메뉴 건너뛰기




Volumn 38, Issue 1, 2011, Pages 1-25

Nonlinear modeling of shear strength of SFRC beams using linear genetic programming

Author keywords

Fiber reinforced concrete beams; Formulation; Linear genetic programming; SFRCB beam; Shear strength

Indexed keywords

CONCRETE BEAMS AND GIRDERS; CONCRETE CONSTRUCTION; FIBER REINFORCED CONCRETE; GENETIC ALGORITHMS; HIGH PERFORMANCE CONCRETE; NONLINEAR SYSTEMS; SENSITIVITY ANALYSIS; SHEAR STRENGTH; STEEL FIBERS;

EID: 79953302406     PISSN: 12254568     EISSN: None     Source Type: Journal    
DOI: 10.12989/sem.2011.38.1.001     Document Type: Article
Times cited : (83)

References (66)
  • 1
    • 0024087268 scopus 로고
    • Design considerations for steel fiber-reinforced concrete
    • ACI Committee 544
    • ACI Committee 544 (1988), "Design considerations for steel fiber-reinforced concrete", ACI Struct. J., 85(5), 563-580.
    • (1988) ACI Struct. J. , vol.85 , Issue.5 , pp. 563-580
  • 2
    • 0030781330 scopus 로고    scopus 로고
    • Shear tests of fiber concrete beams without stirrups
    • Adebar, P., Mindess, S.S., Pierre, D. and Olund, B. (1997), "Shear tests of fiber concrete beams without stirrups", ACI Struct. J., 94(1), 68-76. (Pubitemid 127539918)
    • (1997) ACI Structural Journal , vol.94 , Issue.1 , pp. 68-76
    • Adebar, P.1    Mindess, S.2    St.-Pierre, D.3    Olund, B.4
  • 3
    • 33744548453 scopus 로고    scopus 로고
    • Prediction of shear strength of steel fiber RC beams using neural networks
    • DOI 10.1016/j.conbuildmat.2005.01.047, PII S0950061805000905
    • Adhikary, B.B. and Mutsuyoshi, H. (2006), "Prediction of shear strength of steel fiber RC beams using neural networks", Constr. Build. Mater., 20, 801-811. (Pubitemid 43810187)
    • (2006) Construction and Building Materials , vol.20 , Issue.9 , pp. 801-811
    • Adhikary, B.B.1    Mutsuyoshi, H.2
  • 4
    • 77955555026 scopus 로고    scopus 로고
    • Discussion on soft computing approach for real-time estimation of missing wave heights
    • Alavi, A.H., Gandomi, A.H. and Heshmati, A.A.R. (2010b), "Discussion on soft computing approach for real-time estimation of missing wave heights", Ocean Eng., 37(13), 1239-1240.
    • (2010) Ocean Eng. , vol.37 , Issue.13 , pp. 1239-1240
    • Alavi, A.H.1    Gandomi, A.H.2    Heshmati, A.A.R.3
  • 5
    • 79955683058 scopus 로고    scopus 로고
    • A robust data mining approach for formulation of geotechnical engineering systems
    • Alavi, A.H. and Gandomi, A.H. (2011), "A robust data mining approach for formulation of geotechnical engineering systems", Int. J. Comput. Aid. Meth. Eng.-Eng. Computat., 28(3).
    • (2011) Int. J. Comput. Aid. Meth. Eng.-Eng. Computat. , vol.28 , pp. 3
    • Alavi, A.H.1    Gandomi, A.H.2
  • 6
    • 77954209083 scopus 로고    scopus 로고
    • Multi expression programming: A new approach to formulation of soil classification
    • Alavi, A.H., Gandomi, A.H., Sahab, M.G. and Gandomi, M. (2010a), "Multi expression programming: a new approach to formulation of soil classification", Eng. Comput-Germany, 26(2), 111-118.
    • (2010) Eng. Comput-Germany , vol.26 , Issue.2 , pp. 111-118
    • Alavi, A.H.1    Gandomi, A.H.2    Sahab, M.G.3    Gandomi, M.4
  • 7
    • 0026839379 scopus 로고
    • Shear behavior of high-strength fiber reinforced concrete beams
    • Ashour, S.A., Hasanain, GS. and Wafa, F.F. (1992), "Shear behavior of high-strength fiber reinforced concrete beams", ACI Struct. J.,, 89(2), 176-184.
