{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T03:31:35Z","timestamp":1779334295550,"version":"3.51.4"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2020,7,23]],"date-time":"2020-07-23T00:00:00Z","timestamp":1595462400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,7,23]],"date-time":"2020-07-23T00:00:00Z","timestamp":1595462400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100003787","name":"Natural Science Foundation of Hebei Province","doi-asserted-by":"publisher","award":["E2018201106"],"award-info":[{"award-number":["E2018201106"]}],"id":[{"id":"10.13039\/501100003787","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Hebei Province High-level Talents Funding Project","award":["B2017005024"],"award-info":[{"award-number":["B2017005024"]}]},{"name":"Department of science and technology, Ministry of transport","award":["2016009"],"award-info":[{"award-number":["2016009"]}]},{"name":"Department of science and technology, Ministry of transport","award":["2016010"],"award-info":[{"award-number":["2016010"]}]},{"name":"Department of international cooperation, Ministry of science and technology","award":["CU03-32"],"award-info":[{"award-number":["CU03-32"]}]},{"DOI":"10.13039\/501100014872","name":"Hebei Provincial Department of transportation","doi-asserted-by":"crossref","award":["TH-201918"],"award-info":[{"award-number":["TH-201918"]}],"id":[{"id":"10.13039\/501100014872","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100014872","name":"Hebei Provincial Department of transportation","doi-asserted-by":"crossref","award":["TH-201925"],"award-info":[{"award-number":["TH-201925"]}],"id":[{"id":"10.13039\/501100014872","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Xinjiang Uygur Autonomous Region Fund Committee","award":["2018E02075"],"award-info":[{"award-number":["2018E02075"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2021,1]]},"DOI":"10.1007\/s00521-020-05052-w","type":"journal-article","created":{"date-parts":[[2020,7,23]],"date-time":"2020-07-23T08:07:13Z","timestamp":1595491633000},"page":"535-545","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":33,"title":["Damage identification method of prestressed concrete beam bridge based on convolutional neural network"],"prefix":"10.1007","volume":"33","author":[{"given":"Sanqiang","family":"Yang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yong","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,7,23]]},"reference":[{"issue":"7","key":"5052_CR1","doi-asserted-by":"publisher","first-page":"629","DOI":"10.1016\/S0045-7949(02)00031-7","volume":"80","author":"Z Zhao","year":"2002","unstructured":"Zhao Z, Chen C (2002) A fuzzy system for concrete bridge damage diagnosis. Comput Struct 80(7):629\u2013641","journal-title":"Comput Struct"},{"issue":"1","key":"5052_CR2","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1016\/j.probengmech.2007.08.001","volume":"23","author":"S Banerjee","year":"2008","unstructured":"Banerjee S, Shinozuka M (2008) Mechanistic quantification of RC bridge damage states under earthquake through fragility analysis. Probab Eng Mech 23(1):12\u201322","journal-title":"Probab Eng Mech"},{"issue":"5","key":"5052_CR3","doi-asserted-by":"publisher","first-page":"927","DOI":"10.1016\/j.measurement.2011.02.008","volume":"44","author":"MR Kaloop","year":"2011","unstructured":"Kaloop MR, Li H (2011) Sensitivity and analysis GPS signals based bridge damage using GPS observations and wavelet transform. Measurement 44(5):927\u2013937","journal-title":"Measurement"},{"issue":"C","key":"5052_CR4","doi-asserted-by":"publisher","first-page":"168","DOI":"10.1016\/j.engappai.2016.03.002","volume":"52","author":"M Silva","year":"2016","unstructured":"Silva M, Santos A, Figueiredo E et al (2016) A novel