{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T11:31:30Z","timestamp":1778585490532,"version":"3.51.4"},"publisher-location":"Cham","reference-count":23,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319916347","type":"print"},{"value":"9783319916354","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-91635-4_11","type":"book-chapter","created":{"date-parts":[[2018,5,18]],"date-time":"2018-05-18T09:04:46Z","timestamp":1526634286000},"page":"201-218","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Meta Models for Real-Time Design Assessment Within an Integrated Information and Numerical Modelling Framework"],"prefix":"10.1007","author":[{"given":"Jelena","family":"Ninic","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christian","family":"Koch","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Walid","family":"Tizani","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,5,19]]},"reference":[{"key":"11_CR1","doi-asserted-by":"publisher","DOI":"10.1680\/feaigea.27831","volume-title":"Finite Element Analysis in Geotechnical Engineering: Application","author":"D Potts","year":"2001","unstructured":"Potts, D., Zdravkovic, L.: Finite Element Analysis in Geotechnical Engineering: Application. Thomas Telford Ltd., London (2001)"},{"key":"11_CR2","doi-asserted-by":"publisher","first-page":"138","DOI":"10.1016\/j.tust.2014.09.013","volume":"45","author":"J Nini\u0107","year":"2015","unstructured":"Nini\u0107, J., Meschke, G.: Model update and real-time steering of tunnel boring machines using simulation-based meta models. Tunn. Undergr. Space Technol. 45, 138\u2013152 (2015)","journal-title":"Tunn. Undergr. Space Technol."},{"key":"11_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.compgeo.2014.04.005","volume":"61","author":"K Khaledi","year":"2014","unstructured":"Khaledi, K., Miro, S., K\u00f6nig, M., Schanz, T.: Robust and reliable metamodels for mechanized tunnel simulations. Comput. Geotech. 61, 1\u201312 (2014)","journal-title":"Comput. Geotech."},{"key":"11_CR4","doi-asserted-by":"crossref","unstructured":"Legatiuk, D., Theiler, M., Dragos, K., Smarsly, K.: A categorical approach towards metamodeling cyber-physical systems. In: Proceedings of the 11th International Workshop on Structural Health Monitoring (IWSHM). Stanford, 9 December 2017","DOI":"10.12783\/shm2017\/13908"},{"key":"11_CR5","unstructured":"Smarsly, K., Theiler, M., Dragos, K.: IFC-based modeling of cyber-physical systems in civil engineering. In: Proceedings of the 24th International Workshop on Intelligent Computing in Engineering (EG-ICE). Nottingham, 7 October 2017"},{"key":"11_CR6","doi-asserted-by":"crossref","unstructured":"Schulz1, W., Hermannsa, T., Khawlia, T.A.: Meta-modelling, visualization and emulation of multi-dimensional data for virtual production intelligence. AIP Conf. Proc. 1863 (2017). 440003","DOI":"10.1063\/1.4992607"},{"issue":"2","key":"11_CR7","doi-asserted-by":"publisher","first-page":"133","DOI":"10.1016\/j.tust.2005.06.007","volume":"21","author":"S Suwansawat","year":"2006","unstructured":"Suwansawat, S., Einstein, H.: Artificial neural networks for predicting the maximum surface settlement caused by EPB shield tunneling. Tunn. Undergr. Space Technol. 21(2), 133\u2013150 (2006)","journal-title":"Tunn. Undergr. Space Technol."},{"issue":"6\u20137","key":"11_CR8","doi-asserted-by":"publisher","first-page":"517","DOI":"10.1016\/S0266-352X(01)00011-8","volume":"28","author":"CY Kim","year":"2001","unstructured":"Kim, C.Y., Bae, G., Hong, S., Park, C., Moon, H., Shin, H.: Neural network based prediction of ground surface settlements due to tunnelling. Comput. Geotech. 28(6\u20137), 517\u2013547 (2001)","journal-title":"Comput. Geotech."},{"issue":"4","key":"11_CR9","doi-asserted-by":"publisher","first-page":"499","DOI":"10.1016\/j.aei.2014.07.005","volume":"28","author":"A Borrmann","year":"2014","unstructured":"Borrmann, A., Flurl, M., Jubierre, J.R., Mundani, R.-P., Rank, E.: Synchronous collaborative tunnel design based on consistency-preserving multi-scale models. Adv. Eng. Inform. 28(4), 499\u2013517 (2014)","journal-title":"Adv. Eng. Inform."},{"key":"11_CR10","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1016\/j.autcon.2017.07.006","volume":"83","author":"C Koch","year":"2017","unstructured":"Koch, C., Vonthron, A., K\u00f6nig, M.: A tunnel information modelling framework to support management, simulations and visualisations in mechanised tunnelling projects. Autom. Constr. 83, 78\u201390 (2017)","journal-title":"Autom. Constr."