    • (1992) ACI Struct. J. , vol.89 , Issue.2 , pp. 176-184
    • Ashour, S.A.1    Hasanain, G.S.2    Wafa, F.F.3
  • 10
    • 0001741385 scopus 로고
    • Steel fibers as shear reinforcement in beams
    • Batson, G., Jenkins, E. and Spatney, R. (1972), "Steel fibers as shear reinforcement in beams", ACI J., 69(10), 640-644.
    • (1972) ACI J. , vol.69 , Issue.10 , pp. 640-644
    • Batson, G.1    Jenkins, E.2    Spatney, R.3
  • 11
    • 44949162150 scopus 로고    scopus 로고
    • Prediction of compressive and tensile strength of limestone via genetic programming
    • Baykasoglu, A., Gullub, H., Canakci, H. and Ozbakir, L. (2008), "Prediction of compressive and tensile strength of limestone via genetic programming", Expert Syst. Appl., 35(1-2), 111-123.
    • (2008) Expert Syst. Appl. , vol.35 , Issue.1-2 , pp. 111-123
    • Baykasoglu, A.1    Gullub, H.2    Canakci, H.3    Ozbakir, L.4
  • 12
    • 0035247432 scopus 로고    scopus 로고
    • A comparison of linear genetic programming and neural networks in medical data mining
    • DOI 10.1109/4235.910462, PII S1089778X0102135X
    • Brameier, M. and Banzhaf, W. (2001), "A comparison of linear genetic programming and neural networks in medical data mining", IEEE T. Evolut. Comput., 5(1), 17-26. (Pubitemid 32330494)
    • (2001) IEEE Transactions on Evolutionary Computation , vol.5 , Issue.1 , pp. 17-26
    • Brameier, M.1    Banzhaf, W.2
  • 14
    • 85116455323 scopus 로고    scopus 로고
    • High-strength concrete beams submitted to shear: Steel fibers versus stirrups
    • (Eds. N. Banthia, C. MacDonald and P. Tatnall), American Concrete Institute, Farmington Hills, Mich.
    • Casanova, P. and Rossi, P. (1999), "High-strength concrete beams submitted to shear: steel fibers versus stirrups", Structural Applications of Fiber Reinforced Concrete, SP-182, (Eds. N. Banthia, C. MacDonald and P. Tatnall), American Concrete Institute, Farmington Hills, Mich., 53-67.
    • (1999) Structural Applications of Fiber Reinforced Concrete, SP-182 , pp. 53-67
    • Casanova, P.1    Rossi, P.2
  • 15
    • 79953328042 scopus 로고    scopus 로고
    • Faculty of Civil Engineering Ho chiminh City University of Technology, Seminar Material
    • Chanh, V.N. (2004), "Steel fiber-reinforced concrete", Faculty of Civil Engineering Ho chiminh City University of Technology, Seminar Material, 108-116.
    • (2004) Steel Fiber-reinforced Concrete , pp. 108-116
    • Chanh, V.N.1
  • 17
    • 3843143860 scopus 로고    scopus 로고
    • Effectiveness of stirrups and steel fibres as shear reinforcement
    • Cucchiara, C., Mendola, L.L. and Papia, M. (2004), "Effectiveness of stirrups and steel fibres as shear reinforcement", Cement Concrete Comp., 26, 777-786.
    • (2004) Cement Concrete Comp. , vol.26 , pp. 777-786
    • Cucchiara, C.1    Mendola, L.L.2    Papia, M.3
  • 19
    • 42149160306 scopus 로고    scopus 로고
    • Version 3.0. Register Machine Learning Technologies, Littleton, CO.
    • Francone, F. (2000), Discipulus™ Owner's Manual, Version 3.0. Register Machine Learning Technologies, Littleton, CO.
    • (2000) Discipulus™ Owner's Manual
    • Francone, F.1
  • 20
    • 1842424456 scopus 로고    scopus 로고
    • Extending the boundaries of design optimization by integrating fast optimization techniques with machine-code-based, linear genetic programming
    • Francone, F.D. and Deschaine, L.M. (2004), "Extending the boundaries of design optimization by integrating fast optimization techniques with machine-code-based, linear genetic programming", Inform. Sciences, 161, 99-120.
