{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,7,25]],"date-time":"2024-07-25T11:49:15Z","timestamp":1721908155609},"reference-count":31,"publisher":"Oxford University Press (OUP)","issue":"4","license":[{"start":{"date-parts":[[2021,2,15]],"date-time":"2021-02-15T00:00:00Z","timestamp":1613347200000},"content-version":"vor","delay-in-days":3,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,7,25]]},"abstract":"Abstract<\/jats:title>\n The use of batteries became essential in our daily life in electronic devices, electric vehicles and energy storage systems in general terms. As they play a key role in many devices, their design and implementation must follow a thorough test process to check their features at different operating points. In this circumstance, the appearance of any kind of deviation from the expected operation must be detected. This research deals with real data registered during the testing phase of a lithium iron phosphate\u2014LiFePO4\u2014battery. The process is divided into four different working points, alternating charging, discharging and resting periods. This work proposes a hybrid classifier, based on one-class techniques, whose aim is to detect anomalous situations during the battery test. The faults are created by modifying the measured cell temperature a slight ratio from their real value. A detailed analysis of each technique performance is presented. The average performance of the chosen classifier presents successful results.<\/jats:p>","DOI":"10.1093\/jigpal\/jzab011","type":"journal-article","created":{"date-parts":[[2021,1,23]],"date-time":"2021-01-23T15:52:58Z","timestamp":1611417178000},"page":"679-694","source":"Crossref","is-referenced-by-count":11,"title":["A One-class Classifier Based on a Hybrid Topology to Detect Faults in Power Cells"],"prefix":"10.1093","volume":"30","author":[{"given":"Esteban","family":"Jove","sequence":"first","affiliation":[{"name":"CTC, Department of Industrial Engineering , CITIC, University of A Coru\u00f1a, Avda. 19 de febrero s\/n, 15405, Ferrol, A Coru\u00f1a, Spain"}]},{"given":"Jos\u00e9-Luis","family":"Casteleiro-Roca","sequence":"additional","affiliation":[{"name":"CTC, Department of Industrial Engineering , CITIC, University of A Coru\u00f1a, Avda. 19 de febrero s\/n, 15405, Ferrol, A Coru\u00f1a, Spain"}]},{"given":"H\u00e9ctor","family":"Quinti\u00e1n","sequence":"additional","affiliation":[{"name":"CTC, Department of Industrial Engineering , CITIC, University of A Coru\u00f1a, Avda. 19 de febrero s\/n, 15405, Ferrol, A Coru\u00f1a, Spain"}]},{"given":"Francisco","family":"Zayas-Gato","sequence":"additional","affiliation":[{"name":"CTC, Department of Industrial Engineering , CITIC, University of A Coru\u00f1a, Avda. 19 de febrero s\/n, 15405, Ferrol, A Coru\u00f1a, Spain"}]},{"given":"Gianni","family":"Vercelli","sequence":"additional","affiliation":[{"name":"Department of Informatics , Bioengineering, Robotics, and Systems Engineering, University of Genoa, Viale Causa 13, 16145 Genova, Italia"}]},{"given":"Jos\u00e9 Luis","family":"Calvo-Rolle","sequence":"additional","affiliation":[{"name":"CTC, Department of Industrial Engineering , CITIC, University of A Coru\u00f1a, Avda. 19 de febrero s\/n, 15405, Ferrol, A Coru\u00f1a, Spain"}]}],"member":"286","published-online":{"date-parts":[[2021,2,12]]},"reference":[{"key":"2022072013381653200_ref1","article-title":"PNGV battery test manual","year":"2001"},{"key":"2022072013381653200_ref2","article-title":"LiFeBATT X-1P 8Ah 38123 cell","year":"2011"},{"key":"2022072013381653200_ref3","first-page":"825","article-title":"Bioinspired hybrid model to predict the hydrogen inlet fuel cell flow change of an energy storage system","volume":"7","author":"Alaiz-Moret\u00f3n","year":"2019","journal-title":"PRO"},{"key":"2022072013381653200_ref4","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1049\/ip-vis:19941330","article-title":"Novelty detection and neural network validation","volume":"141","author":"Bishop","year":"1994","journal-title":"IEE Proceedings\u2014Vision, Image and Signal Processing"},{"key":"2022072013381653200_ref5","doi-asserted-by":"crossref","first-page":"1145","DOI":"10.1016\/S0031-3203(96)00142-2","article-title":"The