{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,25]],"date-time":"2026-04-25T05:09:23Z","timestamp":1777093763469,"version":"3.51.4"},"reference-count":24,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2020,5,16]],"date-time":"2020-05-16T00:00:00Z","timestamp":1589587200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,5,16]],"date-time":"2020-05-16T00:00:00Z","timestamp":1589587200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"name":"National Key Research and Development Program of China","award":["2017YFC0404802"],"award-info":[{"award-number":["2017YFC0404802"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["41790434"],"award-info":[{"award-number":["41790434"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Key Research and Development Program of China Railway","award":["K2019G033"],"award-info":[{"award-number":["K2019G033"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"published-print":{"date-parts":[[2021,1]]},"DOI":"10.1007\/s00521-020-04988-3","type":"journal-article","created":{"date-parts":[[2020,5,16]],"date-time":"2020-05-16T22:02:15Z","timestamp":1589666535000},"page":"239-255","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":40,"title":["Research on tunnel engineering monitoring technology based on BPNN neural network and MARS machine learning regression algorithm"],"prefix":"10.1007","volume":"33","author":[{"given":"Jianbo","family":"Fei","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zezhou","family":"Wu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaohui","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dong","family":"Su","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaohua","family":"Bao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,5,16]]},"reference":[{"key":"4988_CR1","first-page":"16","volume":"3","author":"LL Junyu","year":"2010","unstructured":"Junyu LL (2010) Application remote video monitor system in cross-river tunnel engineering. Shanghai Construct Sci Technol 3:16","journal-title":"Shanghai Construct Sci Technol"},{"issue":"66","key":"4988_CR2","first-page":"4047","volume":"30","author":"X Xie","year":"2011","unstructured":"Xie X, Feng L (2011) Development of wireless sensor network technology and its challenges in subway tunnel engineering. Yanshilixue Yu Gongcheng Xuebao\/Chin J Rock Mech Eng 30(66):4047\u20134055","journal-title":"Yanshilixue Yu Gongcheng Xuebao\/Chin J Rock Mech Eng"},{"key":"4988_CR3","doi-asserted-by":"publisher","first-page":"4047","DOI":"10.1007\/s10064-018-1411-6","volume":"78","author":"F Wang","year":"2018","unstructured":"Wang F, Zhao Y, Li C et al (2018) An experimental study on the corrosion characteristics of the karst tunnel engineering area in Southwest China. Bull Eng Geol Environ 78:4047\u20134061","journal-title":"Bull Eng Geol Environ"},{"issue":"1","key":"4988_CR4","doi-asserted-by":"publisher","first-page":"e201800011","DOI":"10.1002\/pamm.201800011","volume":"18","author":"HG Bui","year":"2018","unstructured":"Bui HG, Meschke G, Schillinger D (2018) Application of the finite cell method to tunnel engineering simulation. PAMM 18(1):e201800011","journal-title":"PAMM"},{"issue":"3","key":"4988_CR5","first-page":"411","volume":"5","author":"Y Zhong","year":"2018","unstructured":"Zhong Y (2018) Technical innovation for Sanyang road cross-river tunnel project. Front Eng Manag 5(3):411\u2013415","journal-title":"Front Eng Manag"},{"issue":"8","key":"4988_CR6","first-page":"1481","volume":"40","author":"XD Hu","year":"2018","unstructured":"Hu XD, Deng SJ, Wang Y (2018) Mechanical tests on bearing capacity of steel pipe-frozen soil composite structure applied in Gongbei Tunnel. Yantu Gongcheng Xuebao\/Chin J Geotech Eng 