 
          1297
        
        
          Technical Committee 202 /
        
        
          
            Comité technique 202
          
        
        
          From the sensitivity analysis it was concluded that the
        
        
          variation in calculated average settlement was about 25% for
        
        
          the different subsoil scenarios. The variation in the calculated
        
        
          rotations was small. The calculated absolute rotations of the
        
        
          piers were still in the range of 1/1000.
        
        
          4
        
        
          PROBABILISTIC DEFORMATION ANALYSIS
        
        
          The sensitivity analysis with the 3D FEM results in a better
        
        
          understanding in the range of settlements which could be
        
        
          expected. However, the variation of soil properties within one
        
        
          homogeneous soil layer is hardly taken into account in standard
        
        
          3D FEM calculations. Since this effect can have a large
        
        
          influence on the rotations of the foundation, a practical
        
        
          stochastic subsoil model was set up to take this effect into
        
        
          account.
        
        
          Figure 3. Description of probabilistic model
        
        
          With this probabilistic model it was possible to determine
        
        
          the probability of exceedance of a certain design rotation. With
        
        
          this model it was also possible to perform a quantitative risk
        
        
          analysis, regarding the effects of foundation rotations. The
        
        
          model is described section 3.1 to 3.6 and schematically
        
        
          presented in Figure 3.
        
        
          4.1
        
        
          
            Step 1 - Soil-structure interaction
          
        
        
          The foundation is modelled as an infinitely stiff foundation
        
        
          block, supported by linear elastic (stochastic) springs at a
        
        
          spacing of about 3 m. Since the foundation consists of a
        
        
          massive concrete block with a thickness of about 20 m the
        
        
          assumption of a stiff foundation is considered reasonable.
        
        
          The linear elastic soil springs are stochastic, representing the
        
        
          uncertainty in soil behaviour. The stochastic (correlated)
        
        
          stiffness
        
        
          
            k
          
        
        
          
            i;j
          
        
        
          of the springs
        
        
          
            S
          
        
        
          
            i;j
          
        
        
          under the foundation is
        
        
          determined according to:
        
        
          
            J
          
        
        
          
            W
          
        
        
          
            I
          
        
        
          
            L
          
        
        
          
            z
          
        
        
          
            q k
          
        
        
          
            ji
          
        
        
          
            ji
          
        
        
           
        
        
          
        
        
          ,
        
        
          .
        
        
          (2)
        
        
          In which:
        
        
          
            q
          
        
        
          =
        
        
          uniform distributed foundation load, P
        
        
          z
        
        
          /(L·W)
        
        
          [kN/m
        
        
          2
        
        
          ]
        
        
          
            z
          
        
        
          
            i;j
          
        
        
          =  settlement at location (x
        
        
          i;j
        
        
          ;y
        
        
          i;j
        
        
          ) [m]
        
        
          
            L
          
        
        
          =   length of the foundation [m]
        
        
          
            W
          
        
        
          =  width of the foundation [m]
        
        
          
            I
          
        
        
          =
        
        
          number of equally spaced springs along the length
        
        
          of the foundation [-]
        
        
          
            J
          
        
        
          =
        
        
          number of equally spaced springs along the width of
        
        
          the foundation [-]
        
        
          
            P
          
        
        
          
            z
          
        
        
          
            =
          
        
        
          Vertical foundation load [kN]
        
        
          All parameters in eq. (2) are deterministic, except for the
        
        
          settlements. A linear transformation between the probability
        
        
          density function (PDF) of the settlements (see section 4.3) and
        
        
          the soil stiffness is applied.
        
        
          4.2
        
        
          
            Step 2 - Settlements
          
        
        
          For the determination of the expected value of the (residual)
        
        
          settlements the results of the 3D FEM model are used. Since the
        
        
          soil stiffness is primarily a soil property, the influence of the
        
        
          stiff foundation should not be taken into account in the
        
        
          determination of the settlements. Therefore the stiffness of the
        
        
          foundation block is neglected for these settlement calculations,
        
        
          by using a flexible footing in the 3D FEM model. The
        
        
          settlements are calculated with a uniform load on the foundation
        
        
          surface.
        
