{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,27]],"date-time":"2026-10-27T13:36:30Z","timestamp":1793108190804,"version":"4.5.0"},"reference-count":29,"publisher":"Royal Society of Chemistry (RSC)","issue":"21","license":[{"start":{"date-parts":[[2027,9,26]],"date-time":"2027-09-26T00:00:00Z","timestamp":1821916800000},"content-version":"am","delay-in-days":633,"URL":"http:\/\/rsc.li\/journals-terms-of-use"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62503459"],"award-info":[{"award-number":["62503459"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["rsc.org"],"crossmark-restriction":true},"short-container-title":["Analyst"],"abstract":"<jats:p>\n                    A DPSE multimodal fusion module classifies ores with LIBS and mineral images. It uses 1D depth-separable convolutions and a reconstruction branch for dimension alignment, achieving 96.13% accuracy on 17 ore datasets for\n                    <jats:italic>in-situ<\/jats:italic>\n                    mineral analysis.\n                  <\/jats:p>","DOI":"10.1039\/d6an01000h","type":"journal-article","created":{"date-parts":[[2026,9,26]],"date-time":"2026-09-26T00:42:57Z","timestamp":1790383377000},"page":"6369-6382","update-policy":"https:\/\/doi.org\/10.1039\/rsc_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Research on ore classification based on multimodal information fusion of LIBS spectral and image features"],"prefix":"10.1039","volume":"151","author":[{"given":"Yifan","family":"Yu","sequence":"first","affiliation":[{"name":"State Key Laboratory of Robotics and Intelligent Systems, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China"},{"name":"Liaoning Liaohe Laboratory, Shenyang 110169, China"},{"name":"University of Chinese Academy of Sciences, Beijing 100049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Peng","family":"Zhang","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Robotics and Intelligent Systems, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China"},{"name":"Liaoning Liaohe Laboratory, Shenyang 110169, China"},{"name":"University of Chinese Academy of Sciences, Beijing 100049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Junhao","family":"Fan","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Robotics and Intelligent Systems, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China"},{"name":"Liaoning Liaohe Laboratory, Shenyang 110169, China"},{"name":"University of Chinese Academy of Sciences, Beijing 100049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tong","family":"Chen","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Robotics and Intelligent Systems, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China"},{"name":"Liaoning Liaohe Laboratory, Shenyang 110169, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5002-2169","authenticated-orcid":false,"given":"Lanxiang","family":"Sun","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Robotics and Intelligent Systems, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China"},{"name":"Liaoning Liaohe Laboratory, Shenyang 110169, China"},{"name":"University of Chinese Academy of Sciences, Beijing 100049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yonghang","family":"Zhao","sequence":"additional","affiliation":[{"name":"Shenyang University of Technology, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Meiting","family":"Guo","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Robotics and Intelligent Systems, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China"},{"name":"Liaoning Liaohe Laboratory, Shenyang 110169, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"292","published-online":{"date-parts":[[2026]]},"reference":[{"key":"D6AN01000H\/cit1\/1","doi-asserted-by":"crossref","first-page":"1647","DOI":"10.1007\/s12613-022-2477-5","volume":"29","author":"Luo","year":"2022","journal-title":"Int. J. Miner., Metall. Mater."