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Preliminary estimate for reinforcement steel quantity in residential buildings

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Fig. 1

Research method.
Research method.

Variables included in the models.

Models variablesType of variable
Y = reinforcement steel quantity, in kilogramsDependent variable
X1 = flat slab volume, in cubic metres (for flat slab with beams)Independent variable
X2 = flat slab volume, in cubic metres (for flat slab without beams)Independent variable
X3 = hollow block slab volume, in cubic metres (with hidden beams)Independent variable
X4 = hollow block slab volume, in cubic metres (with drop beams)Independent variable
X5 = solid slab volume, in cubic metres (with drop beams)Independent variable
X6 = isolated footing volume, in cubic metresIndependent variable
X7 = strip footing volume, in cubic metresIndependent variable
X8 = column volume, in cubic metresIndependent variable
X9 = beam volume, in cubic metresIndependent variable
X10, X11, X12, X13, X14, = floor area in square metres (based on number of floors)Independent variable

Summary of the developed regression models.

Model no.Regression model
1Y1 = 92.25X1
2Y2 = 139.52X2
3Y3 = 122.36X3
4Y4 = 88.96X4
5Y5 = 102.36X5
6Y6 = 75.16X6
7Y7 = 90.58X7
8Y8 = 124.13X8
9Y9 = 100.42X9
10Y10 = 31.24X10
11Y10 = 40.36X11
12Y10 = 35.76X12
13Y10 = 33.73X13
14Y10 = 31.25X14

Results of multiple regression for total steel quantity and floor area.

Regression statisticsVariablesCoefficientP-value
R20.56Floor area (m2)31.249.43E–05
Observations158.0
F120.5

MAPE results for the developed regression models.

Model no.MAPE (%)
124.31
226.13
321.89
422.21
521.81
625.12
723.58
823.97
924.83
1036.13
1128.12
1227.30
1329.14
1430.16

Examples to illustrate the models in Table 4.

Example no.Floor area (m2)No. of floorsTotal areaModel usedSteel quantity (kg)
115011501140.36 × 150 = 6,054
215023001235.76 × 300 = 10,728
315034501333.73 × 450 = 15,178.5
415046001431.25 × 600 = 18,750

Regression models for total steel quantity and floor area based on number of building floors.

Model no.Regression modelNotesR2, P-value
11Y10 = 0.36X11One floor building0.72, 0.00
12Y10 = 35.76X12Two-floor building0.73, 0.00
13Y10 = 33.73X13Three-floor building0.71, 0.00
14Y10 = 31.25X14Four-floor building0.69, 0.00

The developed models (steel quantity as a function of structural element volume).

Model no.Structural elementRange of reinforcement steel quantity (kg/m3 of element volume)Regression modelNotes
1Flat slab with beams80–100Y1 = 92.25X1 (R2 = 0.77, P = 0.00)Average slab thickness = 17 cm
2Flat slab without beams130–150Y2 = 139.52X2 (R2 = 0.74, P = 0.00)Average slab thickness = 20 cm
3Hollow block slab (with hidden beams)110–130Y3 = 122.36X3 (R2 = 0.80, P = 0.00)Average slab thickness = 27 cm
4Hollow block slab (with drop beams)80–100Y4 = 88.96X4 (R2 = 0.80, P = 0.00)Average slab thickness = 27 cm
5Solid slab (with drop beams)90–110Y5 = 102.36X5 (R2 = 0.82, P = 0.00)Average slab thickness = 14 cm
6Isolated footings70–90Y6 = 75.16X6 (R2 = 0.76, P = 0.000006)
7Strip footings80–100Y7 = 90.58X7 (R2 = 0.78, P = 0.00)
8Columns90–140Y8 = 124.13X8 (R2 = 0.77, P = 0.00)
9Beams70–120Y9 = 100.42X9 (R2 = 0.76, P = 0.00)
eISSN:
1847-6228
Lingua:
Inglese
Frequenza di pubblicazione:
Volume Open
Argomenti della rivista:
Engineering, Introductions and Overviews, other