unsupervised approach based on a genetic algorithm for structural damage detection in bridges. Eng Appl Artif Intell 52(C):168\u2013180","journal-title":"Eng Appl Artif Intell"},{"issue":"8","key":"5052_CR5","doi-asserted-by":"publisher","first-page":"1108","DOI":"10.1002\/stc.1828","volume":"23","author":"K Dziedziech","year":"2016","unstructured":"Dziedziech K, Pieczonka L, Kijanka P et al (2016) Enhanced nonlinear crack-wave interactions for structural damage detection based on guided ultrasonic waves. Struct Control Health Monit 23(8):1108\u20131120","journal-title":"Struct Control Health Monit"},{"issue":"5","key":"5052_CR6","doi-asserted-by":"publisher","first-page":"4091","DOI":"10.1109\/TIA.2018.2828787","volume":"54","author":"G Zak","year":"2018","unstructured":"Zak G, Wylomanska A, Zimroz R (2018) Local damage detection method based on distribution distances applied to time\u2013frequency map of vibration signal. IEEE Trans Ind Appl 54(5):4091\u20134103","journal-title":"IEEE Trans Ind Appl"},{"issue":"4","key":"5052_CR7","first-page":"212","volume":"33","author":"XU Xiao-Long","year":"2013","unstructured":"Xiao-Long XU, Xiang S, Wei Z (2013) Influence of signal-noise ratio on global damage detection of offshore platform. Noise Vib Control 33(4):212\u2013218","journal-title":"Noise Vib Control"},{"issue":"Suppl 1","key":"5052_CR8","doi-asserted-by":"publisher","first-page":"A29","DOI":"10.1136\/bmjspcare-2012-000196.86","volume":"2","author":"D Cawley","year":"2012","unstructured":"Cawley D, Oliver D, Billings J et al (2012) Using consensus methodology to identify events that could trigger holistic assessment in severe COPD. BMJ Support Palliat Care 2(Suppl 1):A29\u2013A30","journal-title":"BMJ Support Palliat Care"},{"key":"5052_CR9","doi-asserted-by":"publisher","first-page":"3117","DOI":"10.1007\/s00521-019-04447-8","volume":"32","author":"MR Islam","year":"2020","unstructured":"Islam MR, Smrity RA, Chatterjee S et al (2020) Optimization of protein folding using chemical reaction optimization in HP cubic lattice model. Neural Comput Appl 32:3117\u20133134","journal-title":"Neural Comput Appl"},{"issue":"2","key":"5052_CR10","doi-asserted-by":"publisher","first-page":"188","DOI":"10.17537\/2010.5.188","volume":"5","author":"DA Tikhonov","year":"2010","unstructured":"Tikhonov DA, Sobolev EV (2010) An averaged over molecular trajectories method of integral equations of the theory of liquids in RISM approximation. Math Biol Bioinform 5(2):188","journal-title":"Math Biol Bioinform"},{"issue":"6","key":"5052_CR11","doi-asserted-by":"publisher","first-page":"610","DOI":"10.1016\/S0141-0296(00)00086-9","volume":"23","author":"X Wang","year":"2001","unstructured":"Wang X, Hu N, Fukunaga H et al (2001) Structural damage identification using static test data and changes in frequencies. Eng Struct 23(6):610\u2013621","journal-title":"Eng Struct"},{"issue":"12","key":"5052_CR12","first-page":"7","volume":"30","author":"ZH Nie","year":"2011","unstructured":"Nie ZH, Cheng LY, Hong-Wei MA (2011) Visualization method for structural damage detection based on its dynamic characteristics. J Vib Shock 30(12):7\u201313","journal-title":"J Vib Shock"},{"issue":"5","key":"5052_CR13","doi-asserted-by":"publisher","first-page":"1331","DOI":"10.1007\/s00521-017-2841-y","volume":"29","author":"CB Xiong","year":"2018","unstructured":"Xiong CB, Lu HL, Zhu JS (2018) Reality of virtual damage identification based on neural networks and vibration analysis of a damaged bridge under a moving vehicle. Neural Comput Appl 29(5):1331\u20131341","journal-title":"Neural Comput Appl"},{"issue":"05","key":"5052_CR14","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1142\/S0219455415500030","volume":"16","author":"Z Yu","year":"2016","unstructured":"Yu