Preliminary study on a novel Optimal Placed Sensors method based on Genetic Algorithm
The safeguarding of the historical and cultural heritage is one of the main research topics that has been addressed in recent years. Particular attention was given to the development of structural health monitoring systems that allowed the real time acquisition of different physical quantities that...
Saved in:
| Published in | Journal of physics. Conference series Vol. 2204; no. 1; pp. 12038 - 12043 |
|---|---|
| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Bristol
IOP Publishing
01.04.2022
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 1742-6588 1742-6596 1742-6596 |
| DOI | 10.1088/1742-6596/2204/1/012038 |
Cover
| Abstract | The safeguarding of the historical and cultural heritage is one of the main research topics that has been addressed in recent years. Particular attention was given to the development of structural health monitoring systems that allowed the real time acquisition of different physical quantities that are stored in a cloud and compared with the health limit values of the structures obtained from numerical analysis previously carried out. One of the major problems highlighted by the use of these systems is related to the position and quantity of smart sensors to be used within the structure to be monitored. To avoid this, in this paper an Optimal Sensors Placement method was applied to a case study located in China. In particular, the positioning of the sensors was identified through an optimization workflow that adopt a Multi Objective Optimization engine called “Octopus” in Grasshopper3D. The identified optimal solutions have made it possible to detect the areas of the structure that will be subject to collapse during a seismic event. |
|---|---|
| AbstractList | The safeguarding of the historical and cultural heritage is one of the main research topics that has been addressed in recent years. Particular attention was given to the development of structural health monitoring systems that allowed the real time acquisition of different physical quantities that are stored in a cloud and compared with the health limit values of the structures obtained from numerical analysis previously carried out. One of the major problems highlighted by the use of these systems is related to the position and quantity of smart sensors to be used within the structure to be monitored. To avoid this, in this paper an Optimal Sensors Placement method was applied to a case study located in China. In particular, the positioning of the sensors was identified through an optimization workflow that adopt a Multi Objective Optimization engine called “Octopus” in Grasshopper3D. The identified optimal solutions have made it possible to detect the areas of the structure that will be subject to collapse during a seismic event. |
| Author | Wang, P Milani, G Demarco, F Olivito, R S Li, S Scuro, C |