    • (2004) Inform. Sciences , vol.161 , pp. 99-120
    • Francone, F.D.1    Deschaine, L.M.2
  • 22
    • 77954757869 scopus 로고    scopus 로고
    • New formulation for compressive strength of CFRP confined concrete cylinders using linear genetic programming
    • Gandomi, A.H., Alavi, A.H. and Sahab, M.G. (2010b), "New formulation for compressive strength of CFRP confined concrete cylinders using linear genetic programming", Mater. Struct., 43(7), 963-983.
    • (2010) Mater. Struct. , vol.43 , Issue.7 , pp. 963-983
    • Gandomi, A.H.1    Alavi, A.H.2    Sahab, M.G.3
  • 23
    • 77954207983 scopus 로고    scopus 로고
    • Formulation of elastic modulus of concrete using linear genetic programming
    • Gandomi, A.H., Alavi, A.H., Sahab, M.G and Arjmandi, P. (2010c), "Formulation of elastic modulus of concrete using linear genetic programming", J. Mech. Sci. Technol., 24(6), 1273-1278.
    • (2010) J. Mech. Sci. Technol. , vol.24 , Issue.6 , pp. 1273-1278
    • Gandomi, A.H.1    Alavi, A.H.2    Sahab, M.G.3    Arjmandi, P.4
  • 24
    • 79251646481 scopus 로고    scopus 로고
    • Formulation of uplift capacity of suction caissons using multi expression programming
    • Gandomi, A.H., Alavi, A.H. and Yun, G (2010a), "Formulation of uplift capacity of suction caissons using multi expression programming", KSCE J. Civil Eng., 15(2), 363-373.
    • (2010) KSCE J. Civil Eng. , vol.15 , Issue.2 , pp. 363-373
    • Gandomi, A.H.1    Alavi, A.H.2    Yun, G.3
  • 25
    • 36448968266 scopus 로고    scopus 로고
    • The effects of stirrups and the extents of regions used sfrc in exterior beam-column joints
    • Gencoglu, M. (2007), "The effects of stirrups and the extents of regions used sfrc in exterior beam-column joints", Struct. Eng. Mech., 27(2), 223-241.
    • (2007) Struct. Eng. Mech. , vol.27 , Issue.2 , pp. 223-241
    • Gencoglu, M.1
  • 27
    • 68749103188 scopus 로고    scopus 로고
    • Linear genetic programming for prediction of circular pile scour
    • Guven, A., Azamathullab, H.M. and Zakaria, N.A. (2009), "Linear genetic programming for prediction of circular pile scour", Ocean Eng., 36(12-13), 985-991.
    • (2009) Ocean Eng. , vol.36 , Issue.12-13 , pp. 985-991
    • Guven, A.1    Azamathullab, H.M.2    Zakaria, N.A.3
  • 28
    • 79955843905 scopus 로고
    • Shear capacity of steel fiber high-strength concrete beams
    • (Ed. V.M. Malhotra), American Concrete Institute, Farmington Hills, Mich.
    • Imam, M., Vandewalle, L. and Mortelmans, F. (1994), "Shear capacity of steel fiber high-strength concrete beams", High-Performance Concrete, SP-149, (Ed. V.M. Malhotra), American Concrete Institute, Farmington Hills, Mich., 227-241.
    • (1994) High-Performance Concrete, SP-149 , pp. 227-241
    • Imam, M.1    Vandewalle, L.2    Mortelmans, F.3
  • 29
    • 0021700605 scopus 로고
    • Shear and moment capacities of steel fiber reinforced concrete beams
    • (Ed. G.C. Hoff), American Concrete Institute, Farmington Hills, Mich.
    • Jindal, R.L. (1984), "Shear and moment capacities of steel fiber reinforced concrete beams", Fiber Reinforced Concrete, SP-81, (Ed. G.C. Hoff), American Concrete Institute, Farmington Hills, Mich., 1-16.
    • (1984) Fiber Reinforced Concrete, SP-81 , pp. 1-16
    • Jindal, R.L.1
  • 30
    • 33645818583 scopus 로고    scopus 로고
    • Prediction of soil-water characteristic curve using genetic programming
    • Johari, A., Habibagahi, G and Ghahramani, A. (2006), "Prediction of soil-water characteristic curve using genetic programming", J. Geotech. Geoenviron., 132(5), 661-665.