},{"key":"D6AN01000H\/cit2\/1","first-page":"104128","volume":"235","author":"Li","year":"2026","journal-title":"Miner. Eng."},{"key":"D6AN01000H\/cit3\/1","doi-asserted-by":"crossref","first-page":"207722","DOI":"10.1016\/j.marger.2026.207722","volume":"189","author":"Luiz","year":"2026","journal-title":"Mar. Geosci. Energy Resour."},{"key":"D6AN01000H\/cit4\/1","doi-asserted-by":"crossref","first-page":"107452","DOI":"10.1016\/j.gexplo.2023.107160","volume":"246","author":"Fontana","year":"2023","journal-title":"J. Geochem. Explor."},{"key":"D6AN01000H\/cit5\/1","doi-asserted-by":"crossref","first-page":"114827","DOI":"10.1016\/j.measurement.2024.114827","volume":"234","author":"Zhang","year":"2024","journal-title":"Measurement"},{"key":"D6AN01000H\/cit6\/1","doi-asserted-by":"crossref","first-page":"129225","DOI":"10.1016\/j.talanta.2025.129225","volume":"300","author":"Chen","year":"2026","journal-title":"Talanta"},{"key":"D6AN01000H\/cit7\/1","doi-asserted-by":"crossref","first-page":"106013","DOI":"10.1016\/j.sab.2020.106013","volume":"175","author":"Senesi","year":"2021","journal-title":"Spectrochim. Acta, Part B"},{"key":"D6AN01000H\/cit8\/1","first-page":"119132","volume":"197","author":"Zheng","year":"2026","journal-title":"TrAC, Trends Anal. Chem."},{"key":"D6AN01000H\/cit9\/1","doi-asserted-by":"crossref","first-page":"116586","DOI":"10.1016\/j.microc.2025.116586","volume":"220","author":"Xiao","year":"2026","journal-title":"Microchem. J."},{"key":"D6AN01000H\/cit10\/1","doi-asserted-by":"crossref","first-page":"281","DOI":"10.1016\/j.mineng.2019.02.025","volume":"134","author":"El Haddad","year":"2019","journal-title":"Miner. Eng."},{"key":"D6AN01000H\/cit11\/1","doi-asserted-by":"crossref","first-page":"105135","DOI":"10.1016\/j.apgeochem.2021.105135","volume":"136","author":"Chen","year":"2022","journal-title":"Appl. Geochem."},{"key":"D6AN01000H\/cit12\/1","doi-asserted-by":"crossref","first-page":"129658","DOI":"10.1016\/j.talanta.2026.129658","volume":"305","author":"Cao","year":"2026","journal-title":"Talanta"},{"key":"D6AN01000H\/cit13\/1","doi-asserted-by":"crossref","first-page":"344191","DOI":"10.1016\/j.aca.2025.344191","volume":"1364","author":"Choi","year":"2025","journal-title":"Anal. Chim. Acta"},{"key":"D6AN01000H\/cit14\/1","doi-asserted-by":"crossref","first-page":"659","DOI":"10.1016\/j.ijmst.2023.03.004","volume":"33","author":"Shatwell","year":"2023","journal-title":"Int. J. Min. Sci. Technol."},{"key":"D6AN01000H\/cit15\/1","doi-asserted-by":"crossref","first-page":"100104","DOI":"10.1016\/j.acags.2022.100104","volume":"16","author":"Houshmand","year":"2022","journal-title":"Appl. Comput. Geosci."},{"key":"D6AN01000H\/cit16\/1","first-page":"107641","volume":"172","author":"Liu","year":"2021","journal-title":"Miner. Eng."},{"key":"D6AN01000H\/cit17\/1","first-page":"100218","volume":"29","author":"Chen","year":"2026","journal-title":"Appl. Comput. Geosci."},{"key":"D6AN01000H\/cit18\/1","doi-asserted-by":"crossref","first-page":"7489","DOI":"10.1021\/acs.analchem.5c06997","volume":"98","author":"Gao","year":"2026","journal-title":"Anal. Chem."},{"key":"D6AN01000H\/cit19\/1","doi-asserted-by":"crossref","first-page":"949","DOI":"10.1364\/OL.576900","volume":"51","author":"Liu","year":"2026","journal-title":"Opt. Lett."