| Author_xml | – sequence: 1 givenname: C surname: Scuro fullname: Scuro, C organization: Physics Department, University of Calabria, University of Calabria , Italy – sequence: 2 givenname: F surname: Demarco fullname: Demarco, F organization: Physics Department, University of Calabria, University of Calabria , Italy – sequence: 3 givenname: R S surname: Olivito fullname: Olivito, R S organization: Department of Civil Engineering, University of Calabria , Italy – sequence: 4 givenname: P surname: Wang fullname: Wang, P organization: Department of Architecture, Built Environment and Construction Engineering, Politecnico di Milano – sequence: 5 givenname: G surname: Milani fullname: Milani, G organization: Department of Architecture, Built Environment and Construction Engineering, Politecnico di Milano – sequence: 6 givenname: S surname: Li fullname: Li, S organization: Yangzhou University, College of Civil Science and Engineering , China |
| BookMark | eNqNkM1KAzEUhYNUsFafwYA7oTY_nUlm4aIUrYrQgroOmZmMTUmTMUmVvr0pIxVF0Cxuws13ck_OMehZZxUAZxhdYsT5CLMxGeZZkY8IQeMRHiFMEOUHoL-_6e3PnB-B4xBWCNG0WB88L7wyeq2t9FsY4qbeQmehhNa9KQPnbdRraeDCyErV8FHZ4HyAaxWXroalDKmZ8JmyKuoKTsyL8zou1yfgsJEmqNPPfQCeb66fprfDh_nsbjp5GFaUcD6kEiEuMaEYoZyVpGRMFhljNKsynI3zgiukuGRNU5VZXpQ1Uo0iCFPJqlTHdAB49-7GtnL7Lo0RrU-O_VZgJHbxiN3HxS4EsYtHYNHFk6TnnbT17nWjQhQrt_E2uRUkz1iBeM6zRF11VOVdCF41otJRRu1s9FKbf0xhP_T_93fRKbVrv6zdL6aP30HR1k2C6S_wXyM-APiSpSk |
| CitedBy_id | crossref_primary_10_1016_j_conbuildmat_2023_132402 |
| Cites_doi | 10.1016/j.optcom.2020.125707 10.1016/j.polymdegradstab.2017.08.024 10.1002/ad.2019 10.1177/1550147721991712 10.1007/s10518-017-0258-8 10.1016/j.snb.2019.127555 10.21014/acta_imeko.v8i2.640 10.1016/j.conbuildmat.2021.123092 10.3390/geosciences11020050 10.1061/(ASCE)AS.1943-5525.0001226 10.1016/j.uclim.2020.100596 |
| ContentType | Journal Article |
| Copyright | Published under licence by IOP Publishing Ltd Published under licence by IOP Publishing Ltd. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
| Copyright_xml | – notice: Published under licence by IOP Publishing Ltd – notice: Published under licence by IOP Publishing Ltd. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
| DBID | O3W TSCCA AAYXX CITATION 8FD 8FE 8FG ABUWG AEUYN AFKRA ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO H8D HCIFZ L7M P5Z P62 PHGZM PHGZT PIMPY PKEHL PQEST PQGLB PQQKQ PQUKI PRINS ADTOC UNPAY |
| DOI | 10.1088/1742-6596/2204/1/012038 |
| DatabaseName | Institute of Physics Open Access Journal Titles IOPscience (Open Access) CrossRef Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection ProQuest Central (Alumni) ProQuest One Sustainability ProQuest Central Advanced Technologies & Computer Science Collection ProQuest Central Essentials ProQuest Central ProQuest Technology Collection ProQuest One ProQuest Central Korea Aerospace Database SciTech Premium Collection Advanced Technologies Database with Aerospace Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection Proquest Central Premium ProQuest One Academic Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China Unpaywall for CDI: Periodical Content Unpaywall |
| DatabaseTitle | CrossRef Publicly Available Content Database Technology Collection Technology Research Database ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Central China ProQuest Central ProQuest One Applied & Life Sciences Aerospace Database ProQuest One Sustainability ProQuest Central Korea ProQuest Central (New) Advanced Technologies Database with Aerospace Advanced Technologies & Aerospace Collection ProQuest One Academic Eastern Edition ProQuest Technology Collection ProQuest SciTech Collection Advanced Technologies & Aerospace Database ProQuest One Academic UKI Edition ProQuest One Academic ProQuest One Academic (New) |
