KIT | KIT-Bibliothek | Impressum | Datenschutz

A simulation-based software to support the real-time operational parameters selection of tunnel boring machines

Zendaki, Yaman; Cao, Ba Trung; Alsahly, Abdullah; Freitag, Steffen 1; Meschke, Günther
1 Institut für Baustatik (IBS), Karlsruher Institut für Technologie (KIT)

Abstract:

With the fact that the main operational parameters of the construction process in mechanized tunneling are currently selected based on monitoring data and engineering experience without exploiting the advantages of computer methods, the focus of this work is to develop a simulation-based real-time assistant system to support the selection of operational parameters. The choice of an appropriate set of these parameters (i.e., the face support pressure, the grouting pressure, and the advance speed) during the operation of tunnel boring machines (TBM) is determined by evaluating different tunneling-induced soil-structure interactions such as the surface settlement, the associated risks on existing structures and the tunnel lining behavior. To evaluate soil-structure behavior, an advanced process-oriented numerical simulation model based on the finite cell method is utilized. To enable the real-time prediction capability of the simulation model for a practical application during the advancement of TBMs, surrogate models based on the Proper Orthogonal Decomposition and Radial Basis Functions (POD-RBF) are adopted. The proposed approach is demonstrated through several synthetic numerical examples inspired by the data of real tunnel projects. ... mehr


Verlagsausgabe §
DOI: 10.5445/IR/1000162633
Veröffentlicht am 29.09.2023
Originalveröffentlichung
DOI: 10.1016/j.undsp.2023.06.006
Scopus
Zitationen: 10
Web of Science
Zitationen: 6
Dimensions
Zitationen: 12
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Baustatik (IBS)
Publikationstyp Zeitschriftenaufsatz
Publikationsmonat/-jahr 02.2024
Sprache Englisch
Identifikator ISSN: 2096-2754, 2467-9674
KITopen-ID: 1000162633
Erschienen in Underground Space (China)
Verlag Elsevier
Band 14
Seiten 176-196
Schlagwörter Numerical simulation, Surrogate model, Real-time prediction, Proper orthogonal decomposition, Radial basis functions, TBM operation, Smart construction
Nachgewiesen in Dimensions
Web of Science
Scopus
KIT – Die Forschungsuniversität in der Helmholtz-Gemeinschaft
KITopen Landing Page