use of the area under the ROC curve in the evaluation of machine learning algorithms","volume":"30","author":"Bradley","year":"1997","journal-title":"Pattern Recognition"},{"key":"2022072013381653200_ref6","doi-asserted-by":"crossref","first-page":"854","DOI":"10.1016\/j.patcog.2013.08.007","article-title":"Approximate polytope ensemble for one-class classification","volume":"47","author":"Casale","year":"2014","journal-title":"Pattern Recognition"},{"key":"2022072013381653200_ref7","doi-asserted-by":"crossref","DOI":"10.1155\/2017\/9640546","article-title":"Power cell SOC modelling for intelligent virtual sensor implementation","volume":"2017","author":"Casteleiro-Roca","year":"2017","journal-title":"Journal of Sensors"},{"key":"2022072013381653200_ref8","doi-asserted-by":"crossref","first-page":"2485","DOI":"10.3390\/s19112485","article-title":"Short-term energy demand forecast in hotels using hybrid intelligent modeling","volume":"19","author":"Casteleiro-Roca","year":"2019","journal-title":"Sensors"},{"key":"2022072013381653200_ref9","doi-asserted-by":"crossref","first-page":"492","DOI":"10.4995\/riai.2019.10986","article-title":"Intelligent hybrid system for the prediction of the voltage-current characteristic curve of a hydrogen-based fuel cell","volume":"16","author":"Casteleiro-Roca","year":"2019","journal-title":"Revista Iberoamericana de Autom\u00e1tica e Inform\u00e1tica industrial"},{"key":"2022072013381653200_ref10","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1145\/1541880.1541882","article-title":"Anomaly detection: A survey","volume":"41","author":"Chandola","year":"2009","journal-title":"ACM Computing Surveys"},{"key":"2022072013381653200_ref11","first-page":"1997","article-title":"Modeling, estimation, and control challenges for lithium-ion batteries","volume-title":"American Control Conference (ACC)","author":"Chaturvedi","year":"2010"},{"key":"2022072013381653200_ref12","first-page":"1","article-title":"Batteries and super-capacitors","volume-title":"2012 IEEE Power Engineering Society Conference and Exposition in Africa (PowerAfrica)","author":"Chukwuka","year":"2012"},{"key":"2022072013381653200_ref13","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1016\/j.patrec.2005.10.010","article-title":"An introduction to ROC analysis","volume":"27","author":"Fawcett","year":"2006","journal-title":"Pattern Recognition Letters"},{"key":"2022072013381653200_ref14","doi-asserted-by":"crossref","first-page":"570","DOI":"10.1093\/jigpal\/jzz054","article-title":"Wind power with energy storage arbitrage in day-ahead market by a stochastic MILP approach","volume":"28","author":"Gomes","year":"2020","journal-title":"Logic Journal of the IGPL"},{"key":"2022072013381653200_ref15","article-title":"Worldwide number of battery electric vehicles in use from 2012 to 2018","author":"Wagner","year":"2019"},{"key":"2022072013381653200_ref16","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/ICSIMA.2013.6717978","article-title":"State of charge estimation of a lithium-ion battery for electric vehicle based on particle swarm optimization","volume-title":"2013 IEEE International Conference on Smart Instrumentation, Measurement and Applications (ICSIMA)","author":"Ismail","year":"2013"},{"key":"2022072013381653200_ref17","doi-asserted-by":"crossref","first-page":"950","DOI":"10.1109\/34.310693","article-title":"Fast Parzen density estimation using clustering-based branch and bound","volume":"16","author":"Jeon","year":"1994","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"2022072013381653200_ref18","first-page":"492","article-title":"An intelligent model to predict ANI in patients undergoing general anesthesia","volume-title":"International Joint Conference SOCO\u201917-CISIS\u201917-ICEUTE\u201917","author":"Jove","year":"2018"},{"key":"2022072013381653200_ref19","doi-asserted-by":"crossref","first-page":"487","DOI":"10.1093\/jigpal\/jzz056","article-title":"Missing data imputation over academic records of electrical engineering students","volume":"28","author":"Jove","year":"2020","journal-title":"Logic Journal of the IGPL"},{"key":"2022072013381653200_ref20","first-page":"399","article-title":"Outlier generation and anomaly detection based on intelligent