| DatabaseTitleList | Publicly Available Content Database CrossRef |
| Database_xml | – sequence: 1 dbid: O3W name: Institute of Physics Open Access Journal Titles url: http://iopscience.iop.org/ sourceTypes: Enrichment Source Publisher – sequence: 2 dbid: UNPAY name: Unpaywall url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/ sourceTypes: Open Access Repository – sequence: 3 dbid: 8FG name: ProQuest Technology Collection url: https://search.proquest.com/technologycollection1 sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Physics |
| EISSN | 1742-6596 |
| ExternalDocumentID | 10.1088/1742-6596/2204/1/012038 10_1088_1742_6596_2204_1_012038 JPCS_2204_1_012038 |
| GroupedDBID | 1JI 29L 2WC 4.4 5B3 5GY 5PX 5VS 7.Q AAJIO AAJKP ABHWH ACAFW ACHIP AEFHF AEJGL AFKRA AFYNE AIYBF AKPSB ALMA_UNASSIGNED_HOLDINGS ARAPS ASPBG ATQHT AVWKF AZFZN BENPR BGLVJ CCPQU CEBXE CJUJL CRLBU CS3 DU5 E3Z EBS EDWGO EQZZN F5P FRP GROUPED_DOAJ GX1 HCIFZ HH5 IJHAN IOP IZVLO J9A KNG KQ8 LAP N5L N9A O3W OK1 P2P PIMPY PJBAE RIN RNS RO9 ROL SY9 T37 TR2 TSCCA UCJ W28 XSB ~02 AAYXX AEINN CITATION OVT PHGZM PHGZT PQGLB PUEGO 8FD 8FE 8FG ABUWG AEUYN AZQEC DWQXO H8D L7M P62 PKEHL PQEST PQQKQ PQUKI PRINS 02O 1WK AALHV ACARI ADTOC AERVB AGQPQ AHSEE ARNYC BBWZM C1A EJD FEDTE H13 HVGLF JCGBZ M48 Q02 S3P UNPAY |
| ID | FETCH-LOGICAL-c3288-3a008a12310067b2b77a957735c5154698e0e8a7ffcb569bd0efe2013a7c01343 |
| IEDL.DBID | UNPAY |
| ISSN | 1742-6588 1742-6596 |
| IngestDate | Sun Oct 26 02:11:42 EDT 2025 Mon Jul 14 09:47:51 EDT 2025 Wed Oct 01 04:16:30 EDT 2025 Thu Apr 24 23:09:08 EDT 2025 Wed May 04 00:50:18 EDT 2022 Wed Aug 21 03:33:28 EDT 2024 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 1 |
| Language | English |
| License | Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. cc-by |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c3288-3a008a12310067b2b77a957735c5154698e0e8a7ffcb569bd0efe2013a7c01343 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| OpenAccessLink | https://proxy.k.utb.cz/login?url=https://doi.org/10.1088/1742-6596/2204/1/012038 |
| PQID | 2657908685 |
| PQPubID | 4998668 |
| PageCount | 6 |
| ParticipantIDs | iop_journals_10_1088_1742_6596_2204_1_012038 proquest_journals_2657908685 unpaywall_primary_10_1088_1742_6596_2204_1_012038 crossref_citationtrail_10_1088_1742_6596_2204_1_012038 crossref_primary_10_1088_1742_6596_2204_1_012038 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 20220401 |
| PublicationDateYYYYMMDD | 2022-04-01 |
| PublicationDate_xml | – month: 04 year: 2022 text: 20220401 day: 01 |
| PublicationDecade | 2020 |
| PublicationPlace | Bristol |
| PublicationPlace_xml | – name: Bristol |
| PublicationTitle | Journal of physics. Conference series |
| PublicationTitleAlternate | J. Phys.: Conf. Ser |
| PublicationYear | 2022 |
| Publisher | IOP Publishing |
| Publisher_xml | – name: IOP Publishing |