        
          4.3
        
        
          
            Step 3 – Parameters probability density function
          
        
        
          4.3.1
        
        
          
            Model parameters
          
        
        
          The settlements are modelled as random variables with a
        
        
          lognormal distribution. The lognormal distribution is often used
        
        
          to model non-negative random variables, such as thickness of
        
        
          layers and soil properties. The calculation results from 3D FEM
        
        
          model are interpreted as the expected value
        
        
          
        
        
          
            z
          
        
        
          of the PDF of the
        
        
          settlements.
        
        
          The parameters of the lognormal distribution of the
        
        
          settlements has the following parameters (i.e. Fenton and
        
        
          Griffiths, 2008):
        
        
          )
        
        
          1ln(
        
        
          2
        
        
          ) ln(
        
        
          
            z
          
        
        
          
            z
          
        
        
          
            V
          
        
        
           
        
        
          
        
        
          (3)
        
        
          2
        
        
          ) ln(
        
        
          ) ln(
        
        
          21 )
        
        
          ln(
        
        
          
            z
          
        
        
          
            z
          
        
        
          
            z
          
        
        
          
        
        
          
        
        
          
        
        
          
        
        
          
        
        
          
        
        
          (4)
        
        
          The coefficient of variation of the settlements is based on the
        
        
          assumption of 30% inaccuracy in the settlement calculations.
        
        
          That means that there is a probability of about 5% that the
        
        
          settlements will be 30% larger than the calculated average
        
        
          settlements. This is a generally applied rule of thumb in the
        
        
          Netherlands. So:
        
        
          
            z
          
        
        
          
            z
          
        
        
          
        
        
          
        
        
          
        
        
          3.1
        
        
          %95
        
        
          (5)
        
        
          Based on the lognormal distribution the z
        
        
          95%
        
        
          can estimated
        
        
          by:
        
        
          )
        
        
          65.1
        
        
          (
        
        
          %95
        
        
          ) ln(
        
        
          ) ln(
        
        
          
            z
          
        
        
          
            z
          
        
        
          
            e
          
        
        
          
            z
          
        
        
          
        
        
          
        
        
          
        
        
          
        
        
          
        
        
          (6)
        
        
          Equating eq. (5) and (6) in combination with eq. (3) and (4)
        
        
          the coefficient of variation (
        
        
          
            V
          
        
        
          
            z
          
        
        
          ) of the PDF of the settlements
        
        
          can be estimated by:
        
        
          3.1
        
        
          )
        
        
          1 ln(
        
        
          65.1 )
        
        
          1 ln( 2
        
        
          1
        
        
          2
        
        
          2
        
        
          
        
        
          
        
        
           
        
        
          
        
        
          
            z
          
        
        
          
            z
          
        
        
          
            V
          
        
        
          
            V
          
        
        
          
            e
          
        
        
          
            e
          
        
        
          (7)
        
        
          Eq. (7) results in a coefficient of variation
        
        
          
            V
          
        
        
          
            z
          
        
        
          of
        
        
          approximately 0.17.
        
        
          4.3.2
        
        
          
            Correlation parameters
          
        
        
          Due to its natural fabric, the soil properties, can be
        
        
          considered as spatially correlated. Different autocorrelation
        
        
          
            Step 4
          
        
        
          : Create n correlated realisations of a set
        
        
          of spring values
        
        
          
            Step 5:
          
        
        
          Determine for every set of spring
        
        
          values the rotation of the foundation block
        
        
          
            Step 6:
          
        
        
          Estimate the probability of
        
        
          exceedance of a certain rotation
        
        
          
            Monte Carlo
          
        
        
          
            simulation
          
        
        
          
            Step 1:
          
        
        
          Create a model for the soil-structure
        
        
          interaction. In this case: infinitely stiff foundation
        
        
          block, supported by linear elastic (stochastic)
        
        
          springs
        
        
          
            Soil-
          
        
        
          
            structure
          
        
        
          
            interaction
          
        
        
          
            model
          
        
        
          
            Step 2:
          
        
        
          Determine expected value of the
        
        
          settlements under the foundation surface with an
        
        
          advanced 3D FEM model
        
        
          
            Step 3:
          
        
        
          Determine the parameters for the PDF
        
        
          of the settlements and corresponding spring
        
        
          values for the soil-structure model
        
        
          
            Geotechnical
          
        
        
          
            input