{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T03:49:13Z","timestamp":1747194553251,"version":"3.40.5"},"reference-count":14,"publisher":"SAGE Publications","issue":"10","license":[{"start":{"date-parts":[[2019,10,1]],"date-time":"2019-10-01T00:00:00Z","timestamp":1569888000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"funder":[{"name":"University Science Research Project of Jiangsu Province","award":["No.19KJB470024"],"award-info":[{"award-number":["No.19KJB470024"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["51875100; 61673108; 41674133"],"award-info":[{"award-number":["51875100; 61673108; 41674133"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Science Application Basic Research Program of Xuzhou City","award":["No.KC18015"],"award-info":[{"award-number":["No.KC18015"]}]}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Distributed Sensor Networks"],"published-print":{"date-parts":[[2019,10]]},"abstract":"<jats:p> Water inrush occurred in mines, threatens the safety of working miners which triggers severe accidents in China. To make full use of existing distinctive hydro chemical and physical characteristics of different aquifers and different water sources, this article proposes a new water source discrimination method using laser-induced fluorescence technology and generative adversarial nets. The fluorescence spectrum from the water sample is stimulated by 405-nm lasers and improved by recursive mean filtering method to alleviate interference and auto-correlation to enhance the feature difference. Based on generative adversarial nets framework and improved spectra features, the article proposes a novel water source discrimination-generative adversarial nets model in mines to solve the problem of data limitation and improve the discrimination ability. The results show that the proposed method is an effective method to distinguish water inrush types. It provides a new idea to discriminate the sources of water inrush in mines timely and accurately. <\/jats:p>","DOI":"10.1177\/1550147719884894","type":"journal-article","created":{"date-parts":[[2019,10,24]],"date-time":"2019-10-24T11:27:06Z","timestamp":1571916426000},"page":"155014771988489","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":4,"title":["Generative adversarial nets in laser-induced fluorescence spectrum image recognition of mine water inrush"],"prefix":"10.1177","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7326-622X","authenticated-orcid":false,"given":"Jing","family":"Li","sequence":"first","affiliation":[{"name":"School of Information Engineering, Nanjing Audit University, Nanjing, China"}]},{"given":"Yong","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Information and Electrical Engineering, Xuzhou College of Industrial Technology, Xuzhou, China"},{"name":"School of Information Engineering, Southeast University, Nanjing, China"}]},{"given":"Hongmei","family":"Ge","sequence":"additional","affiliation":[{"name":"School of Information Engineering, Nanjing Audit University, Nanjing, China"}]},{"given":"Yong","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Information and Electrical Engineering, Xuzhou College of Industrial Technology, Xuzhou, China"}]},{"given":"Li","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Information Engineering, Southeast University, Nanjing, China"}]}],"member":"179","published-online":{"date-parts":[[2019,10,24]]},"reference":[{"key":"bibr1-1550147719884894","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2866506"},{"key":"bibr2-1550147719884894","doi-asserted-by":"publisher","DOI":"10.1007\/s12665-016-6239-4"},{"key":"bibr3-1550147719884894","doi-asserted-by":"publisher","DOI":"10.12785\/amis\/070349"},{"key":"bibr4-1550147719884894","doi-asserted-by":"publisher","DOI":"10.1109\/MGRS.2017.2762307"},{"issue":"4","key":"bibr5-1550147719884894","first-page":"561","volume":"38","author":"Wu J","year":"2013","journal-title":"J Chin Coal Soc"},{"key":"bibr6-1550147719884894","doi-asserted-by":"publisher","DOI":"10.1007\/s12665-013-2888-8"},{"key":"bibr7-1550147719884894","doi-asserted-by":"publisher","DOI":"10.1016\/j.enggeo.2012.06.004"},{"key":"bibr8-1550147719884894","doi-asserted-by":"publisher","DOI":"10.1007\/s10230-015-0352-6"},{"key":"bibr9-1550147719884894","doi-asserted-by":"publisher","DOI":"10.1007\/s13201-014-0169-7"},{"key":"bibr10-1550147719884894","doi-asserted-by":"publisher","DOI":"10.1007\/s11269-016-1352-4"},{"key":"bibr11-1550147719884894","first-page":"1135","volume":"51","author":"Yang Y","year":"2016","journal-title":"Chem Engineer Trans"},{"first-page":"2672","volume-title":"Proceedings of the 27th international conference on neural information processing systems","author":"Goodfellow IJ","key":"bibr12-1550147719884894"},{"first-page":"146","volume-title":"Proceedings of the international conference on information processing in medical imaging","author":"Schlegl T","key":"bibr14-1550147719884894"},{"key":"bibr15-1550147719884894","first-page":"9718951","volume":"2018","author":"Peng W","year":"2018","journal-title":"J Electr Comput Eng"}],"container-title":["International Journal of Distributed Sensor Networks"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/1550147719884894","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/1550147719884894","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/1550147719884894","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,24]],"date-time":"2019-10-24T11:27:10Z","timestamp":1571916430000},"score":1,"resource":{"primary":{"URL":"http:\/\/journals.sagepub.com\/doi\/10.1177\/1550147719884894"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,10]]},"references-count":14,"journal-issue":{"issue":"10","published-online":{"date-parts":[[2019,10,24]]},"published-print":{"date-parts":[[2019,10]]}},"alternative-id":["10.1177\/1550147719884894"],"URL":"https:\/\/doi.org\/10.1177\/1550147719884894","relation":{},"ISSN":["1550-1477","1550-1477"],"issn-type":[{"type":"print","value":"1550-1477"},{"type":"electronic","value":"1550-1477"}],"subject":[],"published":{"date-parts":[[2019,10]]}}}