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Volumn 47, Issue 2, 2014, Pages 717-732

Prediction of the rock mass diggability index by using fuzzy clustering-based, ANN and multiple regression methods

Author keywords

ANFIS; ANN; Clustering approach; FCM; Intelligence system; Multiple regression; Rock mass diggability index; SCM

Indexed keywords

ANFIS; ANN; CLUSTERING APPROACH; DIGGABILITY; FCM; INTELLIGENCE SYSTEMS; MULTIPLE REGRESSIONS; SCM;

EID: 84896689928     PISSN: 07232632     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00603-013-0426-3     Document Type: Article
Times cited : (20)

References (43)
  • 2
    • 0032768798 scopus 로고    scopus 로고
    • Fuzzy model for the prediction of unconfined compressive strength of rock samples
    • 10.1016/S0148-9062(99)00007-8
    • Alvarez Grima M, Babuška R (1999) Fuzzy model for the prediction of unconfined compressive strength of rock samples. Int J Rock Mech Min Sci 36:339-349
    • (1999) Int J Rock Mech Min Sci , vol.36 , pp. 339-349
    • Alvarez Grima, M.1    Babuška, R.2
  • 3
    • 3042563293 scopus 로고
    • Rock types and seismic velocities versus rippability
    • Coeur d'Alene, Idaho, August 1975
    • Bailey AD (1975) Rock types and seismic velocities versus rippability. In: Proceedings of the 26th Annual Highway Geology Symposium, Coeur d'Alene, Idaho, August 1975, pp 135-142
    • (1975) Proceedings of the 26th Annual Highway Geology Symposium , pp. 135-142
    • Bailey, A.D.1
  • 4
    • 81955164179 scopus 로고    scopus 로고
    • Estimation of deformation modulus of rock masses by using fuzzy clustering-based modeling
    • 10.1016/j.ijrmms.2011.09.017
    • Bashari A, Beiki M, Talebinejad A (2011) Estimation of deformation modulus of rock masses by using fuzzy clustering-based modeling. Int J Rock Mech Min Sci 48:1224-1234
    • (2011) Int J Rock Mech Min Sci , vol.48 , pp. 1224-1234
    • Bashari, A.1    Beiki, M.2    Talebinejad, A.3
  • 7
    • 30344481268 scopus 로고
    • Caterpillar Inc. 11 Caterpillar Peoria
    • Caterpillar Inc. (1980) Caterpillar performance handbook, 11th edn. Caterpillar, Peoria
    • (1980) Caterpillar Performance Handbook
  • 8
    • 34249040596 scopus 로고
    • Caterpillar Inc. 19 Caterpillar Peoria
    • Caterpillar Inc. (1988) Caterpillar performance handbook, 19th edn. Caterpillar, Peoria
    • (1988) Caterpillar Performance Handbook
  • 9
    • 84974743850 scopus 로고
    • Fuzzy model identification based on cluster estimation
    • Chiu SL (1994) Fuzzy model identification based on cluster estimation. J Intell Fuzzy Syst 2(3):267-278
    • (1994) J Intell Fuzzy Syst , vol.2 , Issue.3 , pp. 267-278
    • Chiu, S.L.1
  • 10
    • 60749112802 scopus 로고    scopus 로고
    • Indirect estimation of the rock deformation modulus based on polynomial and multiple regression analyses of the RMR system
    • 10.1016/j.ijrmms.2008.10.001
    • Chun BS, Ryu WR, Sagong M, Do JN (2009) Indirect estimation of the rock deformation modulus based on polynomial and multiple regression analyses of the RMR system. Int J Rock Mech Min Sci 46(3):649-658
    • (2009) Int J Rock Mech Min Sci , vol.46 , Issue.3 , pp. 649-658
    • Chun, B.S.1    Ryu, W.R.2    Sagong, M.3    Do, J.N.4
  • 13
    • 0015644825 scopus 로고
    • A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters
    • 10.1080/01969727308546046
    • Dunn JC (1973) A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters. J Cybern 3:32-57
    • (1973) J Cybern , vol.3 , pp. 32-57
    • Dunn, J.C.1
  • 14
    • 1242264861 scopus 로고    scopus 로고
    • A fuzzy model to predict the uniaxial compressive strength and the modulus of elasticity of a problematic rock
    • 10.1016/j.engappai.2003.11.006
    • Gokceoglu C, Zorlu K (2004) A fuzzy model to predict the uniaxial compressive strength and the modulus of elasticity of a problematic rock. Eng Appl Artif Intell 17:61-72
    • (2004) Eng Appl Artif Intell , vol.17 , pp. 61-72
    • Gokceoglu, C.1    Zorlu, K.2
  • 15
    • 3142656652 scopus 로고    scopus 로고
    • A neuro-fuzzy model for modulus of deformation of jointed rock masses
    • 10.1016/j.compgeo.2004.05.001
    • Gokceoglu C, Yesilnacar E, Sonmez H, Kayabasi A (2004) A neuro-fuzzy model for modulus of deformation of jointed rock masses. Comput Geotech 31:375-383
    • (2004) Comput Geotech , vol.31 , pp. 375-383
    • Gokceoglu, C.1    Yesilnacar, E.2    Sonmez, H.3    Kayabasi, A.4
  • 16
    • 0025757903 scopus 로고
    • Prediction of ripping machine performance in terms of rock mass properties
    • Goktan RM, Eskikaya S (1991) Prediction of ripping machine performance in terms of rock mass properties. Civil Eng South Afr 31(1):13-24
    • (1991) Civil Eng South Afr , vol.31 , Issue.1 , pp. 13-24
    • Goktan, R.M.1    Eskikaya, S.2
  • 17
    • 57649201186 scopus 로고    scopus 로고
    • Development of a rock mass characteristics model for TBM penetration rate prediction
    • 10.1016/j.ijrmms.2008.03.003
    • Gong QM, Zhao J (2009) Development of a rock mass characteristics model for TBM penetration rate prediction. Int J Rock Mech Min Sci 46(1):8-18
    • (2009) Int J Rock Mech Min Sci , vol.46 , Issue.1 , pp. 8-18
    • Gong, Q.M.1    Zhao, J.2
  • 18
    • 34247129556 scopus 로고    scopus 로고
    • Prediction of radial bit cutting force in high-strength rocks using multiple linear regression analysis
    • 10.1016/j.ijrmms.2007.02.005
    • Gunes Yilmaz N, Yurdakul M, Goktan RM (2007) Prediction of radial bit cutting force in high-strength rocks using multiple linear regression analysis. Int J Rock Mech Min Sci 44(6):962-970
    • (2007) Int J Rock Mech Min Sci , vol.44 , Issue.6 , pp. 962-970
    • Gunes Yilmaz, N.1    Yurdakul, M.2    Goktan, R.M.3
  • 21
    • 0023231923 scopus 로고
    • Mechanical rock excavation - Assessment of cuttability and boreability
    • Howarth DF (1987) Mechanical rock excavation - assessment of cuttability and boreability. Proc RETC 1:145-164
    • (1987) Proc RETC , vol.1 , pp. 145-164
    • Howarth, D.F.1
  • 22
    • 30344475529 scopus 로고    scopus 로고
    • An application of fuzzy sets to the Diggability Index Rating Method for surface mine equipment selection
    • Iphar M, Goktan RM (2006) An application of fuzzy sets to the Diggability Index Rating Method for surface mine equipment selection. Int J Rock Mech Min Sci 43:253-266
    • (2006) Int J Rock Mech Min Sci , vol.43 , pp. 253-266
    • Iphar, M.1    Goktan, R.M.2
  • 23
    • 82855161415 scopus 로고    scopus 로고
    • ANN and ANFIS performance prediction models for hydraulic impact hammers
    • 10.1016/j.tust.2011.06.004
