메뉴 건너뛰기




Volumn 34, Issue 3, 2007, Pages 243-260

Least-cost design of singly and doubly reinforced concrete beam using genetic algorithm optimized artificial neural network based on Levenberg-Marquardt and quasi-Newton backpropagation learning techniques

Author keywords

Artificial neural network; Beam design; Cost optimization; Genetic algorithms; Reinforced concrete

Indexed keywords

COST REDUCTION; GENETIC ALGORITHMS; NEURAL NETWORKS; REINFORCED CONCRETE;

EID: 34547534801     PISSN: 1615147X     EISSN: 16151488     Source Type: Journal    
DOI: 10.1007/s00158-006-0081-3     Document Type: Article
Times cited : (14)

References (30)
  • 1
    • 0038717783 scopus 로고
    • Minimum cost design of reinforced concrete beams using continuum-type optimality criteria
    • Adamu A, Karihaloo BL (1994a) Minimum cost design of reinforced concrete beams using continuum-type optimality criteria. Struct Optim 7:91-102
    • (1994) Struct Optim , vol.7 , pp. 91-102
    • Adamu, A.1    Karihaloo, B.L.2
  • 2
    • 6244293219 scopus 로고
    • Minimum cost design of RC beams using DCOC Part 1: Beams with freely varying cross-sections
    • Adamu A, Karihaloo BL (1994b) Minimum cost design of RC beams using DCOC Part 1: beams with freely varying cross-sections. Struct Optim 7:237-251
    • (1994) Struct Optim , vol.7 , pp. 237-251
    • Adamu, A.1    Karihaloo, B.L.2
  • 3
    • 6244287971 scopus 로고
    • Minimum cost design of RC beams using DCOC Part 2: Beams with uniform cross-sections
    • Adamu A, Karihaloo BL (1994c) Minimum cost design of RC beams using DCOC Part 2: beams with uniform cross-sections. Struct Optim 7:252-259
    • (1994) Struct Optim , vol.7 , pp. 252-259
    • Adamu, A.1    Karihaloo, B.L.2
  • 4
    • 0028548446 scopus 로고
    • Cost-optimum design of reinforced concrete beams
    • 6
    • Al-Salloum YA, Siddiqi GH (1994) Cost-optimum design of reinforced concrete beams. ACI Struct J 91(6):647-655
    • (1994) ACI Struct J , vol.91 , pp. 647-655
    • Al-Salloum, Y.A.1    Siddiqi, G.H.2
  • 5
    • 0019245927 scopus 로고
    • Cost optimum design of doubly reinforced concrete beams
    • Balaguru PN (1980) Cost optimum design of doubly reinforced concrete beams. Build Environ 15:219-222
    • (1980) Build Environ , vol.15 , pp. 219-222
    • Balaguru, P.N.1
  • 6
    • 0001024110 scopus 로고
    • First and second order methods for learning: Between steepest descent and Newton's method
    • Battiti R (1992) First and second order methods for learning: between steepest descent and Newton's method. Neural Comput 4:141-166
    • (1992) Neural Comput , vol.4 , pp. 141-166
    • Battiti, R.1
  • 7
    • 0000052978 scopus 로고
    • BFGS optimization for faster and automated supervised learning
    • Paris, 2 July 1990
    • Battiti R, Masulli F (1990) BFGS optimization for faster and automated supervised learning. In: International neural network conference, Paris, 2 July 1990, pp 757-760
    • (1990) International Neural Network Conference , pp. 757-760
    • Battiti, R.1    Masulli, F.2
  • 8
    • 0028414076 scopus 로고
    • Learning with first, second and no derivatives: A case study in high energy physics
    • Battiti R, Tecchiolli G (1994) Learning with first, second and no derivatives: a case study in high energy physics. Neurocomputing 6:181-206
    • (1994) Neurocomputing , vol.6 , pp. 181-206
    • Battiti, R.1    Tecchiolli, G.2
  • 10
    • 0034516304 scopus 로고    scopus 로고
    • Sensitivity analysis and optimum design curves for the minimum cost design of singly and doubly reinforced concrete beams
    • Ceranic B, Fryer C (2000) Sensitivity analysis and optimum design curves for the minimum cost design of singly and doubly reinforced concrete beams. Struct Multidiscipl Optim 20:260-268
    • (2000) Struct Multidiscipl Optim , vol.20 , pp. 260-268
    • Ceranic, B.1    Fryer, C.2
  • 11
    • 0039952665 scopus 로고
    • A model for optimal design of reinforced concrete beams
    • 11
    • Chakrabarty BK (1992a) A model for optimal design of reinforced concrete beams. J Struct Eng ASCE 118(11):3238-3242
    • (1992) J Struct Eng ASCE , vol.118 , pp. 3238-3242
    • Chakrabarty, B.K.1
  • 12
    • 0027110124 scopus 로고
    • Models for optimal design of reinforced concrete beams
    • 3
    • Chakrabarty BK (1992b) Models for optimal design of reinforced concrete beams. Comput Struct 42(3):447-451
    • (1992) Comput Struct , vol.42 , pp. 447-451
