메뉴 건너뛰기




Volumn 41, Issue 4, 2010, Pages 287-298

Prediction of the ultimate strength of reinforced concrete beams FRP-strengthened in shear using neural networks

Author keywords

C. Computational modelling; CFRP materials; RC beams strengthening

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CFRP MATERIALS; COMPUTATIONAL MODELLING; DESIGN PROPOSAL; EXPERIMENTAL DATA; EXPERIMENTAL TEST; EXTERNALLY BONDED; FIBRE REINFORCED POLYMERS; PARAMETRIC STUDY; RC BEAMS; REINFORCED CONCRETE BEAMS; SHEAR STRENGTHENING; ULTIMATE STRENGTH;

EID: 77951208685     PISSN: 13598368     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compositesb.2010.03.003     Document Type: Article
Times cited : (94)

References (45)
  • 2
    • 77951205166 scopus 로고    scopus 로고
    • Fib bulletin 14. Externally bonded FRP reinforcement for RC structures, design and use of externally bonded fibre reinforced polymer reinforcement (FRP EBR) for reinforced concrete structures. Task group 9,3, FRP reinforcement for concrete structures. Lausanne, Switzerland; 2001.
    • Fib bulletin 14. Externally bonded FRP reinforcement for RC structures, design and use of externally bonded fibre reinforced polymer reinforcement (FRP EBR) for reinforced concrete structures. Task group 9,3, FRP reinforcement for concrete structures. Lausanne, Switzerland; 2001.
  • 3
    • 77951206814 scopus 로고    scopus 로고
    • ACI 440, 2R-02. Guide for the design and construction of externally bonded FRP systems for strengthening concrete structures Reported by ACI Committee 440. Farmington Hills, Michigan (USA): American Concrete Institute; 2002.
    • ACI 440, 2R-02. Guide for the design and construction of externally bonded FRP systems for strengthening concrete structures Reported by ACI Committee 440. Farmington Hills, Michigan (USA): American Concrete Institute; 2002.
  • 4
    • 0003441373 scopus 로고    scopus 로고
    • Design guidance for strengthening concrete structures using fibre composite materials. Crowthorne
    • 55, The Concrete Society;
    • Concrete society technical report 55. Design guidance for strengthening concrete structures using fibre composite materials. Crowthorne: The Concrete Society; 2000.
    • (2000) Concrete society technical report
  • 5
    • 77951203694 scopus 로고    scopus 로고
    • CNR-DT200/2004. Guide for the design and construction of externally bonded FRP systems for strengthening existing structures. Rome (Italy): Italian National Research Council; 2004.
    • CNR-DT200/2004. Guide for the design and construction of externally bonded FRP systems for strengthening existing structures. Rome (Italy): Italian National Research Council; 2004.
  • 6
    • 77951206736 scopus 로고    scopus 로고
    • Design Manual No. 4. Strengthening reinforced concrete structures with externally-bonded fibre reinforced polymers. Isis Canada, the Canadian network of centres of excellence on intelligent sensing for innovative structures; 2001.
    • Design Manual No. 4. Strengthening reinforced concrete structures with externally-bonded fibre reinforced polymers. Isis Canada, the Canadian network of centres of excellence on intelligent sensing for innovative structures; 2001.
  • 8
    • 0029305369 scopus 로고
    • Shear strengthening of reinforced concrete beams using externally applied composite fabrics
    • Chajes M.J., Januszka T.F., Mertz D.R., Thomson T.A., and Finch W.W. Shear strengthening of reinforced concrete beams using externally applied composite fabrics. ACI Struct J 92 3 (1995) 295-303
    • (1995) ACI Struct J , vol.92 , Issue.3 , pp. 295-303
    • Chajes, M.J.1    Januszka, T.F.2    Mertz, D.R.3    Thomson, T.A.4    Finch, W.W.5
  • 9
    • 0032027139 scopus 로고    scopus 로고
    • Shear strengthening of reinforced concrete beams using epoxy-bonded FRP composites