},{"key":"D6AN01000H\/cit20\/1","doi-asserted-by":"publisher","first-page":"122","DOI":"10.1007\/978-3-030-01264-9_8","volume-title":"Computer Vision \u2013 ECCV 2018","author":"Ma","year":"2018","unstructured":"N.Ma ,  X.Zhang ,  H.-T.Zheng  and  J.Sun , in  Computer Vision \u2013 ECCV 2018 ,  2018 , ch. 8, pp.  122\u2013138 ,  10.1007\/978-3-030-01264-9_8"},{"key":"D6AN01000H\/cit21\/1","author":"Albanie","year":"2018","unstructured":"J. H. L. S. G. S. S.Albanie , presented in part at the Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR),  2018"},{"key":"D6AN01000H\/cit22\/1","author":"Woo","year":"2018","unstructured":"S.Woo ,  J.Park ,  J.-Y.Lee  and  I. S.Kweon , CoRR,  2018 , abs\/1807.06521"},{"key":"D6AN01000H\/cit23\/1","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1023\/A:1022627411411","volume":"20","author":"Cortes","year":"1995","journal-title":"Mach. Learn."},{"key":"D6AN01000H\/cit24\/1","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"Breiman","year":"2001","journal-title":"Mach. Learn."},{"key":"D6AN01000H\/cit25\/1","doi-asserted-by":"crossref","first-page":"127845","DOI":"10.1016\/j.talanta.2025.127845","volume":"292","author":"Fern\u00e1ndez-Manteca","year":"2025","journal-title":"Talanta"},{"key":"D6AN01000H\/cit26\/1","first-page":"1","volume-title":"Going Deeper with Convolutions, in 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)","author":"Szegedy","year":"2015","unstructured":"C.Szegedy ,  W.Liu ,  Y.Jia ,  P.Sermanet ,  S.Reed ,  D.Anguelov ,  D.Erhan ,  V.Vanhoucke  and  A.Rabinovich ,  Going Deeper with Convolutions, in 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) ,  2015 , pp.  1\u20139"},{"key":"D6AN01000H\/cit27\/1","author":"He","year":"2016","unstructured":"K.He ,  X.Zhang ,  S.Ren  and  J.Sun , presented in part at the 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR),  2016"},{"key":"D6AN01000H\/cit28\/1","author":"Huang","year":"2017","unstructured":"G.Huang ,  Z.Liu ,  L.Van Der Maaten  and  K. Q.Weinberger , presented in part at the 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR),  2017"},{"key":"D6AN01000H\/cit29\/1","author":"Sandler","year":"2018","unstructured":"M.Sandler ,  A.Howard ,  M.Zhu ,  A.Zhmoginov  and  L.-C.Chen , presented in part at the 2018 IEEE\/CVF Conference on Computer Vision and Pattern Recognition,  2018"}],"container-title":["The Analyst"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/pubs.rsc.org\/AN\/article-pdf\/doi\/10.1039\/D6AN01000H\/0\/D6AN01000H.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,10,27]],"date-time":"2026-10-27T12:48:13Z","timestamp":1793105293000},"score":1,"resource":{"primary":{"URL":"http:\/\/pubs.rsc.org\/AN\/article-lookup\/doi\/10.1039\/D6AN01000H"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":29,"journal-issue":{"issue":"21","published-print":{"date-parts":[[2026,10,27]]}},"URL":"https:\/\/doi.org\/10.1039\/d6an01000h","relation":{"has-review":[{"id-type":"doi","id":"10.1039\/D6AN01000H\/v1\/review2","asserted-by":"object"},{"id-type":"doi","id":"10.1039\/D6AN01000H\/v1\/review1","asserted-by":"object"},{"id-type":"doi","id":"10.1039\/D6AN01000H\/v2\/review1","asserted-by":"object"},{"id-type":"doi","id":"10.1039\/D6AN01000H\/v1\/decision1","asserted-by":"object"},{"id-type":"doi","id":"10.1039\/D6AN01000H\/v2\/response1","asserted-by":"object"},{"id-type":"doi","id":"10.1039\/D6AN01000H\/v2\/decision1","asserted-by":"object"}]},"ISSN":["0003-2654","1364-5528"],"issn-type":[{"value":"0003-2654","type":"print"},{"value":"1364-5528","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}