    • Chakrabarty, B.K.1
  • 13
    • 0033729054 scopus 로고    scopus 로고
    • An efficient constraint handling method for genetic algorithms
    • Deb K (2000) An efficient constraint handling method for genetic algorithms. Comput Methods Appl Mech Eng 186:311-338
    • (2000) Comput Methods Appl Mech Eng , vol.186 , pp. 311-338
    • Deb, K.1
  • 15
    • 0016129615 scopus 로고
    • Optimal singly reinforced concrete sections
    • 11
    • Friel LL (1974) Optimal singly reinforced concrete sections. ACI J 71(11):556-558
    • (1974) ACI J , vol.71 , pp. 556-558
    • Friel, L.L.1
  • 16
    • 0028543366 scopus 로고
    • Training feed forward networks with Marquardt algorithm
    • 6
    • Hagan MT, Mehnaj MB (1994) Training feed forward networks with Marquardt algorithm. IEEE Trans Neural Netw 5(6):989-993
    • (1994) IEEE Trans Neural Netw , vol.5 , pp. 989-993
    • Hagan, M.T.1    Mehnaj, M.B.2
  • 18
    • 0041967958 scopus 로고
    • Minimum weight design of beams with inequality constraints on stress and deflection
    • Haug EJ, Krimser PG (1967) Minimum weight design of beams with inequality constraints on stress and deflection. J Appl Mech Trans ASME 999-1004
    • (1967) J Appl Mech Trans ASME , vol.999 , Issue.1004
    • Haug, E.J.1    Krimser, P.G.2
  • 19
    • 0012231614 scopus 로고
    • Minimum cost design of reinforced concrete structures
    • Kanagasundaram S, Karihaloo BL (1990) Minimum cost design of reinforced concrete structures. Struct Optim 2:173-184
    • (1990) Struct Optim , vol.2 , pp. 173-184
    • Kanagasundaram, S.1    Karihaloo, B.L.2
  • 20
    • 0026383242 scopus 로고
    • Minimum cost reinforced concrete beams and columns
    • 3
    • Kanagasundaram S, Karihaloo BL (1991a) Minimum cost reinforced concrete beams and columns. Comput Struct 41(3):509-518
    • (1991) Comput Struct , vol.41 , pp. 509-518
    • Kanagasundaram, S.1    Karihaloo, B.L.2
  • 21
    • 0026400410 scopus 로고
    • Minimum cost design of reinforced concrete structures
    • 6
    • Kanagasundaram S, Karihaloo BL (1991b) Minimum cost design of reinforced concrete structures. Comput Struct 41(6):1357-1364
    • (1991) Comput Struct , vol.41 , pp. 1357-1364
    • Kanagasundaram, S.1    Karihaloo, B.L.2
  • 22
    • 0018443176 scopus 로고
    • Optimal design of multipurpose tie-beams
    • 3
    • Karihaloo BL (1979) Optimal design of multipurpose tie-beams. J Optim Theory Appl 27(3):427-438
    • (1979) J Optim Theory Appl , vol.27 , pp. 427-438
    • Karihaloo, B.L.1
  • 24
    • 0029633899 scopus 로고
    • Applications of artificial neural networks in structural design expert systems
    • 3
    • Mukherjee A, Deshpande JM (1995a) Applications of artificial neural networks in structural design expert systems. Comput Struct 54(3):367-375
    • (1995) Comput Struct , vol.54 , pp. 367-375
    • Mukherjee, A.1    Deshpande, J.M.2
  • 25
    • 0029346625 scopus 로고
    • Modeling initial design process using artificial neural networks
    • 3
    • Mukherjee A, Deshpande JM (1995b) Modeling initial design process using artificial neural networks. J Comput Civ Eng ASCE 9(3):194-200
    • (1995) J Comput Civ Eng ASCE , vol.9 , pp. 194-200
    • Mukherjee, A.1    Deshpande, J.M.2
  • 26
    • 0025536870 scopus 로고
    • Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights
    • Nguyen D, Widrow B (1990) Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights. In: International joint conference on neural network, 3, pp 21-26
    • (1990) International Joint Conference on Neural Network , vol.3 , pp. 21-26
    • Nguyen, D.1    Widrow, B.2
  • 27
    • 38249031654 scopus 로고
    • Optimum design of reinforced concrete sections
    • 4
    • Prakash A, Agarwala SK, Singh KK (1988) Optimum design of reinforced concrete sections. Comput Struct 30(4):1009-1011
    • (1988) Comput Struct , vol.30 , pp. 1009-1011
    • Prakash, A.1    Agarwala, S.K.2    Singh, K.K.3
  • 29
    • 85070027685 scopus 로고    scopus 로고
    • The MathWorks. SIAM Philadelphia, PA
    • The MathWorks (2005) User's guide of MATLAB. SIAM, Philadelphia, PA
    • (2005) User's Guide of MATLAB
  • 30
    • 0015110952 scopus 로고
    • Design of optimal structures
    • Venkayya VB (1971) Design of optimal structures. Comput Struct 1:265-309
    • (1971) Comput Struct , vol.1 , pp. 265-309
    • Venkayya, V.B.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.