{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,24]],"date-time":"2026-04-24T00:51:17Z","timestamp":1776991877597,"version":"3.51.4"},"reference-count":28,"publisher":"Wiley","license":[{"start":{"date-parts":[[2018,7,15]],"date-time":"2018-07-15T00:00:00Z","timestamp":1531612800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61773159"],"award-info":[{"award-number":["61773159"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61473117"],"award-info":[{"award-number":["61473117"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2018JJ2093"],"award-info":[{"award-number":["2018JJ2093"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2017JJ4031"],"award-info":[{"award-number":["2017JJ4031"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2016TP1018"],"award-info":[{"award-number":["2016TP1018"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61773159"],"award-info":[{"award-number":["61773159"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61473117"],"award-info":[{"award-number":["61473117"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2018JJ2093"],"award-info":[{"award-number":["2018JJ2093"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2017JJ4031"],"award-info":[{"award-number":["2017JJ4031"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2016TP1018"],"award-info":[{"award-number":["2016TP1018"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["61773159"],"award-info":[{"award-number":["61773159"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["61473117"],"award-info":[{"award-number":["61473117"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["2018JJ2093"],"award-info":[{"award-number":["2018JJ2093"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["2017JJ4031"],"award-info":[{"award-number":["2017JJ4031"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["2016TP1018"],"award-info":[{"award-number":["2016TP1018"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["61773159"],"award-info":[{"award-number":["61773159"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["61473117"],"award-info":[{"award-number":["61473117"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["2018JJ2093"],"award-info":[{"award-number":["2018JJ2093"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["2017JJ4031"],"award-info":[{"award-number":["2017JJ4031"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004735","name":"Natural Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["2016TP1018"],"award-info":[{"award-number":["2016TP1018"]}],"id":[{"id":"10.13039\/501100004735","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Key Laboratory for Electric Drive Control and Intelligent Equipment of Hunan Province","award":["61773159"],"award-info":[{"award-number":["61773159"]}]},{"name":"Key Laboratory for Electric Drive Control and Intelligent Equipment of Hunan Province","award":["61473117"],"award-info":[{"award-number":["61473117"]}]},{"name":"Key Laboratory for Electric Drive Control and Intelligent Equipment of Hunan Province","award":["2018JJ2093"],"award-info":[{"award-number":["2018JJ2093"]}]},{"name":"Key Laboratory for Electric Drive Control and Intelligent Equipment of Hunan Province","award":["2017JJ4031"],"award-info":[{"award-number":["2017JJ4031"]}]},{"name":"Key Laboratory for Electric Drive Control and Intelligent Equipment of Hunan Province","award":["2016TP1018"],"award-info":[{"award-number":["2016TP1018"]}]},{"DOI":"10.13039\/501100012269","name":"Science and Technology Innovative Research Team in Higher Educational Institutions of Hunan Province","doi-asserted-by":"crossref","award":["61773159"],"award-info":[{"award-number":["61773159"]}],"id":[{"id":"10.13039\/501100012269","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100012269","name":"Science and Technology Innovative Research Team in Higher Educational Institutions of Hunan Province","doi-asserted-by":"crossref","award":["61473117"],"award-info":[{"award-number":["61473117"]}],"id":[{"id":"10.13039\/501100012269","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100012269","name":"Science and Technology Innovative Research Team in Higher Educational Institutions of Hunan Province","doi-asserted-by":"crossref","award":["2018JJ2093"],"award-info":[{"award-number":["2018JJ2093"]}],"id":[{"id":"10.13039\/501100012269","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100012269","name":"Science and Technology Innovative Research Team in Higher Educational Institutions of Hunan Province","doi-asserted-by":"crossref","award":["2017JJ4031"],"award-info":[{"award-number":["2017JJ4031"]}],"id":[{"id":"10.13039\/501100012269","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100012269","name":"Science and Technology Innovative Research Team in Higher Educational Institutions of Hunan Province","doi-asserted-by":"crossref","award":["2016TP1018"],"award-info":[{"award-number":["2016TP1018"]}],"id":[{"id":"10.13039\/501100012269","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Control Science and Engineering"],"published-print":{"date-parts":[[2018,7,15]]},"abstract":"<jats:p>The model is difficult to establish because the principle of the locomotive adhesion process is complex. This paper presents a data-driven adhesion status fault diagnosis method based on deep learning theory. The adhesion coefficient and creep speed of a locomotive constitute the characteristic vector. The sparse autoencoder unsupervised learning network studies the input vector, and the single-layer network is superimposed to form a deep neural network. Finally, a small amount of labeled data is used to fine-tune training the entire deep neural network, and the locomotive adhesion state fault diagnosis model is established. Experimental results show that the proposed method can achieve a 99.3% locomotive adhesion state diagnosis accuracy and satisfy actual engineering monitoring requirements.