDaryjh0f61tLWT0hC2geHXbolV43pEt6d95x8vzx_Ld-yj8_X9-XTR2aFKCATlasadE1hqlpWAmqhACB3UonSAMuxQlGzBhivhVQTK0wpSmiUVEWtGivnZHHyTbbFLuhNGKOfDurVIb8-5BeMA2OsmEbAJHg4CbYx_I6Yhn8JL1SRV1JANVHyRNkYUorY6G1sexP3mjN9LEAfcutzAfpYgPwDqO151g</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1676593249</pqid></control><display><type>article</type><title>Structural control using magnetorheological dampers governed by predictive and dynamic inverse models</title><source>DOAJ Directory of Open Access Journals</source><source>EZB-FREE-00999 freely available EZB journals</source><source>Alma/SFX Local Collection</source><creator>Lara Valencia, Luis Augusto ; Vital-de Brito, José Luis ; Valencia-Gonzalez, Yamile</creator><creatorcontrib>Lara Valencia, Luis Augusto ; Vital-de Brito, José Luis ; Valencia-Gonzalez, Yamile</creatorcontrib><description>The present paper implements a novelty semi-active structural control design on a two-story building, with the aim of reducing vibrations caused by transient type loads. The analyzed structure corresponds to an experimental prototype that was fully characterized and modeled according to the diaphragm hypothesis. The controller used was based on the action of a pair of real magnetorheological (MR) dampers whose operation is emulated by the phenomenological model. These mechanisms are governed by a numerical system that is based on non-linear autoregressive model with exogenous inputs (NARX)-type artificial neural networks, which have the ability to determine the necessary optimal control forces and the voltages required for the development of these forces through a prediction model and an inverse model, which are pioneers in this kind of systems. The results obtained show that the control design based on neural networks that was developed in the present study is a reliable and efficient, achieving reductions of up to 69% for the peak response value.</description><identifier>ISSN: 0012-7353</identifier><identifier>EISSN: 2346-2183</identifier><identifier>DOI: 10.15446/dyna.v81n188.41774</identifier><language>eng</language><publisher>Bogota: Universidad Nacional de Colombia</publisher><subject>ENGINEERING, MULTIDISCIPLINARY</subject><ispartof>Dyna (Medellín, Colombia), 2014-12, Vol.81 (188), p.191-198</ispartof><rights>Copyright Universidad Nacional de Colombia 2014</rights><rights>This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c2264-29d9fedf6a9b3924b274445d3728a405e9e2b0f401b237d9f2a8284f7376b7fc3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,864,885,27924,27925</link.rule.ids></links><search><creatorcontrib>Lara Valencia, Luis Augusto</creatorcontrib><creatorcontrib>Vital-de Brito, José Luis</creatorcontrib><creatorcontrib>Valencia-Gonzalez, Yamile</creatorcontrib><title>Structural control using magnetorheological dampers governed by predictive and dynamic inverse models</title><title>Dyna (Medellín, Colombia)</title><addtitle>Dyna rev.fac.nac.minas</addtitle><description>The present paper implements a novelty semi-active structural control design on a two-story building, with the aim of reducing vibrations caused by transient type loads. The analyzed structure corresponds to an experimental prototype that was fully characterized and modeled according to the diaphragm hypothesis. The controller used was based on the action of a pair of real magnetorheological (MR) dampers whose operation is emulated by the phenomenological model. These mechanisms are governed by a numerical system that is based on non-linear autoregressive model with exogenous inputs (NARX)-type artificial neural networks, which have the ability to determine the necessary optimal control forces and the voltages required for the development of these forces through a prediction model and an inverse model, which are pioneers in this kind of systems. The results obtained show that the control design based on neural networks that was developed in the present study is a reliable and efficient, achieving reductions of up to 69% for the peak response value.</description><subject>ENGINEERING, MULTIDISCIPLINARY</subject><issn>0012-7353</issn><issn>2346-2183</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><recordid>eNpFkUtPwzAQhC0EEqXwC7hY4pzixyZOjqjiJSFxKJwtx96UVIld7KRS_z3pQ-Kw2ss3szsaQu45W_AcoHh0e28Wu5J7XpYL4ErBBZkJCUUmeCkvyYwxLjIlc3lNblLaMAY5Z-WM4GqIox3GaDpqgx9i6OiYWr-mvVl7HEL8wdCFdWsnwJl-izHRddhh9OhovafbiK61Q7tDaryjh0f61tLWT0hC2geHXbolV43pEt6d95x8vzx_Ld-yj8_X9-XTR2aFKCATlasadE1hqlpWAmqhACB3UonSAMuxQlGzBhivhVQTK0wpSmiUVEWtGivnZHHyTbbFLuhNGKOfDurVIb8-5BeMA2OsmEbAJHg4CbYx_I6Yhn8JL1SRV1JANVHyRNkYUorY6G1sexP3mjN9LEAfcutzAfpYgPwDqO151g</recordid><startdate>20141201</startdate><enddate>20141201</enddate><creator>Lara Valencia, Luis Augusto</creator><creator>Vital-de Brito, José Luis</creator><creator>Valencia-Gonzalez, Yamile</creator><general>Universidad Nacional de Colombia</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SR</scope><scope>7TB</scope><scope>8BQ</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>BKSAR</scope><scope>CCPQU</scope><scope>CLZPN</scope><scope>D1I</scope><scope>DWQXO</scope><scope>FR3</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>JG9</scope><scope>KB.