| References | Ye (JPCS_2204_1_012038bib10) 2002; 3 Lamonaca (JPCS_2204_1_012038bib20) 2018 Tiberti (JPCS_2204_1_012038bib13) 2017; 1906 Lamonaca (JPCS_2204_1_012038bib17) 2019 Wang (JPCS_2204_1_012038bib7) 2020; 2 Dousse (JPCS_2204_1_012038bib9) 2004 Tiberti (JPCS_2204_1_012038bib12) 2019 Lamonaca (JPCS_2204_1_012038bib14) 2019; 8 Li (JPCS_2204_1_012038bib18) 2020; 467 Li (JPCS_2204_1_012038bib23) 2021 Lombardi (JPCS_2204_1_012038bib1) 2021; 11 Ginjupalli (JPCS_2204_1_012038bib3) 2017; 144 Zhou (JPCS_2204_1_012038bib24) 2021; 34 Yang (JPCS_2204_1_012038bib19) 2020; 305 Song (JPCS_2204_1_012038bib22) 2021; 17 Bentley (JPCS_2204_1_012038bib25) 1999; 99 Sarhosis (JPCS_2204_1_012038bib27) 2018; 16 Alcoforado (JPCS_2204_1_012038bib2) 2021; 165 Cho (JPCS_2204_1_012038bib16) 2020; 30 De Masi (JPCS_2204_1_012038bib8) 2020 Scuro (JPCS_2204_1_012038bib15) 2021; 290 Frazer (JPCS_2204_1_012038bib26) 2016; 86 Wang (JPCS_2204_1_012038bib6) 2021; 2343 Casapulla (JPCS_2204_1_012038bib28) 2006 Raghav (JPCS_2204_1_012038bib4) 2020; 32 García-Macías (JPCS_2204_1_012038bib11) 2019 Tudosa (JPCS_2204_1_012038bib21) 2019 Mishra (JPCS_2204_1_012038bib5) 2020 |
| References_xml | – volume: 2 start-page: 4226 year: 2020 ident: JPCS_2204_1_012038bib7 – volume: 467 year: 2020 ident: JPCS_2204_1_012038bib18 article-title: Fiber temperature and humidity sensor based on photonic crystal fiber coated with graphene oxide publication-title: Optics Communications doi: 10.1016/j.optcom.2020.125707 – year: 2019 ident: JPCS_2204_1_012038bib21 – volume: 144 start-page: 520 year: 2017 ident: JPCS_2204_1_012038bib3 article-title: Poly (α- hydroxy acid) based polymers: A review on material and degradation aspects publication-title: Polymer Degradation and Stability doi: 10.1016/j.polymdegradstab.2017.08.024 – volume: 86 start-page: 18 year: 2016 ident: JPCS_2204_1_012038bib26 article-title: Parametric computation: history and future publication-title: Architectural Design doi: 10.1002/ad.2019 – start-page: 1 year: 2020 ident: JPCS_2204_1_012038bib8 article-title: Cultural Heritage and natural disasters: the insurance choice of the Italian Cathedrals – volume: 17 start-page: 1550147721991712 year: 2021 ident: JPCS_2204_1_012038bib22 article-title: Optimal sensor placement through expansion of static strain measurements to static displacements publication-title: International Journal of Distributed Sensor Networks doi: 10.1177/1550147721991712 – volume: 16 start-page: 1511 year: 2018 ident: JPCS_2204_1_012038bib27 article-title: Evaluation of different approaches for the estimation of the seismic vulnerability of masonry towers publication-title: Bulletin of Earthquake Engineering doi: 10.1007/s10518-017-0258-8 – volume: 305 year: 2020 ident: JPCS_2204_1_012038bib19 article-title: High sensitivity humidity sensor based on gelatin coated side-polished in-fiber directional coupler publication-title: Sensors and Actuators B: Chemical doi: 10.1016/j.snb.2019.127555 – start-page: 109 year: 2004 ident: JPCS_2204_1_012038bib9 article-title: Latency of wireless sensor networks with uncoordinated power saving mechanisms – volume: 99 start-page: 35 year: 1999 ident: JPCS_2204_1_012038bib25 article-title: Three ways to grow designs: A comparison of embryogenies for an evolutionary design problem publication-title: GECCO – start-page: 2021 year: 2021 ident: JPCS_2204_1_012038bib23 article-title: Optimal Sensor Placement for Underground Tunnel Monitoring via Wireless Sensor Networks – volume: 165 start-page: 1 year: 2021 ident: JPCS_2204_1_012038bib2 publication-title: Historical floods of the Douro River in Porto, Portugal (1727–1799). Climatic Change – volume: 1906 year: 2017 ident: JPCS_2204_1_012038bib13 – volume: 3 