 
          2844
        
        
          Proceedings of the 18
        
        
          th
        
        
          International Conference on Soil Mechanics and Geotechnical Engineering, Paris 2013
        
        
          2 DEVELOPMENT OF A MULTI-METHOD
        
        
          AUTOMATED TOOL FOR TRAVEL TIME ANALYSES
        
        
          A new software tool was developed by GDS Instruments to
        
        
          perform automated analyses of bender element test data. The
        
        
          primary aim of this tool was to allow travel time estimations to
        
        
          be conducted objectively via a simple user interface, providing
        
        
          both visual and numerical representations of the estimated travel
        
        
          times. Implementation of the tool was completed by creating
        
        
          Add-Ins for Microsoft Excel, a decision based on the ubiquitous
        
        
          use of the software.
        
        
          Based on the recommendations presented in Section 1.1, it
        
        
          was considered important to include a number of analysis
        
        
          methods within the tool, providing flexibility to the user when
        
        
          interpreting the results. Variations of the three primary
        
        
          approaches listed in Section 1.1 were therefore chosen for
        
        
          implementation: observation of points of interest within the
        
        
          received wave signal via software algorithm (TD); cross-
        
        
          correlation of the source and received signals (TD); group travel
        
        
          time calculation obtained from the absolute cross-power
        
        
          spectrum phase diagram (FD). Implementation of these methods
        
        
          is briefly discussed in Section 2.2 and 2.3, whilst the analysis
        
        
          tool is introduced in Section 2.1.
        
        
          2.1
        
        
          
            GDS Bender Element Analysis Tool user interface
          
        
        
          The GDS Bender Element Analysis Tool (BEAT) is accessed
        
        
          via two Add-Ins for Microsoft Excel (version 2007 or later): the
        
        
          Interactive Analysis tool and the Batch Analysis tool. The
        
        
          Interactive Analysis tool is designed to analyse one BE test at a
        
        
          time, whilst allowing the user some interaction when
        
        
          performing the FD estimation. To use the tool, BE test data is
        
        
          firstly imported into Excel, with relevant test parameters then
        
        
          selected via the window interface displayed in Figure 1. Note
        
        
          this allows data obtained from any BE system to be analysed,
        
        
          assuming the data file can be loaded within Excel. The tool then
        
        
          performs the majority of the analysis before pausing to allow
        
        
          user alteration of the frequency window chosen for the FD
        
        
          estimation.
        
        
          Figure 1. Interactive Analysis (left) and Batch Analysis (right)
        
        
          parameter / data file input windows within Microsoft Excel.
        
        
          Conversely the Batch Analysis tool is designed to analyse
        
        
          multiple BE tests at a time, assuming the data is organised using
        
        
          the GDS Bender Element System (BES) output format (.bes).
        
        
          The tool is used by simple loading .bes files into the window
        
        
          interface shown in Figure 1 and clicking “Calculate”.
        
        
          2.2
        
        
          
            Observation of received wave signal via algorithm
          
        
        
          Figure 2 displays an idealised received shear wave signal
        
        
          containing the near field effect, with four points of interest
        
        
          noted: first deflection (A); first bump maximum (B); zero after
        
        
          first bump (C); major first peak (D) (Lee and Santamarina
        
        
          2005). To observe the time at which each point occurs, relative
        
        
          to initial triggering of the source signal (time zero), an
        
        
          algorithm was included within BEAT to implement the
        
        
          following procedure:
        
        
          - The major first peak (D) is located by scanning the
        
        
          signal and determining the maximum (i.e. most
        
        
          positive) output. The time signature corresponding to
        
        
          this maximum thus defines point D.
        
        
          - Point B is determined next by scanning the signal from
        
        
          time zero up to point D and locating the minimum (i.e.
        
        
          most negative) output. The corresponding time
        
        
          signature defines point B.
        
        
          - Point C is then found by scanning the signal between
        
        
          point B and point D to locate the output closest to zero.
        
