Skip to main content
Erschienen in: Bulletin of Engineering Geology and the Environment 5/2019

25.08.2018 | Original Paper

Classification model for surrounding rock based on the PCA-ideal point method: an engineering application

verfasst von: Yiguo Xue, Zhiqiang Li, Daohong Qiu, Lewen Zhang, Ying Zhao, Xueliang Zhang, Binghua Zhou

Erschienen in: Bulletin of Engineering Geology and the Environment | Ausgabe 5/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Scientific classification of rock masses surrounding tunnels has great significance for construction cost and risk in subway systems. Quantifying the surrounding rock simply, quickly, and accurately is always a challenging issue as well as an urgent requirement in construction. Surrounding rock classification considers many complex and variable factors with uncertainty and nonlinear characteristics. Using principal component analysis (PCA) and the ideal point method, a new classification model is built consisting of five key factors, uniaxial compressive strength (UCS), rock mass integrity coefficient (Kv), softening coefficient (η), joint surface coefficient (Jc), and groundwater (ω). In the model, weights of key factors are determined by PCA, then the level of the surrounding rocks is analyzed using ideal point theory. The new model is applied successfully to classify surrounding rock in the Qingdao Metro system. Results provide a reference for classifying surrounding rock quickly and guide the tunnel design and construction.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Aydan Ö, Ulusay R, Tokashiki N (2014) A new rock mass quality rating system: rock mass quality rating (RMQR) and its application to the estimation of geomechanical characteristics of rock masses. Rock Mech Rock Eng 47(4):1255–1276CrossRef Aydan Ö, Ulusay R, Tokashiki N (2014) A new rock mass quality rating system: rock mass quality rating (RMQR) and its application to the estimation of geomechanical characteristics of rock masses. Rock Mech Rock Eng 47(4):1255–1276CrossRef
Zurück zum Zitat Barton N, Lien R, Lunde J (1974) Engineering classification of rock masses for the design of tunnel support. Rock Mech 6(4):189–236CrossRef Barton N, Lien R, Lunde J (1974) Engineering classification of rock masses for the design of tunnel support. Rock Mech 6(4):189–236CrossRef
Zurück zum Zitat Bieniawski ZT (1989) Engineering rock mass classifications: a complete manual for engineers and geologists in mining, civil and petroleum engineering. Petroleum 251(3):357–365 Bieniawski ZT (1989) Engineering rock mass classifications: a complete manual for engineers and geologists in mining, civil and petroleum engineering. Petroleum 251(3):357–365
Zurück zum Zitat Deere DU, Hendron AJ, Patton FD, Cording EJ (1966) Design of surface and near-surface construction in rock. The 8th US symposium on rock mechanics (USRMS). American Rock Mechanics Association, New York Deere DU, Hendron AJ, Patton FD, Cording EJ (1966) Design of surface and near-surface construction in rock. The 8th US symposium on rock mechanics (USRMS). American Rock Mechanics Association, New York
Zurück zum Zitat Feng YG (1996) Application of grey optimal theory model in the stability classification of adjoining rock of underground construction. Chin J Geotech Eng 18(3):62–66 (In Chinese) Feng YG (1996) Application of grey optimal theory model in the stability classification of adjoining rock of underground construction. Chin J Geotech Eng 18(3):62–66 (In Chinese)
