Research Article
Prediction of Mechanical Strength of Fiber Admixed Concrete Using Multiple Regression Analysis and Artificial Neural Network
Table 1
Range of parameters in data base for prediction model.
| | Data range for prediction model | Type of fiber | Tensile strength of fiber in MPa | Percentage addition of fiber | Water/binder ratio | Area of specimen tested for compression in mm2 | Area of specimen tested for tension in mm2 | Area of specimen tested for flexure in mm2 | Compression strength in MPa | Split tensile strength in MPa | Flexural strength in MPa | Elastic modulus of fiber in MPa |
| Steel fiber [19–27] | 1000–2800 | 0.025–2.000 | 0.15–0.5 | 1600–22500 | 22500–62832 | 25200–90000 | 38.2–146.3 | 3.23–8.95 | 3.5–20.2 | 22830–60.477.26846 | Polypropylene fiber [18, 24, 28–34] | 320–1200 | 0.0001–2.000 | 0.30–0.64 | 1600–22500 | 22500–141372 | 40000–79500 | 12.7–97.5 | 1.98–7.98 | 3–12.02 | 17818.53–49371.04 | Hybrid fiber [35, 36] | 450–1200 | 0.200–2.000 | 0.38–0.50 | 7850–17671 | — | 25200–40000 | 27.01–73.22 | — | 4.31–11.3 | 18460–42784.34 | Glass fiber [15, 37–48] | 1500–3750 | 0.100–0.300 | 0.2–0.71 | 380–141371 | 648–141371.67 | 10000–50000 | 14–75.82 | 1.07–7.1 | 3.39–10.1 | 3680–43537.34 | Basalt fiber [23, 49–52] | 3400–4600 | 0.015–12.450 | 0.4–0.5 | 7850–14137 | 22500–62831.85 | 24000–92720 | 29.13–85.78 | 2.37–4.59 | 3.9–10.8 | 26986–44415 |
|
|