        
          The corresponding time signature defines point C.
        
        
          - Point A is located via an iterative process: beginning at
        
        
          time zero, the mean and standard deviation of 10
        
        
          consecutive outputs (e.g.
        
        
          
            n
          
        
        
          
            1
          
        
        
          –
        
        
          
            n
          
        
        
          
            10
          
        
        
          ) are calculated, with
        
        
          the subsequent five outputs (
        
        
          
            n
          
        
        
          
            11
          
        
        
          –
        
        
          
            n
          
        
        
          
            15
          
        
        
          ) then assessed to
        
        
          determine whether all are at least three standard
        
        
          deviations more negative than the calculated mean. If
        
        
          ‘true’, the time signature of the first of the five
        
        
          subsequent outputs (i.e.
        
        
          
            n
          
        
        
          
            11
          
        
        
          ) is used to define point A; if
        
        
          ‘false’, the iteration proceeds by determining the mean
        
        
          and standard deviation of the next set of 10 consecutive
        
        
          outputs (i.e.
        
        
          
            n
          
        
        
          
            2
          
        
        
          –
        
        
          
            n
          
        
        
          
            11
          
        
        
          ) until a ‘true’ condition is reached.
        
        
          
            C B
          
        
        
          
            D
          
        
        
          Output
        
        
          Time
        
        
          
            A
          
        
        
          Figure 2. Idealised received shear wave signal containing the near field
        
        
          effect (reproduced from Lee and Santamarina 2005).
        
        
          2.3
        
        
          
            Cross-power spectrum and cross-correlation of source
          
        
        
          
            and received wave signals
          
        
        
          Use of the cross-power spectrum and cross-correlation functions
        
        
          to provide travel time estimations has been extensively covered
        
        
          in the literature (Viggiani and Atkinson 1995, Leong et al.
        
        
          2005), and as such only the two primary equations relating to
        
        
          each method used within BEAT are presented here. Equation 2
        
        
          firstly displays the group travel time,
        
        
          
            t
          
        
        
          
            g
          
        
        
          , where
        
        
          
            dφ/df
          
        
        
          corresponds to the slope of the absolute cross-power spectrum
        
        
          phase diagram across a user-defined frequency range. Equation
        
        
          3 provides the discrete cross-correlation function,
        
        
          
            CC
          
        
        
          
            xy
          
        
        
          , with
        
        
          respect to source signal time shift,
        
        
          
            t
          
        
        
          
            s
          
        
        
          , where
        
        
          
            T
          
        
        
          corresponds to the
        
        
          signal time record and
        
        
          
            Y(T)
          
        
        
          and
        
        
          
            X(T)
          
        
        
          correspond to the source
        
        
          and received signal outputs respectively.
        
        
          
            df
          
        
        
          
            d
          
        
        
          
            t
          
        
        
          
            g
          
        
        
          
        
        
          
        
        
          2
        
        
          1
        
        
          
        
        
          (2)
        
        
          )
        
        
          ()(
        
        
          1 )(
        
        
          1
        
        
          0
        
        
          
        
        
          
        
        
          
        
        
          
        
        
          
        
        
          
            T
          
        
        
          
            T
          
        
        
          
            s
          
        
        
          
            s xy
          
        
        
          
            tTYTX
          
        
        
          
            T
          
        
        
          
            t CC
          
        
        
          (3)
        
        
          The time shift corresponding to the maximum value of
        
        
          
            CC
          
        
        
          
            xy
          
        
        
          is used for the travel time estimate obtained from the TD
        
        
          analysis (i.e.
        
        
          
            t
          
        
        
          =
        
        
          
            t
          
        
        
          
            s
          
        
        
          when
        
        
          
            CC
          
        
        
          
            xy
          
        
        
          = maximum), whilst a frequency
        
        
          window running from 0.8 to 1.2 times the source signal
        
        
          frequency is used to determine the group travel time
        
        
          
            t
          
        
        
          
            g
          
        
        
          =
        
        
          
            t