    • Iphar M (2012) ANN and ANFIS performance prediction models for hydraulic impact hammers. Tunn Undergr Space Technol 27:23-29
    • (2012) Tunn Undergr Space Technol , vol.27 , pp. 23-29
    • Iphar, M.1
  • 24
    • 0003240725 scopus 로고
    • Rock characterization testing and monitoring
    • ISRM Brown TT (ed) Pergamon Press, Oxford
    • ISRM (1981) Rock characterization testing and monitoring. In: Brown TT (ed) ISRM suggested methods. Pergamon Press, Oxford p 211
    • (1981) ISRM Suggested Methods , pp. 211
  • 25
    • 79960332421 scopus 로고    scopus 로고
    • Application of the adaptive neuro-fuzzy inference system for prediction of a rock engineering classification system
    • 10.1016/j.compgeo.2011.04.005
    • Jalalifar H, Mojedifar S, Sahebi AA, Nezamabadi-pour H (2011) Application of the adaptive neuro-fuzzy inference system for prediction of a rock engineering classification system. Comput Geotech 38:783-790
    • (2011) Comput Geotech , vol.38 , pp. 783-790
    • Jalalifar, H.1    Mojedifar, S.2    Sahebi, A.A.3    Nezamabadi-Pour, H.4
  • 26
    • 0027601884 scopus 로고    scopus 로고
    • ANFIS: Adaptive-network-based fuzzy inference system
    • 10.1109/21.256541
    • Jang JSR (1999) ANFIS: adaptive-network-based fuzzy inference system. IEEE Trans Syst Man Cybern 23(3):665-685
    • (1999) IEEE Trans Syst Man Cybern , vol.23 , Issue.3 , pp. 665-685
    • Jang, J.S.R.1
  • 27
    • 0032489329 scopus 로고    scopus 로고
    • Stability analysis of existing slopes considering uncertainty
    • 10.1016/S0013-7952(97)00078-1
    • Juang CH, Jhi YY, Lee DH (1998) Stability analysis of existing slopes considering uncertainty. Eng Geol 49:111-122
    • (1998) Eng Geol , vol.49 , pp. 111-122
    • Juang, C.H.1    Jhi, Y.Y.2    Lee, D.H.3
  • 29
    • 0020160088 scopus 로고
    • A classification system for excavation in natural materials
    • Kirsten HAD (1982) A classification system for excavation in natural materials. Civil Eng South Afr 24:293-308
    • (1982) Civil Eng South Afr , vol.24 , pp. 293-308
    • Kirsten, H.A.D.1
  • 30
    • 33644620778 scopus 로고    scopus 로고
    • Fuzzy models for analysis of rock mass displacements due to underground mining in mountainous areas
    • 10.1016/j.ijrmms.2005.09.008
    • Li W, Mei S, Zai S, Zhao S, Liang X (2006) Fuzzy models for analysis of rock mass displacements due to underground mining in mountainous areas. Int J Rock Mech Min Sci 43:503-511
    • (2006) Int J Rock Mech Min Sci , vol.43 , pp. 503-511
    • Li, W.1    Mei, S.2    Zai, S.3    Zhao, S.4    Liang, X.5
  • 32
    • 0021481482 scopus 로고
    • Derivation of a diggability index for surface mine equipment selection
    • 10.1016/S0167-9031(84)90349-9
    • Scoble MJ, Muftuoglu YV (1984) Derivation of a diggability index for surface mine equipment selection. Min Sci Technol 1:305-322
    • (1984) Min Sci Technol , vol.1 , pp. 305-322
    • Scoble, M.J.1    Muftuoglu, Y.V.2
  • 33
    • 0041828666 scopus 로고    scopus 로고
    • An application of fuzzy sets to the geological strength index (GSI) system used in rock engineering
    • 10.1016/S0952-1976(03)00002-2
    • Sonmez H, Gokceoglu C, Ulusay R (2003) An application of fuzzy sets to the geological strength index (GSI) system used in rock engineering. Eng Appl Artif Intell 16:251-269
    • (2003) Eng Appl Artif Intell , vol.16 , pp. 251-269