Z, Xia H, Goicolea JM et al (2016) Bridge damage identification from moving load induced deflection based on wavelet transform and Lipschitz exponent. Int J Struct Stab Dyn 16(05):91\u2013105","journal-title":"Int J Struct Stab Dyn"},{"issue":"3","key":"5052_CR15","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1111\/j.1467-8667.2008.00521.x","volume":"23","author":"YQ Ni","year":"2010","unstructured":"Ni YQ, Zhou HF, Chan KC et al (2010) Modal flexibility analysis of cable-stayed Ting Kau bridge for damage identification. Comput Aided Civil Infrastruct Eng 23(3):223\u2013236","journal-title":"Comput Aided Civil Infrastruct Eng"},{"issue":"5","key":"5052_CR16","doi-asserted-by":"publisher","first-page":"723","DOI":"10.1007\/s11012-009-9264-5","volume":"45","author":"R Perera","year":"2010","unstructured":"Perera R, Fang SE, Ruiz A (2010) Application of particle swarm optimization and genetic algorithms to multiobjective damage identification inverse problems with modelling errors. Meccanica 45(5):723\u2013734","journal-title":"Meccanica"},{"issue":"2","key":"5052_CR17","doi-asserted-by":"publisher","first-page":"286","DOI":"10.1002\/stc.1768","volume":"23","author":"F Shadan","year":"2016","unstructured":"Shadan F, Khoshnoudian F, Esfandiari A (2016) A frequency response-based structural damage identification using model updating method. Struct Control Health Monit 23(2):286\u2013302","journal-title":"Struct Control Health Monit"},{"issue":"3","key":"5052_CR18","doi-asserted-by":"publisher","first-page":"435","DOI":"10.3346\/jkms.2016.31.3.435","volume":"31","author":"CN Son","year":"2016","unstructured":"Son CN, Kim TE, Park K et al (2016) Simplified radiographic damage index for affected joints in chronic gouty arthritis. J Korean Med Sci 31(3):435\u2013442","journal-title":"J Korean Med Sci"},{"issue":"3","key":"5052_CR19","doi-asserted-by":"publisher","first-page":"450","DOI":"10.1080\/15567036.2011.638020","volume":"38","author":"A Chamkalani","year":"2016","unstructured":"Chamkalani A (2016) A novel technique for screening of asphaltene deposition by the pattern recognition method. Energy Sources 38(3):450\u2013457","journal-title":"Energy Sources"},{"issue":"3","key":"5052_CR20","doi-asserted-by":"publisher","first-page":"411","DOI":"10.1007\/s13042-015-0394-x","volume":"7","author":"YH Shao","year":"2016","unstructured":"Shao YH, Deng NY, Yang ZM (2016) Least squares recursive projection twin support vector machine for classification. Int J Mach Learn Cybernet 7(3):411\u2013426","journal-title":"Int J Mach Learn Cybernet"},{"issue":"2","key":"5052_CR21","doi-asserted-by":"publisher","first-page":"212","DOI":"10.1049\/iet-rpg.2015.0065","volume":"10","author":"T Ren","year":"2016","unstructured":"Ren T, Shi L, Yan G et al (2016) Temperature prediction of the molten salt collector tube using BP neural network. IET Renew Power Generation 10(2):212\u2013220","journal-title":"IET Renew Power Generation"},{"issue":"4","key":"5052_CR22","doi-asserted-by":"publisher","first-page":"1936","DOI":"10.1109\/TVT.2015.2427659","volume":"65","author":"X Chen","year":"2016","unstructured":"Chen X, Shen W, Dai M et al (2016) Robust adaptive sliding-mode observer using RBF neural network for lithium-ion battery state of charge estimation in electric vehicles. IEEE Trans Veh Technol 65(4):1936\u20131947","journal-title":"IEEE Trans Veh Technol"},{"issue":"5","key":"5052_CR23","doi-asserted-by":"publisher","first-page":"715","DOI":"10.1007\/s13349-015-0137-4","volume":"5","author":"I Gonzalez","year":"2015","unstructured":"Gonzalez I, Karoumi R (2015) BWIM aided damage detection in bridges using machine learning. J Civil Struct Health Monit 5(5):715\u2013725","journal-title":"J Civil Struct Health