Neuro-fuzzy model for shear strength of reinforced concrete beams without web reinforcement

被引:13
|
作者
Cevik, Abdulkadir [1 ]
Ozturk, Sefik [2 ]
机构
[1] Gaziantep Univ, Dept Civil Engn, Gaziantep, Turkey
[2] State Hydraul Works, Gaziantep, Turkey
关键词
RC beam; shear strength; neuro-fuzzy; modelling; DEEP BEAMS; CAPACITY; PREDICTION; NETWORKS; STIRRUPS;
D O I
10.1080/10286600802109927
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This study investigates the feasibility of a neuro-fuzzy (NF) approach for the modelling of shear strength of reinforced concrete (RC) beams without web reinforcement. The proposed NF model is based on a wide range of experimental data (664 tests) gathered from the literature from 56 separate studies. Various types of membership functions (MFs) such as Gaussian, Gaussian combination, generalised bell-shaped, triangular-shaped and trapezoidal-shaped MFs are evaluated for varying number of MFs to obtain the optimum NF model. The accuracy of the proposed NF model is compared with accuracies of current design codes and existing shear strength equations and found to be more accurate.
引用
收藏
页码:263 / 277
页数:15
相关论文
共 50 条
  • [31] Prediction of shear strength of reinforced concrete beams using adaptive neuro-fuzzy inference system and artificial neural network
    Amani, J.
    Moeini, R.
    SCIENTIA IRANICA, 2012, 19 (02) : 242 - 248
  • [32] Experimental analysis of the shear strength of composite concrete beams without web reinforcement
    Rueda-García, Lisbel
    Bonet Senach, José L.
    Miguel Sosa, Pedro Fco.
    Fernández Prada, Miguel Ángel
    Engineering Structures, 2021, 229
  • [33] Experimental analysis of the shear strength of composite concrete beams without web reinforcement
    Rueda-Garcia, Lisbel
    Bonet Senach, Jose L.
    Miguel Sosa, Pedro Fco.
    Fernandez Prada, Miguel Angel
    ENGINEERING STRUCTURES, 2021, 229
  • [34] Effective Capacity of Diagonal Strut for Shear Strength of Reinforced Concrete Beams without Shear Reinforcement
    Hong, Sung-Gul
    Ha, Taehun
    ACI STRUCTURAL JOURNAL, 2012, 109 (02) : 139 - 148
  • [35] WEB REINFORCEMENT EFFECTS ON SHEAR CAPACITY OF REINFORCED HIGH-STRENGTH CONCRETE BEAMS
    AHMAD, SH
    PARK, F
    ELDASH, K
    MAGAZINE OF CONCRETE RESEARCH, 1995, 47 (172) : 227 - 233
  • [36] A compression field based model to assess the shear strength of concrete slender beams without web reinforcement
    Nadir, Wissam
    Dhahir, Mohammed K.
    Naser, Fatimah H.
    CASE STUDIES IN CONSTRUCTION MATERIALS, 2018, 9
  • [37] Shear strength of RC beams without web reinforcement
    Zhang, Tao
    Visintin, Phillip
    Oehlers, Deric J.
    AUSTRALIAN JOURNAL OF STRUCTURAL ENGINEERING, 2016, 17 (01) : 87 - 96
  • [38] Prediction of Shear Strength of Reinforced Concrete Deep Beams Using Neuro-Fuzzy Inference System and Meta-Heuristic Algorithms
    Mohammadizadeh, M. R.
    Esfandnia, F.
    Khatibinia, M.
    CIVIL ENGINEERING INFRASTRUCTURES JOURNAL-CEIJ, 2023, 56 (01): : 137 - 157
  • [39] Shear characteristics of GFRP-reinforced concrete deep beams without web reinforcement
    Abed, F.
    El-Chabib, H.
    AlHamaydeh, M.
    JOURNAL OF REINFORCED PLASTICS AND COMPOSITES, 2012, 31 (16) : 1063 - 1073
  • [40] Shear Behavior of FRP-Reinforced Concrete Deep Beams without Web Reinforcement
    Farghaly, Ahmed Sabry
    Benmokrane, Brahim
    JOURNAL OF COMPOSITES FOR CONSTRUCTION, 2013, 17 (06)