{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,23]],"date-time":"2026-06-23T15:42:10Z","timestamp":1782229330733,"version":"3.54.5"},"reference-count":26,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100018552","name":"Science and Technology Project of Shenzhen","doi-asserted-by":"publisher","award":["CJGJZD20220517141405012"],"award-info":[{"award-number":["CJGJZD20220517141405012"]}],"id":[{"id":"10.13039\/501100018552","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100018552","name":"Science and Technology Project of Shenzhen","doi-asserted-by":"publisher","award":["JSGG20220831105800002"],"award-info":[{"award-number":["JSGG20220831105800002"]}],"id":[{"id":"10.13039\/501100018552","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Shenzhen Excellent Innovative Talents","award":["RCYX20221008093036022"],"award-info":[{"award-number":["RCYX20221008093036022"]}]},{"name":"Chinese Academy of Sciences President\u2019s International Fellowship Initiative","award":["2025PVA0112"],"award-info":[{"award-number":["2025PVA0112"]}]},{"DOI":"10.13039\/501100019337","name":"Guangdong Special Support Plan Science and Technology Innovation Young Top-notch Talents","doi-asserted-by":"publisher","award":["2023TQ07L745"],"award-info":[{"award-number":["2023TQ07L745"]}],"id":[{"id":"10.13039\/501100019337","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Instrum. Meas."],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/tim.2025.3583374","type":"journal-article","created":{"date-parts":[[2025,6,26]],"date-time":"2025-06-26T13:42:34Z","timestamp":1750945354000},"page":"1-11","source":"Crossref","is-referenced-by-count":6,"title":["T2MFDF: An LLM-Enhanced Multimodal Fault Diagnosis Framework Integrating Time-Series and Textual Data"],"prefix":"10.1109","volume":"74","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-1966-9583","authenticated-orcid":false,"given":"Jiajing","family":"Zhou","sequence":"first","affiliation":[{"name":"Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2213-5489","authenticated-orcid":false,"given":"Yuanjun","family":"Guo","sequence":"additional","affiliation":[{"name":"University of Chinese Academy of Sciences, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8580-534X","authenticated-orcid":false,"given":"Zhile","family":"Yang","sequence":"additional","affiliation":[{"name":"University of Chinese Academy of Sciences, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-8963-8356","authenticated-orcid":false,"given":"Jinning","family":"Yang","sequence":"additional","affiliation":[{"name":"Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0243-7084","authenticated-orcid":false,"given":"Zhao","family":"An","sequence":"additional","affiliation":[{"name":"University of Chinese Academy of Sciences, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6657-0522","authenticated-orcid":false,"given":"Kang","family":"Li","sequence":"additional","affiliation":[{"name":"School of Electronic and Electrical Engineering, University of Leeds, Leeds, U.K."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3016-6197","authenticated-orcid":false,"given":"Se\u00e1n","family":"McLoone","sequence":"additional","affiliation":[{"name":"School of Electronics, Electrical Engineering and Computer Science, Queen&#x2019;s University Belfast, Belfast, U.K."}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.120696"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3232147"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1038\/nature14539"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.conengprac.2024.106229"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.3390\/s17020425"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2022.3179011"},{"key":"ref7","article-title":"XLSTM: Extended long short-term memory","author":"Beck","year":"2024","journal-title":"arXiv:2405.04517"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2020.2991796"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2024.109950"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2021.108616"},{"key":"ref11","first-page":"22419","article-title":"Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"34","author":"Xu"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i9.26317"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.measurement.2020.108655"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2024.3435508"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2021.3071232"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2023.3289549"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2024.3431074"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2024.112127"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.1810.04805"},{"key":"ref21","article-title":"GPT-4 technical report","volume-title":"arXiv:2303.08774","author":"Achiam","year":"2023"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1093\/nsr\/nwae403"},{"key":"ref23","first-page":"8748","article-title":"Learning transferable visual models from natural language supervision","volume-title":"Proc. Int. Conf. Mach. Learn.","volume":"139","author":"Radford"},{"key":"ref24","first-page":"28492","article-title":"Robust speech recognition via large-scale weak supervision","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Radford"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.emnlp-main.544"},{"key":"ref26","article-title":"Time-LLM: Time series forecasting by reprogramming large language models","volume-title":"arXiv:2310.01728","author":"Jin"}],"container-title":["IEEE Transactions on Instrumentation and Measurement"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/19\/10764799\/11052760.pdf?arnumber=11052760","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,11]],"date-time":"2025-07-11T17:43:52Z","timestamp":1752255832000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11052760\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":26,"URL":"https:\/\/doi.org\/10.1109\/tim.2025.3583374","relation":{},"ISSN":["0018-9456","1557-9662"],"issn-type":[{"value":"0018-9456","type":"print"},{"value":"1557-9662","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}