Monit"},{"issue":"18","key":"5052_CR24","first-page":"115","volume":"33","author":"YS Diao","year":"2014","unstructured":"Diao YS, Ren H (2014) Structural damage early warning based on AR model and factor analysis. J Vib Shock 33(18):115\u2013119","journal-title":"J Vib Shock"},{"issue":"4","key":"5052_CR25","doi-asserted-by":"publisher","first-page":"629","DOI":"10.1061\/(ASCE)0733-9445(2005)131:4(629)","volume":"131","author":"KS Kwon","year":"2005","unstructured":"Kwon KS, Lin RM (2005) Robust damage location in structures using Taguchi method. J Struct Eng 131(4):629\u2013642","journal-title":"J Struct Eng"},{"issue":"3","key":"5052_CR26","doi-asserted-by":"publisher","first-page":"1650","DOI":"10.1016\/j.eswa.2010.07.087","volume":"38","author":"C Bo","year":"2011","unstructured":"Bo C, Zang C (2011) A hybrid immune model for unsupervised structural damage pattern recognition. Expert Syst Appl 38(3):1650\u20131658","journal-title":"Expert Syst Appl"},{"issue":"3","key":"5052_CR27","first-page":"765","volume":"7981","author":"C Bo","year":"2011","unstructured":"Bo C, Swartz RA (2011) Comparison study of feature extraction methods in structural damage pattern recognition. Proc SPIE 7981(3):765\u2013768","journal-title":"Proc SPIE"},{"issue":"5","key":"5052_CR28","doi-asserted-by":"publisher","first-page":"46","DOI":"10.4028\/www.scientific.net\/AMM.744-746.46","volume":"744\u2013746","author":"CS Xiang","year":"2015","unstructured":"Xiang CS, Zhou Y, Di SK et al (2015) Detection indicator of structural nondestructive damage based on flexibility curvature difference rate. Appl Mech Mater 744\u2013746(5):46\u201352","journal-title":"Appl Mech Mater"},{"issue":"12","key":"5052_CR29","doi-asserted-by":"publisher","first-page":"2341","DOI":"10.1109\/TASLP.2016.2607341","volume":"24","author":"HB Sailor","year":"2016","unstructured":"Sailor HB, Patil HA (2016) Novel unsupervised auditory filterbank learning using convolutional RBM for speech recognition. IEEE\/ACM Trans Audio Speech Language Process 24(12):2341\u20132353","journal-title":"IEEE\/ACM Trans Audio Speech Language Process"},{"issue":"5","key":"5052_CR30","doi-asserted-by":"publisher","first-page":"1207","DOI":"10.1109\/TMI.2016.2535865","volume":"35","author":"M Anthimopoulos","year":"2016","unstructured":"Anthimopoulos M, Christodoulidis S, Ebner L et al (2016) Lung pattern classification for interstitial lung diseases using a deep convolutional neural network. IEEE Trans Med Imaging 35(5):1207\u20131216","journal-title":"IEEE Trans Med Imaging"},{"issue":"109","key":"5052_CR31","first-page":"109","volume":"8","author":"S Han","year":"2014","unstructured":"Han S, Vasconcelos N (2014) Object recognition with hierarchical discriminant saliency networks. Front Comput Neurosci 8(109):109\u2013128","journal-title":"Front Comput Neurosci"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-020-05052-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-020-05052-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-020-05052-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,7,22]],"date-time":"2021-07-22T23:35:57Z","timestamp":1626996957000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-020-05052-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7,23]]},"references-count":31,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["5052"],"URL":"https:\/\/doi.org\/10.1007\/s00521-020-05052-w","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,7,23]]},"assertion":[{"value":"27 February 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 June 2020","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 July 2020","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"There are no potential competing interests in our paper.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}