Zurück zum Zitat Gong FQ, Li XB (2007) Application of distance discriminate analysis method to classification of engineering quality of rock masses. Chin J Rock Mech Eng 26(1):190–1994 (In Chinese) Gong FQ, Li XB (2007) Application of distance discriminate analysis method to classification of engineering quality of rock masses. Chin J Rock Mech Eng 26(1):190–1994 (In Chinese)
Zurück zum Zitat Hamidi JK, Shahriar K, Rezai B, Rostami J (2010) Performance prediction of hard rock TBM using Rock Mass Rating (RMR) system. Tunnel Underground Space Technol Incorporating Trenchless Technol Res 25(4):333–345CrossRef Hamidi JK, Shahriar K, Rezai B, Rostami J (2010) Performance prediction of hard rock TBM using Rock Mass Rating (RMR) system. Tunnel Underground Space Technol Incorporating Trenchless Technol Res 25(4):333–345CrossRef
Zurück zum Zitat Hoek E, Marinos P, Benissi M (1998) Applicability of the geological strength index (GSI) classification for very weak and sheared rock masses. The case of the Athens schist formation. Bull Eng Geol Environ 57(2):151–160CrossRef Hoek E, Marinos P, Benissi M (1998) Applicability of the geological strength index (GSI) classification for very weak and sheared rock masses. The case of the Athens schist formation. Bull Eng Geol Environ 57(2):151–160CrossRef
Zurück zum Zitat Jian W (2005) Comprehensive assessment underground water quality assessment in Huaibei city area based on multiple-goal decision making and ideal point method. Environ Sci Manag 30(4):111–112 (In Chinese) Jian W (2005) Comprehensive assessment underground water quality assessment in Huaibei city area based on multiple-goal decision making and ideal point method. Environ Sci Manag 30(4):111–112 (In Chinese)
Zurück zum Zitat Jolliffe IT (1986) Principal component analysis and factor analysis. Principal component analysis. Springer, New York Jolliffe IT (1986) Principal component analysis and factor analysis. Principal component analysis. Springer, New York
Zurück zum Zitat Li ZQ, Xue YG, Qiu DH, Xu ZH, Zhang XL, Zhou BH, Wang XT (2017) AHP-ideal point model for large underground petroleum storage site selection: an engineering application. Sustainability 9(12):2343–2355CrossRef Li ZQ, Xue YG, Qiu DH, Xu ZH, Zhang XL, Zhou BH, Wang XT (2017) AHP-ideal point model for large underground petroleum storage site selection: an engineering application. Sustainability 9(12):2343–2355CrossRef
Zurück zum Zitat Ma J, Ma W, Xu D, Qiu Y, Wang ZP (2014) A power restoration strategy for the distribution network based on the weighted ideal point method. Int J Electr Power Energy Syst 63(2):1030–1038CrossRef Ma J, Ma W, Xu D, Qiu Y, Wang ZP (2014) A power restoration strategy for the distribution network based on the weighted ideal point method. Int J Electr Power Energy Syst 63(2):1030–1038CrossRef
Zurück zum Zitat Qiu DH, Li SC, Zhang LW, Xue YG, Su MX (2010) Prediction of surrounding rock classification in advance based on TSP 203 system and GA-SVM. Chin J Rock Mech Eng 29(S1):3221–3226 (In Chinese) Qiu DH, Li SC, Zhang LW, Xue YG, Su MX (2010) Prediction of surrounding rock classification in advance based on TSP 203 system and GA-SVM. Chin J Rock Mech Eng 29(S1):3221–3226 (In Chinese)
Zurück zum Zitat Qiu DH, Xue YG, Su MX, Wang K, Tian H (2011) Study on surrounding rock stability based on the efficacy coefficient method and rough set. J Shandong Univ (Eng Sci) 41(5):92–96 (In Chinese) Qiu DH, Xue YG, Su MX, Wang K, Tian H (2011) Study on surrounding rock stability based on the efficacy coefficient method and rough set. J Shandong Univ (Eng Sci) 41(5):92–96 (In Chinese)