<\/jats:p>","DOI":"10.1155\/2018\/8676387","type":"journal-article","created":{"date-parts":[[2018,7,15]],"date-time":"2018-07-15T23:31:44Z","timestamp":1531697504000},"page":"1-9","source":"Crossref","is-referenced-by-count":33,"title":["Deep Sparse Autoencoder for Feature Extraction and Diagnosis of Locomotive Adhesion Status"],"prefix":"10.1155","volume":"2018","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9800-3984","authenticated-orcid":true,"given":"Changfan","family":"Zhang","sequence":"first","affiliation":[{"name":"College of Electrical and Information Engineering, Hunan University of Technology, Zhuzhou 412000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiang","family":"Cheng","sequence":"additional","affiliation":[{"name":"College of Electrical and Information Engineering, Hunan University of Technology, Zhuzhou 412000, China"},{"name":"CHNV Technology Co., Ltd., Dongguan 523000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianhua","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Electrical and Information Engineering, Hunan University of Technology, Zhuzhou 412000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3650-3270","authenticated-orcid":true,"given":"Jing","family":"He","sequence":"additional","affiliation":[{"name":"College of Electrical and Information Engineering, Hunan University of Technology, Zhuzhou 412000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guangwei","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Electrical and Information Engineering, Hunan University of Technology, Zhuzhou 412000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1155\/2017\/8419295"},{"issue":"2","key":"2","first-page":"194","volume":"32","year":"2017","journal-title":"International Journal of Robotics and Automation"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2015.2494041"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.3390\/s151229908"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1186\/1752-0509-9-S5-S1"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-016-9506-6"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1162\/NECO_a_00849"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1016\/j.specom.2015.12.003"},{"issue":"4","key":"10","volume":"17","year":"2017","journal-title":"Sensors"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1162\/neco.2006.18.7.1527"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.3390\/s17040818"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1155\/2017\/1026759"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.3390\/s16060895"},{"issue":"2","key":"15","volume":"17","year":"2017","journal-title":"Sensors"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1115\/JRC2017-2222"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1155\/2017\/5670849"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-013-5337-8"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1016\/j.tcs.2015.06.048"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1080\/2150704X.2015.1074756"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-015-1444-y"},{"issue":"1","key":"24","volume":"17","year":"2017","journal-title":"Sensors"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2016.03.008"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1038\/381607a0"},{"key":"27","year":"2016","journal-title":"Springer International Publishing"},{"issue":"119","key":"28","volume":"35","year":"2016","journal-title":"IEEE Transactions on Medical Imaging"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1016\/j.sigpro.2015.09.008"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.3233\/BME-151454"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2016.01.082"}],"container-title":["Journal of Control Science and Engineering"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/jcse\/2018\/8676387.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jcse\/2018\/8676387.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jcse\/2018\/8676387.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,5,19]],"date-time":"2020-05-19T20:38:14Z","timestamp":1589920694000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/jcse\/2018\/8676387\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7,15]]},"references-count":28,"alternative-id":["8676387","8676387"],"URL":"https:\/\/doi.org\/10.1155\/2018\/8676387","relation":{},"ISSN":["1687-5249","1687-5257"],"issn-type":[{"value":"1687-5249","type":"print"},{"value":"1687-5257","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,7,15]]}}}