{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T03:00:50Z","timestamp":1778209250708,"version":"3.51.4"},"reference-count":27,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61972334"],"award-info":[{"award-number":["61972334"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/access.2024.3464529","type":"journal-article","created":{"date-parts":[[2024,9,20]],"date-time":"2024-09-20T17:26:04Z","timestamp":1726853164000},"page":"135535-135550","source":"Crossref","is-referenced-by-count":19,"title":["PSO-GA Hyperparameter Optimized ResNet-BiGRU-Based Intrusion Detection Method"],"prefix":"10.1109","volume":"12","author":[{"given":"Zhixin","family":"Xia","sequence":"first","affiliation":[{"name":"School of Information Science and Engineering, Yanshan University, Qinhuangdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Siyuan","family":"He","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Yanshan University, Qinhuangdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-5848-9957","authenticated-orcid":false,"given":"Changwei","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Yanshan University, Qinhuangdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6891-340X","authenticated-orcid":false,"given":"Yongshan","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Yanshan University, Qinhuangdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8840-1105","authenticated-orcid":false,"given":"Xiaolei","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Yanshan University, Qinhuangdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huifeng","family":"Bu","sequence":"additional","affiliation":[{"name":"No.9 Branch Company of Qinhuangdao Port Company Ltd., Qinhuangdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2021.102983"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2021.06.066"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1049\/iet-com.2019.0172"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2023.126959"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2021.09.040"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.ifacol.2021.04.118"},{"issue":"1","key":"ref7","first-page":"56","article-title":"Network intrusion detection model based on faster R-CNN deep learning","volume":"45","author":"Guifeng","year":"2021","journal-title":"J. Nanjing Univ. Sci. Technol."},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2023.04.018"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.aej.2023.12.061"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2020.102942"},{"issue":"2","key":"ref11","first-page":"448","article-title":"Evaluating neural networks using Bi-directional LSTM for network IDS (intrusion detection systems) in cybersecurity","volume-title":"Proc. Int. Conf. Comput. Syst. Appl. (ICCSA)","volume":"2","author":"Pooja"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2021.08.005"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2020.05.048"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.measurement.2021.110145"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2021.108365"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2023.103784"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"issue":"43","key":"ref18","first-page":"1910","article-title":"A new method for accuracy evaluation of multi-classification tasks based on confusion matrix","volume":"11","author":"Zhang","year":"2021","journal-title":"Comput. Eng. Sci."},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2023.103598"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2023.100709"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2024.111378"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.jestch.2022.101322"},{"issue":"3","key":"ref23","first-page":"202","article-title":"Network intrusion detection model based on fusion CNN-BiGRU and attention mechanism","volume":"10","author":"Yang","year":"2024","journal-title":"Inf. Secur. Res."},{"issue":"12","key":"ref24","first-page":"326","article-title":"Research on PSO-CNN intrusion detection based on random forest fusion","volume":"38","author":"Tan","year":"2021","journal-title":"Comput. Appl. Softw."},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2020.07.154"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.dajour.2023.100233"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.123014"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10380310\/10684706.pdf?arnumber=10684706","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,3]],"date-time":"2024-10-03T05:38:02Z","timestamp":1727933882000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10684706\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":27,"URL":"https:\/\/doi.org\/10.1109\/access.2024.3464529","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]}}}