start-page: 1567 year: 2002 ident: JPCS_2204_1_012038bib10 – start-page: 1 year: 2019 ident: JPCS_2204_1_012038bib11 article-title: An innovative methodology for online surrogate-based model updating of historic buildings using monitoring data – start-page: 1 year: 2019 ident: JPCS_2204_1_012038bib17 – volume: 8 start-page: 45 year: 2019 ident: JPCS_2204_1_012038bib14 article-title: A layered IoT-based architecture for a distributed structural health monitoring system publication-title: Acta Imeko doi: 10.21014/acta_imeko.v8i2.640 – volume: 30 year: 2020 ident: JPCS_2204_1_012038bib16 article-title: Perovskite- Induced Ultrasensitive and Highly Stable Humidity Sensor Systems Prepared by Aerosol Deposition at Room Temperature publication-title: Advanced Functional Materials – volume: 290 year: 2021 ident: JPCS_2204_1_012038bib15 article-title: Internet of Things (IoT) for masonry structural health monitoring (SHM): Overview and examples of innovative systems publication-title: Construction and Building Materials doi: 10.1016/j.conbuildmat.2021.123092 – volume: 11 start-page: 50 year: 2021 ident: JPCS_2204_1_012038bib1 article-title: Irpinia Earthquake and History: A Nexus as a Problem publication-title: Geosciences doi: 10.3390/geosciences11020050 – start-page: 1153 year: 2006 ident: JPCS_2204_1_012038bib28 – start-page: 89 year: 2018 ident: JPCS_2204_1_012038bib20 – volume: 2343 year: 2021 ident: JPCS_2204_1_012038bib6 – volume: 34 start-page: 04020112 year: 2021 ident: JPCS_2204_1_012038bib24 article-title: Optimal Wireless Sensor Placement in Structural Health Monitoring Emphasizing Information Effectiveness and Network Performance publication-title: Journal of Aerospace Engineering doi: 10.1061/(ASCE)AS.1943-5525.0001226 – year: 2020 ident: JPCS_2204_1_012038bib5 article-title: “Machine learning techniques for structural health monitoring of heritage buildings: A state-of-the-art review and case studies.” – start-page: 910 year: 2019 ident: JPCS_2204_1_012038bib12 – volume: 32 year: 2020 ident: JPCS_2204_1_012038bib4 article-title: Enumeration and characterization of airborne microbial communities in an outdoor environment of the city of Taj, India publication-title: Urban Climate doi: 10.1016/j.uclim.2020.100596 |
| SSID | ssj0033337 |
| Score | 2.2999449 |
| Snippet | The safeguarding of the historical and cultural heritage is one of the main research topics that has been addressed in recent years. Particular attention was... |
| SourceID | unpaywall proquest crossref iop |
| SourceType | Open Access Repository Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 12038 |
| SubjectTerms | Cultural heritage Cultural resources Genetic algorithms Numerical analysis Optimization Physics Seismic activity Sensors Smart sensors Structural health monitoring Workflow |
| SummonAdditionalLinks | – databaseName: IOP Science Platform dbid: IOP link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3da9swED_alLG97KPbWLZuCNrHOrEly5IfS1kohbWBLtA3IcnyVubawUk2sr9-J39kTWF0Y34wfrgT0km6-0m-D4AjanNpQ50FlsY2iNGiBFrmLuAm1lliBaXOxzt_ukjOZvH5Nb--GwtTzTvVP8LPNlFwK8LOIU6OEUPTIOFpMqY0jMfR2Md_MrkLe0wiPvZBfJfTXhszfEQbFOmZpOx9vP7c0JaF2sVebIHPx6tyrtc_dFHcsUOTZ2D7EbTuJ99Gq6UZ2Z_3kjv-3xCfw9MOppKTluMF7LhyHx417qJ28RJm09oVTT2wek2aDLWkKokmZfXdFeQS1dAtck_9FX1GrvCkXNUL0harJt5uZp7cZ7zG5slJ8aWqb5Zfb1_BbPLx8-lZ0BVoCCyjuMOYRgShIw8R0egZaoTQKReCcYswydemdKGTWuS5NTxJTRa63CHiYFpYfMfsNQzKqnRvgIhM5xzhkJaeUZg0YlYbxDOojKWl2RCSflKU7bKX-yIahWr-okupvMyUl5nyMlORamU2hHDDOG8TeDzMcowTo7rNvHiY_HCL_Hx6erVNoeZZPoSDfhH9JqUJFykeKiUfQrRZWH_bz7f_1s938IT62I3G7egABst65d4jolqaD82W-QUDUgob