Principal Component and Multiple Regression Analysis for Steel Fiber Reinforced Concrete (SFRC) Beams

被引:39
作者
Islam, Mohammad S. [1 ,2 ]
Alam, Shahria [1 ]
机构
[1] Univ British Columbia, Sch Engn, Kelowna, BC V1V 1V7, Canada
[2] McMaster Univ, Dept Stat, Hamilton, ON L8S 4L8, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
shear strength; steel fiber; reinforced concrete beams; statistical analysis; principal component regression; SHEAR-STRENGTH; WEB REINFORCEMENT; FIBROUS CONCRETE; BEHAVIOR; STIRRUPS; PREDICTION; MODEL;
D O I
10.1007/s40069-013-0059-7
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This study evaluates the shear strength of steel fiber reinforced concrete (SFRC) beams from a database, which consists of extensive experimental results of 222 SFRC beams having no stirrups. In order to predict the analytical shear strength of the SFRC beams more precisely, the selected beams were sorted into six different groups based on their ultimate concrete strength (low strength with f(c)(1)<50 MPa and high strength with f(c)(1)<50 MPa), span-depth ratio (shallow beam with a/d >= 2.5 and deep beam with a/d<2.5) and steel fiber shape (plain, crimped and hooked). Principal component and multiple regression analyses were performed to determine the most feasible model in predicting the shear strength of SFRC beams. A variety of statistical analyses were conducted, and compared with those of the existing equations in estimating the shear strength of SFRC beams. The results showed that the recommended empirical equations were best suited to assess the shear strength of SFRC beams more accurately as compared to those obtained by the previously developed models.
引用
收藏
页码:303 / 317
页数:15
相关论文
共 35 条
  • [1] Prediction of shear strength of steel fiber RC beams using neural networks
    Adhikary, Bimal Babu
    Mutsuyoshi, Hiroshi
    [J]. CONSTRUCTION AND BUILDING MATERIALS, 2006, 20 (09) : 801 - 811
  • [2] [Anonymous], 2005, 318 ACI COMM
  • [3] ASHOUR SA, 1992, ACI STRUCT J, V89, P176
  • [4] BATSON G., 1972, ACI Journal, V69, P640
  • [5] Cho SH, 2003, ACI STRUCT J, V100, P765
  • [6] Choi KK, 2007, ACI STRUCT J, V104, P153
  • [7] Choi KK, 2007, ACI STRUCT J, V104, P12
  • [8] Effectiveness of stirrups and steel fibres as shear reinforcement
    Cucchiara, C
    La Mendola, L
    Papia, M
    [J]. CEMENT & CONCRETE COMPOSITES, 2004, 26 (07) : 777 - 786
  • [9] Dinh H. H., 2007, THESIS U MICHIGAN MI
  • [10] Dinh HH, 2010, ACI STRUCT J, V107, P597