https://m2.mtmt.hu/ hun 2026-09-21 13:32 JournalArticle 32584660 APPROVED true Export Date: 19 September 2022 Correspondence Address: Cinkler, T.; Budapest University of Technology and Economics, Hungary; email: cinkler@tmit.bme.hu 0 false 2026-06-01T20:37:57.936+0000 2025-09-24T13:10:43.098+0000 2022-01-10T14:55:58.042+0000 true 10000693 Vida Rolland /api/author/10000693 Author true 10000693 2025-09-24T13:10:43.407+0000 2025-09-24T13:10:43.407+0000 true false true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle true 10000059 Article true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle /api/subtype/10000059 Szakcikk SubType 101 true 10000059 true 1 /api/category/1 Category true 1 Cinkler, Tibor Two-Phase Sensor Decision: Machine-Learning for Bird Sound Recognition and Vineyard Protection true true /api/journal/10003214 REVIEWED true false 10003214 false 10003214 true 1530-437X 1558-1748 Journal FOREIGN 22 12 11393 11404 11393 10 2022 For a wireless sensor network consisting of numerous sensors, spread over a large area with no direct power supply, energy efficiency is of paramount importance. As most power is consumed by the communication module, we should pay special attention to reduce communication needs as much as possible. The more data we send, the larger the power requirement of the sensor module. Preprocessing can help in reducing the amount of data to send. However, it also consumes energy. This paper focuses on this tradeoff between preprocessing, pre-filtering and preselecting of sensor data on one hand, and uploading of unprocessed and unfiltered raw data on the other hand, for the special case of protecting vineyards from starlings. We propose a two-phase decision mechanism based on machine learning: the less complex first phase is executed on the microcontroller of the sensor module, while the more complex, more accurate second phase is performed in the cloud. Individual noise sensors monitor the environment, and try to detect starling songs, using a simple, SVM-based classification. These sensors are grouped into clusters, through a mechanism similar to the well-known LEACH protocol, and signal to the current cluster-head the likelihood of starling presence. If several alerts are received to justify further investigation, the cluster-head asks the node with highest starling detection likelihood to upload a 1 s sound sample to the cloud. There, the more complex and more accurate second phase sound matching is performed, and the actuators deployed in the field are remotely triggered, if needed. true true 2022 true true true false true false NONE 2026-06-01 false 13 0 12 12 0 11 12 10 1 10 10 10 10 13 0 0 13 13 12 12 0 5 5 Folyóiratcikk Journal Article 24 10 Könyvrészlet Chapter in Book 25 2 Könyv Book 23 0 Egyéb konferenciaközlemény Conference paper 31 0 Egyéb konferenciakötet Conference proceedings 32 0 Oltalmi formák Protection forms 26 0 Disszertáció Thesis 28 1 Egyéb Miscellaneous 29 0 Alkotás Achievement 22 0 Kutatási adat Research data 33 0 Folyóiratcikk Journal Article 24 0 0 0 Könyvrészlet Chapter in Book 25 0 0 0 Könyv Book 23 0 0 0 Egyéb konferenciaközlemény Conference paper 31 0 0 0 Egyéb konferenciakötet Conference proceedings 32 0 0 0 Oltalmi formák Protection forms 26 0 0 0 Disszertáció Thesis 28 0 0 0 Egyéb Miscellaneous 29 0 0 0 Alkotás Achievement 22 0 0 0 Kutatási adat Research data 33 0 0 0 2023 0 2 2 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Vida Rolland true 10000693 true Vida Rolland true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 99946349 /api/authorship/99946349 5 0.2 false true false Author 10061392 /api/author/10061392 Rajab Husam true 10061392 true Rajab Husam true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PublicationIdentifier 20387686 /api/publicationidentifier/20387686 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 /api/publicationsourcetype/10001 true true true DOI DOI https://doi.org/@@@ true true 6 true IDENTICAL 10.1109/JSEN.2021.3134817 https://doi.org/10.1109/JSEN.2021.3134817 false true PublicationIdentifier 21695105 /api/publicationidentifier/21695105 PlainSource 1 /api/publicationsource/1 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true WoS WoS https://www.webofscience.com/wos/woscc/full-record/@@@ true true 1 true IDENTICAL 000811704400025 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Google scholar http://scholar.Google.com/scholar?hl=en&lr=&cluster=@@@ true true 12 true 17965720966842921009 http://scholar.Google.com/scholar?hl=en&lr=&cluster=17965720966842921009 false true SjrRating 11322671 /api/sjrrating/11322671 13 0.1 journal RatingType 10002 /api/ratingtype/10002 sjr true true ClassificationExternal 3105 /api/classificationexternal/3105 true 3105 true D1 DIRECT true true /api/publication/32584660 <div class="JournalArticle Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <img title="Idézőközlemény" style="float: left" src="/frontend/resources/grid/publication-citation-icon.png"> <div class="autype autype0"> <span class="author-name" mtid="10000211"><a href="/gui2/?type=authors&mode=browse&sel=10000211" target="_blank">Cinkler Tibor (<span class="authorship-author-name">Cinkler Tibor</span> <span class="authorAux-mtmt"> Távközlés</span>) </a> </span> <span class="author-affil"><span title="Budapesti Műszaki és Gazdaságtudományi Egyetem">BME</span>/<span title="Villamosmérnöki és Informatikai Kar">VIK</span>/Távközlési és Médiainformatikai Tanszék</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Nagy Kristof </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10030436"><a href="/gui2/?type=authors&mode=browse&sel=10030436" target="_blank">Simon Csaba (<span class="authorship-author-name">Simon Csaba</span> <span class="authorAux-mtmt"> Informatikai tudományok</span>) </a> </span> <span class="author-affil"><span title="Budapesti Műszaki és Gazdaságtudományi Egyetem">BME</span>/<span title="Villamosmérnöki és Informatikai Kar">VIK</span>/Távközlési és Médiainformatikai Tanszék</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10000693"><a href="/gui2/?type=authors&mode=browse&sel=10000693" target="_blank">Vida Rolland (<span class="authorship-author-name">Vida Rolland</span> <span class="authorAux-mtmt"> Számítógép hálózatok</span>) </a> </span> <span class="author-affil"><span title="Budapesti Műszaki és Gazdaságtudományi Egyetem">BME</span>/<span title="Villamosmérnöki és Informatikai Kar">VIK</span>/Távközlési és Médiainformatikai Tanszék</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10061392"><a href="/gui2/?type=authors&mode=browse&sel=10061392" target="_blank">Rajab Husam (<span class="authorship-author-name">Rajab Husam</span> <span class="authorAux-mtmt"> informatikai tudományok</span>) </a> </span> <span class="author-affil"><span title="Budapesti Műszaki és Gazdaságtudományi Egyetem">BME</span>/<span title="Villamosmérnöki és Informatikai Kar">VIK</span>/Távközlési és Médiainformatikai Tanszék</span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;32584660" target="_blank">Two-Phase Sensor Decision: Machine-Learning for Bird Sound Recognition and Vineyard Protection</a></div> <div> <span class="journal-title">IEEE SENSORS JOURNAL</span> <span class="journal-issn">(<a target="_blank" href="https://portal.issn.org/resource/ISSN/1530-437X">1530-437X</a> <a target="_blank" href="https://portal.issn.org/resource/ISSN/1558-1748">1558-1748</a>)</span>: <span class="journal-volume">22</span> <span class="journal-issue">12</span> <span class="page"> pp 11393-11404 </span> <span class="year">(2022)</span> </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Nyelv: Angol | </span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="10.1109/JSEN.2021.3134817" target="_blank" href="https://doi.org/10.1109/JSEN.2021.3134817"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="000811704400025" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/000811704400025"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="85121765083" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85121765083"> Scopus </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="https://ieeexplore.ieee.org/document/9646968/" target="_blank" href="https://ieeexplore.ieee.org/document/9646968/"> Egyéb URL </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="17965720966842921009" target="_blank" href="http://scholar.Google.com/scholar?hl=en&lr=&cluster=17965720966842921009"> Google scholar </a> </span> </span> <OnlyViewableByAuthor><div class="ratings"> <div class="journal-subject">Folyóirat szakterülete: Scopus - Instrumentation&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;D1</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Electrical and Electronic Engineering&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> </div></OnlyViewableByAuthor> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 13</span> | Független: 13 | Függő: 0 | Nem jelölt: 0 | WoS jelölt: 10 | Scopus jelölt:&nbsp;1 | WoS/Scopus jelölt:&nbsp;10 | DOI jelölt:&nbsp;12 </div> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;32584660&sort=publishedYear,desc&sort=title"> Idézett közlemények száma: 5 </a> </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 32584660</span> | <span class="status-data status-APPROVED"> Nyilvános </span> Forrás Idéző | <span class="type-subtype">Folyóiratcikk ( Szakcikk ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Utolsó módosítás: 2025.09.24. 15:10 Andódy Katalin (BME admin4) </div> <pre class="comment" style="margin-top: 0; margin-bottom: 0;"><u>Megjegyzés</u>: Export Date: 19 September 2022 Correspondence Address: Cinkler, T.; Budapest University of Technology and Economics, Hungary; email: cinkler@tmit.bme.hu</pre> </div></div>