priority: 102 providerName: IOP Publishing – databaseName: ProQuest Central dbid: BENPR link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3dT9swED9BEdpepg2Y1q2bLI3HRU2cDzsPE-oQCCGtqwaVeLMc24FJaZK1ZRP_PXf5APoyloc8RHdWdGff_WzfB8AhN7k0vrae4ZHxIvQonpa58-Is0jYxgnNH-c7fp8nZPDq_iq-2YNrnwlBYZW8TG0NtK0Nn5GOexCJF_C3jo_q3R12j6Ha1b6Ghu9YK9mtTYmwbdjhVxhrAzreT6exnb5tDfESbIsk99L2yj_jCbWD3LU3GnPvROBhTWimlrTzxV9u_qnoDir64LWt991cXxROvdPoaXnVwkk1a_b-BLVfuwW4T1mlW-zCfLV3R9O1a3rGmkiyrSqZZWf1xBfuB5mKB3DM6SrfsAne01XLF2qbSjPybJXKqTI3Ds0lxjQJZ3ywOYH56cnl85nWNFDwTclwJoUZPrwOCcuicMp4JodNYiDA2CGeoh6TzndQiz00WJ2lmfZc7RAahFgbfUfgWBmVVunfAhNV5jLBFS2IUWRqERmeIO9BoSsPtEJJeXMp0Vcap2UWhmttuKRXJWZGcFclZBaqV8xD8B8a6LbTxPMsX1IfqFt3qefLPG-Tns-OLTQpV23wIo169j6SPk28IwYPK__c_3_97yA_wklNORRMONILBennrPiLSWWefuul7Dyzv8HU priority: 102 providerName: ProQuest |
| Title | Preliminary study on a novel Optimal Placed Sensors method based on Genetic Algorithm |
| URI | https://iopscience.iop.org/article/10.1088/1742-6596/2204/1/012038 https://www.proquest.com/docview/2657908685 https://doi.org/10.1088/1742-6596/2204/1/012038 |
| UnpaywallVersion | publishedVersion |
| Volume | 2204 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVFSB databaseName: Free Full-Text Journals in Chemistry customDbUrl: eissn: 1742-6596 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: HH5 dateStart: 20040101 isFulltext: true titleUrlDefault: http://abc-chemistry.org/ providerName: ABC ChemistRy – providerCode: PRVAFT databaseName: Open Access Digital Library customDbUrl: eissn: 1742-6596 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: KQ8 dateStart: 20040101 isFulltext: true titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html providerName: Colorado Alliance of Research Libraries – providerCode: PRVFQY databaseName: GFMER Free Medical Journals customDbUrl: eissn: 1742-6596 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: GX1 dateStart: 0 isFulltext: true titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php providerName: Geneva Foundation for Medical Education and Research – providerCode: PRVIOP databaseName: Institute of Physics Open Access Journal Titles customDbUrl: eissn: 1742-6596 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: O3W dateStart: 20040101 isFulltext: true titleUrlDefault: http://iopscience.iop.org/ providerName: IOP Publishing – providerCode: PRVIOP databaseName: IOP Science Platform customDbUrl: eissn: 1742-6596 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: IOP dateStart: 20040601 isFulltext: true titleUrlDefault: https://iopscience.iop.org/ providerName: IOP Publishing – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: http://www.proquest.com/pqcentral?accountid=15518 eissn: 1742-6596 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: BENPR dateStart: 20040801 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3rb9MwED-trRD7whutMCpL8JGsifOw87Gb1o1JtBGjYnyyHMeBiSyp0hY0_vqd8-gIEhrwxVKiO8s5P-538T0A3lCVcmXLxFLUU5aHGsWSPNWWH3syCRSjVJt45_ez4HThnV34FzswbmNhOvf3aJwhYKZW4IfBmFLbGztjE-zp8h4MzEu7D4PFLJp8rsMeDWVVaXLL1Xp0_bmnjj7qXRbLDtS8v8mX8vqHzLJftM70IUTteGtnk28Hm3V8oH7-lsrxHz7oETxoECiZ1EvmMezo_AncqzxB1eopLKJSZ1Wpr_KaVMlnSZETSfLiu87IHE-YK-SOzN_3hJyjEVyUK1LXoSZGJSaG3CSzxu7JJPtSlJfrr1fPYDE9_nh0ajW1FyzlUtw8rkRwIB2D_lCfxTRmTIY-Y66vEAGZspPa1lyyNFWxH4RxYutUI5hwJVPYeu5z6OdFrveAsESmPiIdyQ0ji0PHVTJGqILnLFc0GULQzoBQTWJyUx8jE9UFOefCyEwYmQkjM-GIWmZDsLeMyzo3x90sb3GKRbNPV3eTv-6Qn0VH510KsUzSIey3K-aWlAY-C9Fe5P4QnO0q-ttxvvgPnpewS01sRuVWtA_9dbnRrxAxreMR9Pj0ZASDw-NZ9AGf3s0jbOfup1Gzf24AShMCNg |