one-class techniques over a bicomponent mixing system","volume-title":"International Workshop on Soft Computing Models in Industrial and Environmental Applications","author":"Jove","year":"2019"},{"key":"2022072013381653200_ref21","doi-asserted-by":"crossref","first-page":"84","DOI":"10.4995\/riai.2019.11055","article-title":"Anomaly detection based on intelligent techniques over a bicomponent production plant used on wind generator blades manufacturing","volume":"17","author":"Jove","year":"2020","journal-title":"Revista Iberoamericana de Autom\u00e1tica e Inform\u00e1tica industrial"},{"key":"2022072013381653200_ref22","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1016\/j.inffus.2020.08.011","article-title":"A new method for anomaly detection based on non-convex boundaries with random two-dimensional projections","volume":"65","author":"Jove","year":"2021","journal-title":"Information Fusion"},{"key":"2022072013381653200_ref23","doi-asserted-by":"crossref","first-page":"1859","DOI":"10.1016\/j.neucom.2008.05.003","article-title":"Minimum spanning tree based one-class classifier","volume":"72","author":"Juszczak","year":"2009","journal-title":"Neurocomputing"},{"key":"2022072013381653200_ref24","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1145\/505241.505243","article-title":"An optimal minimum spanning tree algorithm","volume":"49","author":"Pettie","year":"2002","journal-title":"Journal of the ACM"},{"key":"2022072013381653200_ref25","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/COMPEL.2010.5562425","article-title":"A grid-tie battery energy storage system","volume-title":"2010 IEEE 12th Workshop on Control and Modeling for Power Electronics (COMPEL)","author":"Qian","year":"2010"},{"key":"2022072013381653200_ref26","doi-asserted-by":"crossref","first-page":"525","DOI":"10.1016\/S0167-8655(97)00049-4","article-title":"Outliers in statistical pattern recognition and an application to automatic chromosome classification","volume":"18","author":"Ritter","year":"1997","journal-title":"Pattern Recognition Letters"},{"key":"2022072013381653200_ref27","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1109\/DEPCOS-RELCOMEX.2006.38","article-title":"Normalization as a preprocessing engine for data mining and the approach of preference matrix","volume-title":"2006 International Conference on Dependability of Computer Systems","author":"Shalabi","year":"2006"},{"key":"2022072013381653200_ref28","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/PESGM.2012.6345071","article-title":"Survey of battery energy storage systems and modeling techniques","volume-title":"2012 IEEE Power and Energy Society General Meeting","author":"Sparacino","year":"2012"},{"key":"2022072013381653200_ref29","volume-title":"One-Class Classification: Concept-Learning in the Absence of Counter-Examples","author":"Tax","year":"2001"},{"key":"2022072013381653200_ref30","article-title":"Lithium-ion battery","author":"Wikipedia","year":"2014"},{"key":"2022072013381653200_ref31","first-page":"600","article-title":"A PCA classifier and its application in vehicle detection","volume-title":"IJCNN\u201901: International Joint Conference on Neural Networks","author":"Wu","year":"2001"}],"container-title":["Logic Journal of the IGPL"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/academic.oup.com\/jigpal\/article-pdf\/30\/4\/679\/45027483\/jzab011.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/academic.oup.com\/jigpal\/article-pdf\/30\/4\/679\/45027483\/jzab011.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,20]],"date-time":"2022-07-20T13:40:05Z","timestamp":1658324405000},"score":1,"resource":{"primary":{"URL":"https:\/\/academic.oup.com\/jigpal\/article\/30\/4\/679\/6133594"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,2,12]]},"references-count":31,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2021,2,12]]},"published-print":{"date-parts":[[2022,7,25]]}},"URL":"https:\/\/doi.org\/10.1093\/jigpal\/jzab011","relation":{},"ISSN":["1367-0751","1368-9894"],"issn-type":[{"value":"1367-0751","type":"print"},{"value":"1368-9894","type":"electronic"}],"subject":[],"published-other":{"date-parts":[[2022,7,19]]},"published":{"date-parts":[[2021,2,12]]}}}