},{"issue":"11","key":"11_CR11","first-page":"457","volume":"89","author":"G Meschke","year":"2014","unstructured":"Meschke, G., Freitag, S., Alsahly, A., Ninic, J., Schindler, S., Koch, C.: Numerical simulation in mechanized tunneling in urban environments in the framework of a tunnel information model. Bauingenieur 89(11), 457\u2013466 (2014)","journal-title":"Bauingenieur"},{"key":"11_CR12","doi-asserted-by":"publisher","first-page":"165","DOI":"10.1016\/j.advengsoft.2017.05.012","volume":"112","author":"J Nini\u0107","year":"2017","unstructured":"Nini\u0107, J., Koch, C., Stascheit, J.: An integrated platform for design and numerical analysis of shield tunnelling processes on different levels of detail. Adv. Eng. Softw. 112, 165\u2013179 (2017)","journal-title":"Adv. Eng. Softw."},{"key":"11_CR13","unstructured":"Nini\u0107, J., Koch, C., Tizani, W.: Parametric information modelling of mechanised tunnelling projects for multi-level decision support. In: 24th EG-ICE International Workshop on Computing in Engineering, vol. 1, pp. 228\u2013238 (2017)"},{"key":"11_CR14","volume-title":"Introduction to Linear Regression Analysis","author":"DC Montgomery","year":"2012","unstructured":"Montgomery, D.C., Peck, E.A., Vining, G.G.: Introduction to Linear Regression Analysis, 5th edn. Wiley, New York (2012)","edition":"5"},{"key":"11_CR15","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1038\/323533a0","volume":"323","author":"DE Rumelhart","year":"1986","unstructured":"Rumelhart, D.E., Hinton, G.E., Williams, R.J.: Learning representations by back-propagating errors. Nature 323, 533\u2013536 (1986)","journal-title":"Nature"},{"key":"11_CR16","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-3264-1","volume-title":"The Nature of Statistical Learning Theory","author":"V Vapnik","year":"2000","unstructured":"Vapnik, V.: The Nature of Statistical Learning Theory. Springer, New York (2000). \nhttps:\/\/doi.org\/10.1007\/978-1-4757-3264-1"},{"key":"11_CR17","doi-asserted-by":"crossref","unstructured":"Kennedy, J., Eberhart, R. C.: Particle swarm optimization. In: Proceedings of the IEEE International Conference on Neural Networks, Piscataway, pp. 1942\u20131948 (1995)","DOI":"10.1109\/ICNN.1995.488968"},{"key":"11_CR18","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1080\/00401706.1991.10484804","volume":"33","author":"M Morris","year":"1991","unstructured":"Morris, M.: Factorial sampling plans for preliminary computational experiments. Technometrics 33, 161\u2013174 (1991)","journal-title":"Technometrics"},{"key":"11_CR19","doi-asserted-by":"publisher","first-page":"80","DOI":"10.1016\/j.compgeo.2013.11.003","volume":"56","author":"S Miro","year":"2014","unstructured":"Miro, S., Hartmann, D., Schanz, T.: Global sensitivity analysis for subsoil parameter estimation in mechanized tunneling. Comput. Geotech. 56, 80\u201388 (2014)","journal-title":"Comput. Geotech."},{"key":"11_CR20","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., Dubourg, V., Vanderplas, J., Passos, A., Cournapeau, D., Brucher, M., Perrot, M., Duchesnay, E.: Scikitlearn: machine learning in Python. J. Mach. Learn. Res. 12, 2825\u20132830 (2011)","journal-title":"J. Mach. Learn. Res."},{"key":"11_CR21","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1186\/s40327-016-0034-x","volume":"4","author":"S Schindler","year":"2016","unstructured":"Schindler, S., Hegemann, F., Koch, Ch., K\u00f6nig, M., Mark, P.: Radar interferometry based settlement monitoring in tunnelling: Visualisation and accuracy analyses. Vis. Eng. 4, 7\u201323 (2016)","journal-title":"Vis. Eng."},{"issue":"1","key":"11_CR22","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1002\/geot.201700060","volume":"11","author":"J Stascheit","year":"2018","unstructured":"Stascheit, J., Nini\u0107, J., Hegemann, F., Maidl, U., Meschke, G.: Building information modelling in mechanised shield tunnelling \u2013 a practitioner\u2019s outlook to the near future. Geomech. Tunn. 11(1), 34\u201349 (2018)","journal-title":"Geomech. Tunn."},{"key":"11_CR23","doi-asserted-by":"publisher","unstructured":"Bui, H.G., Alsahly, A., Ninic, J., Meschke, G.: BIM-based model generation and high performance simulation of soil-structure interaction in mechanized tunnelling. In: The Fifth International Conference on Parallel, Distributed, Grid and Cloud Computing for Engineering (PARENG 2017), Paper 44. Civil-Comp Press, Stirlingshire (2017). \nhttps:\/\/doi.org\/10.4203\/ccp.111.44","DOI":"10.4203\/ccp.111.44"}],"container-title":["Lecture Notes in Computer Science","Advanced Computing Strategies for Engineering"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-91635-4_11","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,5,18]],"date-time":"2018-05-18T09:08:46Z","timestamp":1526634526000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-91635-4_11"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319916347","9783319916354"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-91635-4_11","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]}}}