Zurück zum Zitat Terzaghi K (1946) Rock Defects and loads on Tunnel Supports. Harvard Univ Terzaghi K (1946) Rock Defects and loads on Tunnel Supports. Harvard Univ
Zurück zum Zitat Wang YC, Sun HY, Shang YQ, Zhu M (2010) Classification of surrounding rock based on Delphi method and ideal point method. Chin J Geotech Eng 32(4):651–656 (In Chinese) Wang YC, Sun HY, Shang YQ, Zhu M (2010) Classification of surrounding rock based on Delphi method and ideal point method. Chin J Geotech Eng 32(4):651–656 (In Chinese)
Zurück zum Zitat Wang ZS, Wang LJ, Su HL, Cui ZL (2011) Optimization of coarse aggregate content based on efficacy coefficient method. J Wuhan Univ Technol (Mater Sci Ed) 26(2):330–335 Wang ZS, Wang LJ, Su HL, Cui ZL (2011) Optimization of coarse aggregate content based on efficacy coefficient method. J Wuhan Univ Technol (Mater Sci Ed) 26(2):330–335
Zurück zum Zitat Wang YC, Jing HW, Han LJ, Yu LY, Zhang Q (2014) Risk analysis on swell–shrink capacity of expansive soils with efficacy coefficient method and entropy coefficient method. Appl Clay Sci 99(9):275–281CrossRef Wang YC, Jing HW, Han LJ, Yu LY, Zhang Q (2014) Risk analysis on swell–shrink capacity of expansive soils with efficacy coefficient method and entropy coefficient method. Appl Clay Sci 99(9):275–281CrossRef
Zurück zum Zitat Wang X, Ren LJ, Jiao FC, Liu WJ (2017) The ecological risk assessment and suggestions on heavy metals in river sediments of Jinan. Water Sci Technol 76(8):2177–2187CrossRef Wang X, Ren LJ, Jiao FC, Liu WJ (2017) The ecological risk assessment and suggestions on heavy metals in river sediments of Jinan. Water Sci Technol 76(8):2177–2187CrossRef
Zurück zum Zitat Wold S, Esbensen K, Geladi P (1987) Principal component analysis. Chemom Intell Lab Syst 2(1–3):37–52CrossRef Wold S, Esbensen K, Geladi P (1987) Principal component analysis. Chemom Intell Lab Syst 2(1–3):37–52CrossRef
Zurück zum Zitat Xu CH, Ren QW (2004) Fuzzy-synthetical evaluation on stability of surrounding rockmasses of underground engineering. Chin J Rock Mech Eng 23(11):1852–1853 (In Chinese) Xu CH, Ren QW (2004) Fuzzy-synthetical evaluation on stability of surrounding rockmasses of underground engineering. Chin J Rock Mech Eng 23(11):1852–1853 (In Chinese)
Zurück zum Zitat Yang CH, Liu HW (1999) Artificial neural network model for the stability classification of adjoining rock of underground construction. J Sichuan Union Univ: Eng Sci Ed 3(4):66–72 (In Chinese) Yang CH, Liu HW (1999) Artificial neural network model for the stability classification of adjoining rock of underground construction. J Sichuan Union Univ: Eng Sci Ed 3(4):66–72 (In Chinese)
Zurück zum Zitat Zhang W, Li XB, Gong FQ (2008) Stability classification model of mine-lane surrounding rock based on distance discriminant analysis method. J Cent S Univ Technol 15(1):117–120 (In Chinese)CrossRef Zhang W, Li XB, Gong FQ (2008) Stability classification model of mine-lane surrounding rock based on distance discriminant analysis method. J Cent S Univ Technol 15(1):117–120 (In Chinese)CrossRef
Metadaten
Titel
Classification model for surrounding rock based on the PCA-ideal point method: an engineering application
verfasst von
Yiguo Xue
Zhiqiang Li
Daohong Qiu
Lewen Zhang
Ying Zhao
Xueliang Zhang
Binghua Zhou
Publikationsdatum
25.08.2018
Verlag
Springer Berlin Heidelberg
Erschienen in
Bulletin of Engineering Geology and the Environment / Ausgabe 5/2019
Print ISSN: 1435-9529
Elektronische ISSN: 1435-9537
DOI
https://doi.org/10.1007/s10064-018-1368-5

Weitere Artikel der Ausgabe 5/2019

Bulletin of Engineering Geology and the Environment 5/2019 Zur Ausgabe