    • (2006) J. Geotech. Geoenviron. , vol.132 , Issue.5 , pp. 661-665
    • Johari, A.1    Habibagahi, G.2    Ghahramani, A.3
  • 31
    • 79953298345 scopus 로고
    • Shear strength of fibre reinforced concrete beams
    • Kadir, M.R.A. and Saeed, J.A. (1986), "Shear strength of fibre reinforced concrete beams", J. Eng. Technol., 4(3), 98-112.
    • (1986) J. Eng. Technol. , vol.4 , Issue.3 , pp. 98-112
    • Kadir, M.R.A.1    Saeed, J.A.2
  • 33
    • 0033102942 scopus 로고    scopus 로고
    • Shear strength of normal and high-strength fiber reinforced concrete beams without stirrups
    • Khuntia, M., Stojadinovic, B. and Goel, S.C. (1999), "Shear strength of normal and high-strength fiber reinforced concrete beams without stirrups", ACI Struct. J., 96(2), 282-289.
    • (1999) ACI Struct. J. , vol.96 , Issue.2 , pp. 282-289
    • Khuntia, M.1    Stojadinovic, B.2    Goel, S.C.3
  • 35
    • 0033472761 scopus 로고    scopus 로고
    • Fuzzy neural network as instance generator for case-based reasoning system: An example of selection of heat exchange equipment in mixing
    • Kraslawski, A., Pedrycz, W. and Nyström, L. (1999), "Fuzzy neural network as instance generator for case-based reasoning system: an example of selection of heat exchange equipment in mixing", Neural Comput. Appl., 8(2), 106-113.
    • (1999) Neural Comput. Appl. , vol.8 , Issue.2 , pp. 106-113
    • Kraslawski, A.1    Pedrycz, W.2    Nystöm, L.3
  • 36
    • 60549115430 scopus 로고    scopus 로고
    • ANN-based model for predicting the bearing capacity of strip footing on multi-layered cohesive soil
    • Kuo, Y.L., Jaksa, M.B., Lyamin, A.V. and Kaggwa, W.S. (2009), "ANN-based model for predicting the bearing capacity of strip footing on multi-layered cohesive soil", Comput. Geotech., 36, 503-516.
    • (2009) Comput. Geotech. , vol.36 , pp. 503-516
    • Kuo, Y.L.1    Jaksa, M.B.2    Lyamin, A.V.3    Kaggwa, W.S.4
  • 37
    • 0036665164 scopus 로고    scopus 로고
    • Shear strength of steel fiber-reinforced concrete beams without stirrups
    • Kwak, Y.K., Eberhard, M.O., Kim, W.S. and Kim, J. (2002), "Shear strength of steel fiber-reinforced concrete beams without stirrups", ACI Struct. J., 99(4), 530-538.
    • (2002) ACI Struct. J. , vol.99 , Issue.4 , pp. 530-538
    • Kwak, Y.K.1    Eberhard, M.O.2    Kim, W.S.3    Kim, J.4
  • 38
    • 0026915118 scopus 로고
    • Steel and synthetic fibers as shear reinforcement
    • Li, V.C., Ward, R. and Hamza, A.M. (1992), "Steel and synthetic fibers as shear reinforcement", ACI Mater. J., 89(5), 499-508. (Pubitemid 23593284)
    • (1992) ACI Materials Journal , vol.89 , Issue.5 , pp. 499-508
    • Li, V.C.1    Ward, R.2    Hamza, A.M.3
  • 39
    • 0023418517 scopus 로고
    • Shear and moment capacity of reinforced steel-fiber-concrete beams
    • Lim, T.Y., Paramasivam, P. and Lee, S.L. (1987), "Shear and moment capacity of reinforced steel-fiber-concrete beams", Mag. Concrete Res., 39(140), 148-160.