</scope><scope>KR7</scope><scope>L6V</scope><scope>M7S</scope><scope>PATMY</scope><scope>PCBAR</scope><scope>PDBOC</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope><scope>PYCSY</scope><scope>GPN</scope></search><sort><creationdate>20141201</creationdate><title>Structural control using magnetorheological dampers governed by predictive and dynamic inverse models</title><author>Lara Valencia, Luis Augusto ; Vital-de Brito, José Luis ; Valencia-Gonzalez, Yamile</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c2264-29d9fedf6a9b3924b274445d3728a405e9e2b0f401b237d9f2a8284f7376b7fc3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>ENGINEERING, MULTIDISCIPLINARY</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lara Valencia, Luis Augusto</creatorcontrib><creatorcontrib>Vital-de Brito, José Luis</creatorcontrib><creatorcontrib>Valencia-Gonzalez, Yamile</creatorcontrib><collection>CrossRef</collection><collection>Engineered Materials Abstracts</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>Agricultural & Environmental Science Collection</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>Natural Science Collection</collection><collection>Earth, Atmospheric & Aquatic Science Collection</collection><collection>ProQuest One Community College</collection><collection>Latin America & Iberia Database</collection><collection>ProQuest Materials Science Collection</collection><collection>ProQuest Central Korea</collection><collection>Engineering Research Database</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>Materials Research Database</collection><collection>Materials Science Database</collection><collection>Civil Engineering Abstracts</collection><collection>ProQuest Engineering Collection</collection><collection>Engineering Database</collection><collection>Environmental Science Database</collection><collection>Earth, Atmospheric & Aquatic Science Database</collection><collection>Materials Science Collection</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>Engineering Collection</collection><collection>Environmental Science Collection</collection><collection>SciELO</collection><jtitle>Dyna (Medellín, Colombia)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lara Valencia, Luis Augusto</au><au>Vital-de Brito, José Luis</au><au>Valencia-Gonzalez, Yamile</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Structural control using magnetorheological dampers governed by predictive and dynamic inverse models</atitle><jtitle>Dyna (Medellín, Colombia)</jtitle><addtitle>Dyna rev.fac.nac.minas</addtitle><date>2014-12-01</date><risdate>2014</risdate><volume>81</volume><issue>188</issue><spage>191</spage><epage>198</epage><pages>191-198</pages><issn>0012-7353</issn><eissn>2346-2183</eissn><abstract>The present paper implements a novelty semi-active structural control design on a two-story building, with the aim of reducing vibrations caused by transient type loads. The analyzed structure corresponds to an experimental prototype that was fully characterized and modeled according to the diaphragm hypothesis. The controller used was based on the action of a pair of real magnetorheological (MR) dampers whose operation is emulated by the phenomenological model. These mechanisms are governed by a numerical system that is based on non-linear autoregressive model with exogenous inputs (NARX)-type artificial neural networks, which have the ability to determine the necessary optimal control forces and the voltages required for the development of these forces through a prediction model and an inverse model, which are pioneers in this kind of systems. The results obtained show that the control design based on neural networks that was developed in the present study is a reliable and efficient, achieving reductions of up to 69% for the peak response value.</abstract><cop>Bogota</cop><pub>Universidad Nacional de Colombia</pub><doi>10.15446/dyna.v81n188.41774</doi><tpages>8</tpages><oa>free_for_read</oa></addata></record> |
| fulltext | fulltext |
| identifier | ISSN: 0012-7353 |
| ispartof | Dyna (Medellín, Colombia), 2014-12, Vol.81 (188), p.191-198 |
| issn | 0012-7353 2346-2183 |
| language | eng |
| recordid | cdi_scielo_journals_S0012_73532014000600024 |
| source | DOAJ Directory of Open Access Journals; EZB-FREE-00999 freely available EZB journals; Alma/SFX Local Collection |
| subjects | ENGINEERING, MULTIDISCIPLINARY |
| title | Structural control using magnetorheological dampers governed by predictive and dynamic inverse models |
| url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-26T17%3A41%3A14IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_sciel&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Structural%20control%20using%20magnetorheological%20dampers%20governed%20by%20predictive%20and%20dynamic%20inverse%20models&rft.jtitle=Dyna%20(Medelli%CC%81n,%20Colombia)&rft.au=Lara%20Valencia,%20Luis%20Augusto&rft.date=2014-12-01&rft.volume=81&rft.issue=188&rft.spage=191&rft.epage=198&rft.pages=191-198&rft.issn=0012-7353&rft.eissn=2346-2183&rft_id=info:doi/10.15446/dyna.v81n188.41774&rft_dat=%3Cproquest_sciel%3E3669832741%3C/proquest_sciel%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=1676593249&rft_id=info:pmid/&rft_scielo_id=S0012_73532014000600024&rfr_iscdi=true |