    • Sonmez, H.1    Gokceoglu, C.2    Ulusay, R.3
  • 34
    • 3042636949 scopus 로고    scopus 로고
    • Models to predict the uniaxial compressive strength and the modulus of elasticity for Ankara agglomerate
    • 10.1016/j.ijrmms.2004.01.011
    • Sonmez H, Tuncay E, Gokceoglu C (2004) Models to predict the uniaxial compressive strength and the modulus of elasticity for Ankara agglomerate. Int J Rock Mech Min Sci 41:717-729
    • (2004) Int J Rock Mech Min Sci , vol.41 , pp. 717-729
    • Sonmez, H.1    Tuncay, E.2    Gokceoglu, C.3
  • 36
    • 84896703952 scopus 로고
    • State Department of Highways, Colorado State Department of Highways, Colorado, Rep Pb 189.842
    • State Department of Highways, Colorado (1969) Rock rippability study (final report). State Department of Highways, Colorado, Rep Pb 189.842
    • (1969) Rock Rippability Study (Final Report)
  • 37
    • 0021892282 scopus 로고
    • Fuzzy identification of systems and its applications to modeling and control
    • 10.1109/TSMC.1985.6313399
    • Takagi T, Sugeno M (1985) Fuzzy identification of systems and its applications to modeling and control. IEEE Trans Syst Man Cybern 15:116-132
    • (1985) IEEE Trans Syst Man Cybern , vol.15 , pp. 116-132
    • Takagi, T.1    Sugeno, M.2
  • 39
    • 33845505661 scopus 로고    scopus 로고
    • Spatial estimation of some mechanical properties of rocks by fuzzy modelling
    • 10.1016/j.compgeo.2006.09.005
    • Tutmez B, Tercan AE (2007) Spatial estimation of some mechanical properties of rocks by fuzzy modelling. Comput Geotech 34:10-18
    • (2007) Comput Geotech , vol.34 , pp. 10-18
    • Tutmez, B.1    Tercan, A.E.2
  • 40
    • 0035738941 scopus 로고    scopus 로고
    • Draft ISRM suggested method for determining block punch strength index (BPI)
    • 10.1016/S1365-1609(01)00078-8
    • Ulusay R, Gokceoglu C, Sulukcu S (2001) Draft ISRM suggested method for determining block punch strength index (BPI). Int J Rock Mech Min Sci 38:1113-1119
    • (2001) Int J Rock Mech Min Sci , vol.38 , pp. 1113-1119
    • Ulusay, R.1    Gokceoglu, C.2    Sulukcu, S.3
  • 41
    • 84974755191 scopus 로고
    • Generation of fuzzy rules by mountain clustering
    • Yager R, Filev D (1994) Generation of fuzzy rules by mountain clustering. J Intell Fuzzy Syst 2(3):209-219
    • (1994) J Intell Fuzzy Syst , vol.2 , Issue.3 , pp. 209-219
    • Yager, R.1    Filev, D.2
  • 42
    • 70449523078 scopus 로고    scopus 로고
    • Application of fuzzy inference system and nonlinear regression models for predicting rock brittleness
    • 10.1016/j.eswa.2009.07.046
    • Yagiz S, Gokceoglu C (2010) Application of fuzzy inference system and nonlinear regression models for predicting rock brittleness. Exp Syst Appl 37:2265-2272
    • (2010) Exp Syst Appl , vol.37 , pp. 2265-2272
    • Yagiz, S.1    Gokceoglu, C.2
  • 43
    • 0342824252 scopus 로고    scopus 로고
    • A membership function selection method for fuzzy neural networks
    • Dunedin, Springer Verlag Singapore
    • Zhou Q, Purvis M, Kasabov N (1997) A membership function selection method for fuzzy neural networks. In: Proc ICONIP, Dunedin, Springer Verlag Singapore, pp 785-788
    • (1997) Proc ICONIP , pp. 785-788
    • Zhou, Q.1    Purvis, M.2    Kasabov, N.3


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