    • (1987) Mag. Concrete Res. , vol.39 , Issue.140 , pp. 148-160
    • Lim, T.Y.1    Paramasivam, P.2    Lee, S.L.3
  • 40
    • 0022787761 scopus 로고
    • Shear strength of fibrous concrete beams without stirrups
    • Mansur, M.A., Ong, K.C.G and Paramsivam, P. (1986), "Shear strength of fibrous concrete beams without stirrups", J. Struct. Eng.-ASCE, 112(9), 2066-2079. (Pubitemid 16639957)
    • (1986) Journal of structural engineering , vol.112 , Issue.9 , pp. 2066-2079
    • Mansur, M.A.1    Ong, K.C.G.2    Paramasivam, P.3
  • 41
    • 77956967158 scopus 로고    scopus 로고
    • Modeling of compressive strength of HPC mixes using a combined algorithm of genetic programming and orthogonal least squares
    • Mousavi, A.H., Gandomi, A.H., Alavi, A.H. and Vesalimahmood, M. (2010), "Modeling of compressive strength of HPC mixes using a combined algorithm of genetic programming and orthogonal least squares", Struct. Eng. Mech., 36(2).
    • (2010) Struct. Eng. Mech. , vol.36 , pp. 2
    • Mousavi, A.H.1    Gandomi, A.H.2    Alavi, A.H.3    Vesalimahmood, M.4
  • 43
    • 0004160987 scopus 로고    scopus 로고
    • High performance fiber reinforced cement composites: HPFRCC 4
    • RILEM Publications S.A.R.L.
    • Naaman, A.E. and Reinhardt, H.W. (2003), "High performance fiber reinforced cement composites: HPFRCC 4", RILEMProceedings Pro 30, RILEM Publications S.A.R.L., 95-113.
    • (2003) RILEMProceedings Pro , vol.30 , pp. 95-113
    • Naaman, A.E.1    Reinhardt, H.W.2
  • 44
    • 0023344622 scopus 로고
    • Use of steel fibers as shear reinforcement
    • Narayanan, R. and Darwish, I.Y.S. (1987), "Use of steel fibers as shear reinforcement", ACI Struct. J., 84(3), 216-227. (Pubitemid 17587125)
    • (1987) ACI Structural Journal , vol.84 , Issue.3 , pp. 216-227
    • Narayanan, R.1    Darwish, I.Y.S.2
  • 45
    • 0023978132 scopus 로고
    • Fiber concrete deep beams in shear
    • Narayanan, R. and Darwish, I.Y.S. (1988), "Fiber concrete deep beams in shear", ACI Struct. J., 85(2), 141-149. (Pubitemid 18576464)
    • (1988) ACI Structural Journal , vol.85 , Issue.2 , pp. 141-149
    • Narayanan, R.1    Darwish, I.Y.S.2
  • 46
    • 0033718599 scopus 로고    scopus 로고
    • Beams of fibrous concrete in shear and bending: Experiment and model
    • Noghabai, K. (2000), "Beams of fibrous concrete in shear and bending: experiment and model", J. Struct. EngASCE, 126(2), 243-251.
    • (2000) J. Struct. EngASCE , vol.126 , Issue.2 , pp. 243-251
    • Noghabai, K.1
  • 47
    • 0032313873 scopus 로고    scopus 로고
    • Shear behaviour and shear analysis of reinforced concrete beams containing steel fibres
    • Oh, B.H, Lim, D.H., Yoo, S.W. and Kim, E.S. (1998), "Shear behavior and shear analysis of reinforced concrete beams containing steel fibers", Mag. Concrete Res., 50(4), 283-291. (Pubitemid 128496726)
    • (1998) Magazine of Concrete Research , vol.50 , Issue.4 , pp. 283-291
    • Oh, B.H.1    Lim, D.H.2    Yoo, S.W.3    Kim, E.S.4
  • 48
    • 26444612035 scopus 로고    scopus 로고
    • A comparison of several linear genetic programming techniques
    • Oltean, M. and Grosan, C. (2003), "A comparison of several linear genetic programming techniques", Complex Syst., 14(4), 1-29.
    • (2003) Complex Syst. , vol.14 , Issue.4 , pp. 1-29
    • Oltean, M.1    Grosan, C.2
  • 49
    • 57649088777 scopus 로고    scopus 로고
    • Technical Report, UBB-01-2002, Babes-Bolyai University, Cluj-Napoca, Romania
    • Oltean, M. and Dumitrescu, D. (2002), "Multi expression programming", Technical Report, UBB-01-2002, Babes-Bolyai University, Cluj-Napoca, Romania.