40(8):1481\u20131490","journal-title":"Yantu Gongcheng Xuebao\/Chin J Geotech Eng"},{"issue":"2","key":"4988_CR7","first-page":"1","volume":"37","author":"Z Dingli","year":"2018","unstructured":"Dingli Z, Zhenyu S (2018) Structural stability of complex tunnel surrounding rock and its control. J Hydroelectr Eng 37(2):1\u201311 (in Chinese)","journal-title":"J Hydroelectr Eng"},{"issue":"3","key":"4988_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1557\/mrc.2017.63","volume":"7","author":"T Mori","year":"2017","unstructured":"Mori T, Iizuka S, Nakayama T (2017) Material engineering for silicon tunnel field-effect transistors: isoelectronic trap technology. MRS Commun 7(3):1\u201310","journal-title":"MRS Commun"},{"issue":"3","key":"4988_CR9","doi-asserted-by":"publisher","first-page":"513","DOI":"10.1016\/j.jrmge.2018.01.007","volume":"10","author":"G Umili","year":"2018","unstructured":"Umili G, Bonetto S, Ferrero AM (2018) An integrated multiscale approach for characterization of rock masses subjected to tunnel excavation. J Mech Geotech Eng 10(3):513\u2013522","journal-title":"J Mech Geotech Eng"},{"issue":"2","key":"4988_CR10","doi-asserted-by":"publisher","first-page":"165","DOI":"10.1016\/j.eng.2018.03.011","volume":"4","author":"H Zhang","year":"2018","unstructured":"Zhang H (2018) The longest railway tunnel in China. Engineering 4(2):165\u2013166","journal-title":"Engineering"},{"issue":"2","key":"4988_CR11","doi-asserted-by":"publisher","first-page":"260","DOI":"10.1016\/j.eng.2017.09.003","volume":"4","author":"N Boultbee","year":"2018","unstructured":"Boultbee N (2018) Upper Lillooet river hydroelectric project: the challenges of constructing a power tunnel for run-of-river hydro projects in mountainous British Columbia. Engineering 4(2):260\u2013266","journal-title":"Engineering"},{"issue":"5","key":"4988_CR12","doi-asserted-by":"publisher","first-page":"397","DOI":"10.1615\/CritRevBiomedEng.2017021073","volume":"44","author":"N Vignais","year":"2017","unstructured":"Vignais N, Weresch J, Keir PJ (2017) Posture and loading in the pathomechanics of carpal tunnel syndrome: a review. Crit Rev Biomed Eng 44(5):397\u2013410","journal-title":"Crit Rev Biomed Eng"},{"issue":"5","key":"4988_CR13","first-page":"149","volume":"33","author":"Y Li","year":"2017","unstructured":"Li Y, Wang Z (2017) Wind tunnel experiment on polypeptide derivatives in controlling wind erosion. Nongye Gongcheng Xuebao\/Trans Chin Soc Agric Eng 33(5):149\u2013155","journal-title":"Nongye Gongcheng Xuebao\/Trans Chin Soc Agric Eng"},{"issue":"5\u20136","key":"4988_CR14","first-page":"2384","volume":"22","author":"N Zhang","year":"2017","unstructured":"Zhang N, Fang Q, Li Y et al (2017) Mechanical analysis of secondary lining of high-speed railway tunnel. KSCE J Civ Eng 22(5\u20136):2384\u20132389","journal-title":"KSCE J Civ Eng"},{"issue":"3","key":"4988_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3233\/WOR-172507","volume":"56","author":"A Joshi","year":"2017","unstructured":"Joshi A, Kiran R, Sah AN (2017) An experimental analysis to monitor and manage stress among engineering students using Galvanic Skin Response meter. Work 56(3):1\u201312","journal-title":"Work"},{"issue":"23","key":"4988_CR16","doi-asserted-by":"publisher","first-page":"9952","DOI":"10.1021\/acs.iecr.9b01325","volume":"58","author":"S Yan","year":"2019","unstructured":"Yan S, Yan X (2019) Using labeled autoencoder to supervise neural network combined with k-nearest neighbor for visual industrial process monitoring. Ind Eng Chem Res 58(23):9952\u20139958","journal-title":"Ind Eng Chem Res"},{"issue":"12","key":"4988_CR17","first-page":"51","volume":"35","author":"JF Gong","year":"2018","unstructured":"Gong