| linkProvider | Unpaywall |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB71IdReKp5iaQFLwI1oE-fh5FChUlptX8uKdqXejGM7BSlNwu6Wav8cv42ZPNruhXJpDjlEM1Y0Y883Y3tmAN5zncXaVcbRPNBOgIjiqDizTpgGykRacG4p3_lkGA3GweF5eL4Ef7pcGLpW2dnE2lCbUtMeeZ9HoUjQ_47DT9Uvh7pG0elq10JDta0VzHZdYqxN7Diy82sM4abbB19Q3x8439872x04bZcBR_scp4mvEAaVR34OWu6Up0KoJBTCDzViPTVYtK6NlcgynYZRkhrXZhZh01dC4zvwcdxlWA38IMHgb_Xz3nD0rcMCHx_RpGRyB7E-7m6YYdjZfkuiPudu0Pf6lMZKaTJ38HH5Z1ktuL5rV0Wl5tcqz--g4P5j2GjdV7bTzLcnsGSLp_Covkaqp89gPJrYvO4TNpmzunItKwumWFH-tjn7iubpErlHtHVv2ClG0OVkypom1ozw1BA5VcLG4dlOfoEKmP24fA7jBxHpC1gpysK-BCaMykJ0k1RMjCJNPF-rFP0cNNKx5qYHUScuqduq5tRcI5f16XocS5KzJDlLkrP0ZCPnHrg3jFVT2ON-lo-oD9ku8un95O8WyA9Hu6eLFLIyWQ-2OvXekt5O9h54Nyr_3_989e8h38La4OzkWB4fDI82YZ1TPkd9FWkLVmaTK_savaxZ-qadygy-P_Tq-QsThCsk |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwEB61RTwu5VXE0hYswZFsEieOnWNVWJUCbaSyUm-W7TgFkSar7C6o_HrGeSxdJFQQOUQ5zFj22J757MwD4BU1hTCByj1DY-PFaFE8JQrrMR2rPDGcUuvinT-eJEfT-PicnW_AZBULU8961T_Gzy5RcCfC3iFO-IihqZewNPEpDWI_9F38ZyT8WV5swq02XYkL5DvNBo0c4cO7wEjHKMTg5_Xnxtas1Cb2ZA2A3l1WM3X1XZXlNVs0uQ8Xwyg6F5Sv4-VCj82P3xI8_v8wH8B2D1fJQcf1EDZs9Qhut26jZv4Yplljy7YuWHNF2ky1pK6IIlX9zZbkFNXRJXJn7qo-J2d4Yq6bOemKVhNnP3NH7jJfY_PkoLyomy-Lz5c7MJ28_XR45PWFGjwTUdxpkUIkoUIHFdH4aao5VynjPGIG4ZKrUWkDKxQvCqNZkuo8sIVF5BEpbvAdR09gq6or-xQIz1XBEBYp4Ri5TsPIKI24BpWyMDQfQTJMjDR9FnNXTKOU7d90IaSTm3Ryk05uMpSd3EYQrBhnXSKPm1le4-TIflPPbyZ_uUZ-nB2erVNInLsR7A0L6RcpTRhP8XAp2AjC1eL6234--7d-voA72ZuJ_PDu5P0u3KMunKP1RNqDrUWztPsIshb6ebuDfgKTLQ98 |
| linkToUnpaywall | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3db9MwED9tnSb2wscAUSjIEjwua-LEsfNYTVTTJEakUWl7smzHgYksqdJ2aPz1nPNRCBIa8JKH6M5yzne-n-P7AHhHTS6MrzLP0Mh4EXoUT4ncekxHKosNp9S6fOcP5_HpIjq7ZJc7MO1zYQb393g4Q8BMvZgl8ZRSP5oGU5fsGYpd2HMv_RHsLc7T2VWb9ugom06TW64-ouvPIw380e51tRxAzQebcqnuvqmi-MXrzB9B2s-3DTb5erxZ62Pz_bdSjv_wQY_hYYdAyaxVmSewY8tD2G8iQc3qKSzS2hZNq6_6jjTFZ0lVEkXK6tYW5CPuMDfInbq_7xm5wENwVa9I24eaOJeYOXJXzBqHJ7Pic1Vfr7_cPIPF_P2nk1Ov673gmZCi8YQKwYEKHPpDf6ap5lwljPOQGURAru2k9a1QPM-NZnGiM9_mFsFEqLjBZxQ-h1FZlfYFEJ6pnCHSUcIxcp0EoVEaoQrus8LQbAxxvwLSdIXJXX-MQjYX5EJIJzPpZCadzGQgW5mNwd8yLtvaHPezHOESy85OV_eTvx2Qn6UnF0MKuczyMUx6jflJSmPGEzwvCjaGYKtFfzvPl__B8woOqMvNaMKKJjBa1xv7GhHTWr_prOQHVdH9pA |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Preliminary+study+on+a+novel+Optimal+Placed+Sensors+method+based+on+Genetic+Algorithm&rft.jtitle=Journal+of+physics.+Conference+series&rft.au=Scuro%2C+C&rft.au=Demarco%2C+F&rft.au=Olivito%2C+R+S&rft.au=Wang%2C+P&rft.date=2022-04-01&rft.pub=IOP+Publishing&rft.issn=1742-6588&rft.eissn=1742-6596&rft.volume=2204&rft.issue=1&rft_id=info:doi/10.1088%2F1742-6596%2F2204%2F1%2F012038&rft.externalDocID=JPCS_2204_1_012038 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1742-6588&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1742-6588&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1742-6588&client=summon |