    • Triantafillou T.C. Shear strengthening of reinforced concrete beams using epoxy-bonded FRP composites. ACI Struct J 95 2 (1998) 107-115
    • (1998) ACI Struct J , vol.95 , Issue.2 , pp. 107-115
    • Triantafillou, T.C.1
  • 10
    • 0032144408 scopus 로고    scopus 로고
    • Composites: a new possibility for the shear strengthening of concrete, masonry and wood
    • Triantafillou T.C. Composites: a new possibility for the shear strengthening of concrete, masonry and wood. Compos Sci Technol 58 8 (1998) 1285-1295
    • (1998) Compos Sci Technol , vol.58 , Issue.8 , pp. 1285-1295
    • Triantafillou, T.C.1
  • 11
    • 0032207794 scopus 로고    scopus 로고
    • Contribution of externally bonded FRP to shear capacity of RC flexural members
    • Khalifa A., Gold W.J., Nanni A., and Aziz A. Contribution of externally bonded FRP to shear capacity of RC flexural members. J Compos Constr 2 4 (1998) 195-203
    • (1998) J Compos Constr , vol.2 , Issue.4 , pp. 195-203
    • Khalifa, A.1    Gold, W.J.2    Nanni, A.3    Aziz, A.4
  • 12
    • 0034322354 scopus 로고    scopus 로고
    • Design of concrete flexural members strengthened in shear with FRP
    • Triantafillou T.C., and Antonopoulos C.P. Design of concrete flexural members strengthened in shear with FRP. J Compos Constr 4 4 (2000) 198-205
    • (2000) J Compos Constr , vol.4 , Issue.4 , pp. 198-205
    • Triantafillou, T.C.1    Antonopoulos, C.P.2
  • 13
    • 0033739842 scopus 로고    scopus 로고
    • Improving shear capacity of existing RC T-section beams using CFRP composites
    • Khalifa A., and Nanni A. Improving shear capacity of existing RC T-section beams using CFRP composites. Cem Concr Compos 22 (2000) 165-174
    • (2000) Cem Concr Compos , vol.22 , pp. 165-174
    • Khalifa, A.1    Nanni, A.2
  • 14
    • 0033902247 scopus 로고    scopus 로고
    • Strengthening concrete beams for shear using CFRP-materials: evaluation of different application methods
    • Täljsten B., and Elfgren L. Strengthening concrete beams for shear using CFRP-materials: evaluation of different application methods. Compos Part B - Eng 31 2 (2000) 87-96
    • (2000) Compos Part B - Eng , vol.31 , Issue.2 , pp. 87-96
    • Täljsten, B.1    Elfgren, L.2
  • 15
    • 0037290452 scopus 로고    scopus 로고
    • Strengthening concrete beams for shear with CFRP sheets
    • Täljsten B. Strengthening concrete beams for shear with CFRP sheets. Constr Build Mater 17 (2003) 15-26
    • (2003) Constr Build Mater , vol.17 , pp. 15-26
    • Täljsten, B.1
  • 17
    • 0011873367 scopus 로고
    • Shear strengthening of concrete bridge girders using carbon fibre-reinforced plastic sheets
    • San Francisco;
    • Drimoussis A, Cheng JJR. Shear strengthening of concrete bridge girders using carbon fibre-reinforced plastic sheets. In: Fourth international bridge engineering conference. San Francisco; 1995. p. 337-47.
    • (1995) Fourth international bridge engineering conference , pp. 337-347
    • Drimoussis, A.1    Cheng, J.J.R.2
  • 18
    • 0032147463 scopus 로고    scopus 로고
    • Strengthening of reinforced concrete beams with externally bonded fibre-reinforced-plastic plates: design guidelines for shear and flexure
    • Chaallal O., Nollet M.J., and Perraton D. Strengthening of reinforced concrete beams with externally bonded fibre-reinforced-plastic plates: design guidelines for shear and flexure. Can J Civ Eng 25 4 (1998) 692-704
    • (1998) Can J Civ Eng , vol.25 , Issue.4 , pp. 692-704
    • Chaallal, O.1    Nollet, M.J.2    Perraton, D.3
  • 19
    • 0037066635 scopus 로고    scopus 로고
    • An evaluation of back-propagation neural networks for the optimal design of structural systems: part I, training procedures
    • Zhang L., and Subbarayan G. An evaluation of back-propagation neural networks for the optimal design of structural systems: part I, training procedures. Comput Meth Appl Mech Eng 191 (2002) 2873-2886
    • (2002) Comput Meth Appl Mech Eng , vol.191 , pp. 2873-2886