    • (2002) Multi Expression Programming
    • Oltean, M.1    Dumitrscu, D.2
  • 50
    • 67649803354 scopus 로고    scopus 로고
    • A novel QSPR model for prediction of lower flammability limits of organic compounds based on support vector machine
    • Pan, Y., Jiang, J., Wang, R., Cao, H. and Cui, Y. (2009), "A novel QSPR model for prediction of lower flammability limits of organic compounds based on support vector machine", J. Haz. Mater., 168(2-3), 962-969.
    • (2009) J. Haz. Mater. , vol.168 , Issue.2-3 , pp. 962-969
    • Pan, Y.1    Jiang, J.2    Wang, R.3    Cao, H.4    Cui, Y.5
  • 53
    • 0003190539 scopus 로고    scopus 로고
    • Test and design methods for steel fiber reinforced concrete
    • RILEM TC-162-TDF
    • RILEM TC-162-TDF (2000), "Test and design methods for steel fiber reinforced concrete", Mater. Struct., 33(226), 75-81.
    • (2000) Mater. Struct. , vol.33 , Issue.226 , pp. 75-81
  • 54
  • 55
    • 41949116226 scopus 로고    scopus 로고
    • On some aspects of variable selection for partial least squares regression models
    • Roy, P.P. and Roy, K. (2008), "On some aspects of variable selection for partial least squares regression models", QSAR Comb. Sci., 27, 302-313.
    • (2008) QSAR Comb. Sci. , vol.27 , pp. 302-313
    • Roy, P.P.1    Roy, K.2
  • 57
    • 0022756930 scopus 로고
    • Shear strength of steel fiber reinforced concrete beams
    • Sharma, A.K. (1986), "Shear strength of steel fiber reinforced concrete beams", ACI J., 83(4), 624-628.
    • (1986) ACI J. , vol.83 , Issue.4 , pp. 624-628
    • Sharma, A.K.1
  • 60
    • 0022028134 scopus 로고
    • Effectiveness of steel fibers as shear reinforcement
    • Swamy, R.N. and Bahia, H.M. (1985), "The effectiveness of steel fibers as shear reinforcement", Concrete Int., 7(3), 35-40. (Pubitemid 15463840)
    • (1985) Concrete International , vol.7 , Issue.3 , pp. 35-40
    • Swamy, R.N.1    Bahia, H.M.2
  • 61
    • 0027201318 scopus 로고
    • Influence of steel fibers on the shear resistance of lightweight concrete I- beams
    • Swamy, R.N., Jones, R. and Chiam, A.T.P. (1993), "Influence of steel fibers on the shear resistance of lightweight concrete I-beams", ACI Struct. J., 90(1), 103-114. (Pubitemid 23619903)
    • (1993) ACI Structural Journal , vol.90 , Issue.1 , pp. 103-114
    • Swamy, R.N.1    Jones, R.2    Chiam, A.T.P.3
  • 62
    • 85114718804 scopus 로고
    • The mechanics of fiber reinforcement of cement matrices
    • SP-44, American Concrete Institute, Farmington Hills, Mich.
    • Swamy, R.N., Mangat, P.S. and Rao, C.V.S.K. (1974), "The mechanics of fiber reinforcement of cement matrices", Fiber Reinforced Concrete, SP-44, American Concrete Institute, Farmington Hills, Mich., 1-28.
    • (1974) Fiber Reinforced Concrete , pp. 1-28
    • Swamy, R.N.1    Mangat, P.S.2    Rao, C.V.S.K.3
  • 63
    • 0027222497 scopus 로고
    • Shear behavior of steel fiber reinforced concrete beams
    • Tan, K.H., Murugappan, K. and Paramasivam, P. (1992), "Shear behavior of steel fiber reinforced concrete beams", ACI Struct. J., 89(6), 3-11.
    • (1992) ACI Struct. J. , vol.89 , Issue.6 , pp. 3-11
    • Tan, K.H.1    Murugappan, K.2    Paramasivam, P.3
  • 66
    • 0014974037 scopus 로고
    • Shear strength prediction for separate categories of simple beam tests
    • Zsutty, T. (1971), "Shear strength prediction for separate categories of simple beam tests", ACIJ., 68(2), 138-143.
    • (1971) ACIJ , vol.68 , Issue.2 , pp. 138-143
    • Zsutty, T.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.