JF, Zhu Y, Zhang GZ (2018) The grade discrimination of large deformation of layered surrounding rock in tunnel and its treatment countermeasures. J Railw Eng Soc 35(12):51\u201355","journal-title":"J Railw Eng Soc"},{"key":"4988_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.5614\/bull.geol.2017.1.1.1","volume":"1","author":"YM Shi","year":"2017","unstructured":"Shi YM, Gao FP (2017) Lateral instability and tunnel erosion of a submarine pipeline: competition mechanism. Bull Eng Geol Environ 1:1\u201312","journal-title":"Bull Eng Geol Environ"},{"key":"4988_CR19","first-page":"76","volume":"50","author":"M Huang","year":"2017","unstructured":"Huang M, Zhang Z, Tan Z (2017) Construction model of deep tunnel for urban flood control and drainage in China. Tumu Gongcheng Xuebao\/China Civ Eng J 50:76\u201381","journal-title":"Tumu Gongcheng Xuebao\/China Civ Eng J"},{"key":"4988_CR20","doi-asserted-by":"publisher","first-page":"5383","DOI":"10.1007\/s10706-019-00987-x","volume":"37","author":"HT Wang","year":"2019","unstructured":"Wang HT, Zhuang XX, Sun HY (2019) Prediction of pipeline displacement induced by water leakage during tunnel construction. Geotech Geol Eng 37:5383\u20135389","journal-title":"Geotech Geol Eng"},{"key":"4988_CR21","doi-asserted-by":"publisher","first-page":"5507","DOI":"10.1007\/s10706-019-01020-x","volume":"37","author":"R Vassallo","year":"2019","unstructured":"Vassallo R, Mishra M, Santarsiero G et al (2019) Modeling of landslide\u2013tunnel interaction: the Varco d\u2019Izzo case study. Geotech Geol Eng 37:5507\u20135531","journal-title":"Geotech Geol Eng"},{"key":"4988_CR22","doi-asserted-by":"publisher","first-page":"1053","DOI":"10.1007\/s00603-019-01957-8","volume":"53","author":"X Wang","year":"2020","unstructured":"Wang X, Cai M (2020) A DFN\u2013DEM multi-scale modeling approach for simulating tunnel excavation response in jointed rock masses. Rock Mech Rock Eng 53:1053\u20131077","journal-title":"Rock Mech Rock Eng"},{"issue":"6","key":"4988_CR23","doi-asserted-by":"publisher","first-page":"1721","DOI":"10.1007\/s12541-019-00073-5","volume":"20","author":"T Liu","year":"2019","unstructured":"Liu T, Gong GF, Yang HY et al (2019) Trajectory control of tunnel boring machine based on adaptive rectification trajectory planning and multi-cylinders coordinated control. Int J Precis Eng Manuf 20(6):1721\u20131733","journal-title":"Int J Precis Eng Manuf"},{"issue":"5","key":"4988_CR24","first-page":"1411","volume":"48","author":"YF Gong","year":"2018","unstructured":"Gong YF, Wang B, Wei HB et al (2018) Surface subsidence law of double-line shield tunnel based on Peck formula. Jilin Daxue Xuebao (Gongxueban)\/J Jilin Univ Eng Technol Ed 48(5):1411\u20131417","journal-title":"Jilin Daxue Xuebao (Gongxueban)\/J Jilin Univ Eng Technol Ed"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-020-04988-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-020-04988-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-020-04988-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,5,15]],"date-time":"2021-05-15T23:23:23Z","timestamp":1621121003000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-020-04988-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,5,16]]},"references-count":24,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["4988"],"URL":"https:\/\/doi.org\/10.1007\/s00521-020-04988-3","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,5,16]]},"assertion":[{"value":"18 February 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 May 2020","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 May 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":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}