    • Zhang, L.1    Subbarayan, G.2
  • 20
    • 0037066642 scopus 로고    scopus 로고
    • An evaluation of back-propagation neural networks for the optimal design of structural systems: part II, numerical evaluation
    • Zhang L., and Subbarayan G. An evaluation of back-propagation neural networks for the optimal design of structural systems: part II, numerical evaluation. Comput Meth Appl Mech Eng 191 (2002) 2887-2904
    • (2002) Comput Meth Appl Mech Eng , vol.191 , pp. 2887-2904
    • Zhang, L.1    Subbarayan, G.2
  • 21
    • 0035398627 scopus 로고    scopus 로고
    • Prediction of ultimate shear strength of reinforced-concrete deep beams using neural networks
    • Sanad A., and Saka P. Prediction of ultimate shear strength of reinforced-concrete deep beams using neural networks. J Struct Eng 127 7 (2001) 818-825
    • (2001) J Struct Eng , vol.127 , Issue.7 , pp. 818-825
    • Sanad, A.1    Saka, P.2
  • 22
    • 0032024794 scopus 로고    scopus 로고
    • Dynamic finite element model updating using neural networks
    • Levin R.I., and Lieven N.A.J. Dynamic finite element model updating using neural networks. J Sound Vib 210 5 (1998) 593-607
    • (1998) J Sound Vib , vol.210 , Issue.5 , pp. 593-607
    • Levin, R.I.1    Lieven, N.A.J.2
  • 23
    • 0033737832 scopus 로고    scopus 로고
    • Substructural identification using neural networks
    • Yun C.B., and Bahng E.Y. Substructural identification using neural networks. Comput Struct 77 (2000) 41-52
    • (2000) Comput Struct , vol.77 , pp. 41-52
    • Yun, C.B.1    Bahng, E.Y.2
  • 24
    • 0036175508 scopus 로고    scopus 로고
    • Failure criterion of concrete under triaxial stresses using neural networks
    • Zhao Z., and Ren L. Failure criterion of concrete under triaxial stresses using neural networks. Comput Aided Civil Infrastruct Eng 17 1 (2002) 68-73
    • (2002) Comput Aided Civil Infrastruct Eng , vol.17 , Issue.1 , pp. 68-73
    • Zhao, Z.1    Ren, L.2
  • 26
    • 0344874698 scopus 로고    scopus 로고
    • Coupled flexural-shear design of R/C beams strengthened with FRP
    • Aprile A., and Benedetti A. Coupled flexural-shear design of R/C beams strengthened with FRP. Compos Part B - Eng 35 (2004) 1-25
    • (2004) Compos Part B - Eng , vol.35 , pp. 1-25
    • Aprile, A.1    Benedetti, A.2
  • 27
    • 84856416555 scopus 로고    scopus 로고
    • Shear strengthening of reinforced concrete beams using fibre reinforced polymers (FRP)
    • Alzate A., Arteaga A., De Diego A., and Perera R. Shear strengthening of reinforced concrete beams using fibre reinforced polymers (FRP). Eur J Environ Civ Eng EJECE (2009) 9
    • (2009) Eur J Environ Civ Eng EJECE , pp. 9
    • Alzate, A.1    Arteaga, A.2    De Diego, A.3    Perera, R.4
  • 28
    • 77951206842 scopus 로고    scopus 로고
    • Eurocode 2. Design of concrete structures, part 1: general rules and rules for buildings. BSI Standards; 1992.
    • Eurocode 2. Design of concrete structures, part 1: general rules and rules for buildings. BSI Standards; 1992.
  • 29
    • 77949316954 scopus 로고    scopus 로고
    • EHE, Ministry of Public Works;, in Spanish
    • EHE. Instrucción de hormigón structural. Ministry of Public Works; 2008 [in Spanish].
    • (2008) Instrucción de hormigón structural
  • 30
    • 77951208186 scopus 로고    scopus 로고
    • BS 8110. Structural use of concrete, part 1: code of practice for design and construction. British Standard; 1997.
    • BS 8110. Structural use of concrete, part 1: code of practice for design and construction. British Standard; 1997.
  • 31
    • 77951203666 scopus 로고    scopus 로고
    • ACI 318-02. Building code requirements for structural concrete. Reported by ACI Committee 318. Farmington Hills, Michigan, USA: American Concrete Institute; 2002.
    • ACI 318-02. Building code requirements for structural concrete. Reported by ACI Committee 318. Farmington Hills, Michigan, USA: American Concrete Institute; 2002.
