{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T13:01:50Z","timestamp":1780318910831,"version":"3.54.1"},"reference-count":42,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"name":"Meter Development Division Area 3 (Southern) Yala Province Provincial Electricity Authority (PEA), Thailand"},{"DOI":"10.13039\/501100010804","name":"Department of Electrical Engineering, Faculty of Engineering, Prince of Songkla University (PSU), under the PEA-PSU Program","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100010804","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2023]]},"DOI":"10.1109\/access.2023.3274543","type":"journal-article","created":{"date-parts":[[2023,5,10]],"date-time":"2023-05-10T23:51:57Z","timestamp":1683762717000},"page":"46522-46540","source":"Crossref","is-referenced-by-count":19,"title":["Unbalanced Data Handling Techniques for Classifying Energy Theft and Defective Meters in the Provincial Electricity Authority of Thailand"],"prefix":"10.1109","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0416-6182","authenticated-orcid":false,"given":"Supakan","family":"Janthong","sequence":"first","affiliation":[{"name":"Department of Electrical Engineering, Faculty of Engineering, Prince of Songkla University, Songkhla, Thailand"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kusumal","family":"Chalermyanont","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Faculty of Engineering, Prince of Songkla University, Songkhla, Thailand"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1307-6405","authenticated-orcid":false,"given":"Rakkrit","family":"Duangsoithong","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Faculty of Engineering, Prince of Songkla University, Songkhla, Thailand"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2020.2994116"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CAC48633.2019.8997367"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ISGT.2016.7781159"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/IRI.2018.00018"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3150047"},{"key":"ref37","year":"2020","journal-title":"State Grid Corporation of China New Energy Development Report"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3113592"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/HICSS.2012.552"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.physrep.2006.11.001"},{"key":"ref30","first-page":"2251","article-title":"Wavelet based feature extraction and multiple classifiers for electricity fraud detection","author":"jiang","year":"2000","journal-title":"Proc IEEE\/PES Transmiss Distrib Conf Exhib"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2021.107329"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2021.3127649"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/PESGM.2017.8273852"},{"key":"ref32","year":"2023","journal-title":"Keras application models"},{"key":"ref2","first-page":"1","year":"2016","journal-title":"Knowledge of loss of electricity"},{"key":"ref1","year":"2021","journal-title":"Provincial Electricity Authority Performance Report According to the PEA Operational Plan for the Year 2021 Quarter 1&#x2013;4"},{"key":"ref17","doi-asserted-by":"crossref","first-page":"2778","DOI":"10.3390\/en15082778","article-title":"Synthetic theft attacks and long short term memory-based preprocessing for electricity theft detection using gated recurrent unit","volume":"15","author":"javaid","year":"2022","journal-title":"Energies"},{"key":"ref39","year":"2022","journal-title":"Open Energy Data Initiative (OEDI)"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijepes.2020.106448"},{"key":"ref38","year":"2010","journal-title":"CER Smart Metering Project Electricity Customer Behaviour Trial"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/9136206"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/CEC48606.2020.9185822"},{"key":"ref24","first-page":"1322","article-title":"ADASYN: Adaptive synthetic sampling approach for imbalanced learning","author":"he","year":"2008","journal-title":"Proc IEEE Int Joint Conf Neural Netw"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.epsr.2021.107415"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.egyr.2022.11.072"},{"key":"ref25","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1186\/s40537-019-0197-0","article-title":"A survey on image data augmentation for deep learning","volume":"6","author":"shorten","year":"2019","journal-title":"J Big Data"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.epsr.2020.106904"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/IWCMC48107.2020.9148453"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TPWRS.2019.2943115"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2017.2785963"},{"key":"ref21","article-title":"An attention-based wide and deep CNN with dilated convolutions for detecting electricity theft considering imbalanced data","volume":"214","author":"xia","year":"2022","journal-title":"Electr Power Syst Res"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3064858"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1155\/2019\/4136874"},{"key":"ref29","article-title":"Wavelet transforms in time series analysis","author":"tangborn","year":"2019"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCB.2012.2187280"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-019-0192-5"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.105845"},{"key":"ref4","year":"2023","journal-title":"Automated Meter Reading (AMR) Technology"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2021.111205"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ECTICon.2015.7206996"},{"key":"ref5","first-page":"45","article-title":"Operation manual project to develop unit reading with automation","year":"2012","journal-title":"Meter System Development Division"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijepes.2021.107085"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/10005208\/10121758.pdf?arnumber=10121758","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,12]],"date-time":"2023-06-12T18:24:35Z","timestamp":1686594275000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10121758\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"references-count":42,"URL":"https:\/\/doi.org\/10.1109\/access.2023.3274543","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023]]}}}