  • 32
    • 34047170937 scopus 로고    scopus 로고
    • Shear enhancement of reinforced concrete beams strengthened with FRP composite laminates
    • Mosallam A.S., and Banerjee S. Shear enhancement of reinforced concrete beams strengthened with FRP composite laminates. Compos Part B - Eng 38 (2007) 781-793
    • (2007) Compos Part B - Eng , vol.38 , pp. 781-793
    • Mosallam, A.S.1    Banerjee, S.2
  • 33
    • 71249151524 scopus 로고    scopus 로고
    • Shear capacity of reinforced concrete members strengthened in shear with FRP by using strut-and-tie models and genetic algorithms
    • Perera R, Vique J, Arteaga A, De Diego A. Shear capacity of reinforced concrete members strengthened in shear with FRP by using strut-and-tie models and genetic algorithms. Compos Part B - Eng 2009;40(8):714-26.
    • (2009) Compos Part B - Eng , vol.40 , Issue.8 , pp. 714-726
    • Perera, R.1    Vique, J.2    Arteaga, A.3    De Diego, A.4
  • 35
    • 26644434138 scopus 로고    scopus 로고
    • Debonding in RC beams shear strengthened with complete FRP wraps
    • Cao S.Y., Chen J.F., Teng J.G., Hao Z., and Chen J. Debonding in RC beams shear strengthened with complete FRP wraps. J Compos Constr 9 5 (2005) 417-428
    • (2005) J Compos Constr , vol.9 , Issue.5 , pp. 417-428
    • Cao, S.Y.1    Chen, J.F.2    Teng, J.G.3    Hao, Z.4    Chen, J.5
  • 36
    • 0001867238 scopus 로고
    • Interpreting neural-network connection strengths
    • Garson G.D. Interpreting neural-network connection strengths. AI Expert 6 4 (1991) 47-51
    • (1991) AI Expert , vol.6 , Issue.4 , pp. 47-51
    • Garson, G.D.1
  • 37
    • 33845299579 scopus 로고    scopus 로고
    • Test and design equations for FRP-strengthening in shear
    • Monti G., and Liotta M.A. Test and design equations for FRP-strengthening in shear. Constr Build Mater 21 (2007) 799-809
    • (2007) Constr Build Mater , vol.21 , pp. 799-809
    • Monti, G.1    Liotta, M.A.2
  • 41
    • 0031191438 scopus 로고    scopus 로고
    • Shear and flexural strengthening of RC beams with carbon fiber sheets
    • Norris T., Saadatmanesh H., and Ehsani M.R. Shear and flexural strengthening of RC beams with carbon fiber sheets. J Struct Eng 123 7 (1997) 903-911
    • (1997) J Struct Eng , vol.123 , Issue.7 , pp. 903-911
    • Norris, T.1    Saadatmanesh, H.2    Ehsani, M.R.3
  • 43
    • 13944266703 scopus 로고    scopus 로고
    • Role of fiber reinforced plastic sheets in shear response of reinforced concrete beams: Experimental and analytical results
    • 415
    • Ianniruberto U, Imbombo M. Role of fiber reinforced plastic sheets in shear response of reinforced concrete beams: experimental and analytical results. J Compos Constr 2004; 8(5): 415:424.
    • (2004) J Compos Constr , vol.8 , Issue.5 , pp. 424
    • Ianniruberto, U.1    Imbombo, M.2
  • 44
    • 13944279862 scopus 로고    scopus 로고
    • Shear strengthening of reinforced concrete deep beams using carbon fiber reinforced polymer laminates
    • Zhang Z., Hsu C.T., and Moren J. Shear strengthening of reinforced concrete deep beams using carbon fiber reinforced polymer laminates. J Compos Constr 8 5 (2004) 403-414
    • (2004) J Compos Constr , vol.8 , Issue.5 , pp. 403-414
    • Zhang, Z.1    Hsu, C.T.2    Moren, J.3
  • 45
    • 0038719192 scopus 로고    scopus 로고
    • Shear strengthening of reinforced concrete beams using different configurations of externally bonded carbon fibre reinforced plates
    • Abdel-Jaber M.S., Walker P.R., and Hutchinson A.R. Shear strengthening of reinforced concrete beams using different configurations of externally bonded carbon fibre reinforced plates. Mater Struct 36 (2003) 291-301
    • (2003) Mater Struct , vol.36 , pp. 291-301
    • Abdel-Jaber, M.S.1    Walker, P.R.2    Hutchinson, A.R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.