 
          3034
        
        
          Proceedings of the 18
        
        
          th
        
        
          International Conference on Soil Mechanics and Geotechnical Engineering, Paris 2013
        
        
          Figure 1. Schematic drawing of an experimental apparatus.
        
        
          Table 1. Properties of soils.
        
        
          Silica sand
        
        
          Andisol
        
        
          Particle density (g/cm
        
        
          3
        
        
          )
        
        
          2.68
        
        
          2.40
        
        
          Mean diameter of particle (cm)
        
        
          0.085
        
        
          0.076
        
        
          Uniformity coefficient (-)
        
        
          1.80
        
        
          2.74
        
        
          Hydraulic conductivity (cm/s)
        
        
          0.751
        
        
          0.0341
        
        
          Porosity (-)
        
        
          0.42
        
        
          0.64
        
        
          Distributor
        
        
          Figure 2. Water characteristic curves for both  soils.
        
        
          Table 2. Experimental cases.
        
        
          10
        
        
          10
        
        
          10
        
        
          10
        
        
          10
        
        
          0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8
        
        
          Volumetric water content,
        
        
          
        
        
          (-)
        
        
          Symbols:
        
        
          Measured data
        
        
          Lines:
        
        
          van Genuchten model
        
        
          Lab. (Silica sand)
        
        
          Lab. (Andisol)
        
        
          Field (20 cm)
        
        
          Field (50 cm)
        
        
          
            2.2 Experimental procedure
          
        
        
          Soils were completely washed and saturated before packing to
        
        
          remove organic chemicals attached to the particle surface, to
        
        
          avoid entering air and to conduct experiments under the
        
        
          saturated condition. In the process of creation of flow field,
        
        
          water flow tank was filled with water and soil material of
        
        
          interest from bottom to top in 5 cm layers to achieve uniform
        
        
          packing. In this process, soil was funneled using an extended
        
        
          funnel. Each layer of interest was compacted prior to filling the
        
        
          next layer, resulting in 0.42 and 0.64 of the porosity for silica
        
        
          sand and Andisol, respectively. The porosity of each flow field
        
        
          was able to be estimated indirectly from measurements of the
        
        
          particle density and the dry soil bulk density.
        
        
          After packing, water was applied to the flow tank under a
        
        
          specific hydraulic gradient controlled by constant head water
        
        
          reservoirs at the upstream and downstream sides, while
        
        
          maintaining saturated condition of porous media. A steady
        
        
          saturated flow field was established when fluctuations in the
        
        
          observed drainage rate, which was effluent from the constant
        
        
          head water reservoir, and piezometer readings could become
        
        
          negligible. After reaching steady state flow conditions, dye
        
        
          tracer with the volume of 25 cm
        
        
          3
        
        
          , which made flow paths
        
        
          visible, was uniformly injected along the whole thickness of the
        
        
          flow tank. During the experiment, the profiles of tracer
        
        
          migration were periodically recorded using a digital camera.
        
        
          Dye tracer experiments under unsaturated conditions were
        
        
          conducted in a similar manner. Internal drainage using constant
        
        
          head reservoirs allowed for one day to create an unsaturated
        
        
          flow field after the flow tank was filled with water and sand of
        
        
          concern. After steady state condition was established, water was
        
        
          applied using a distributor placed 10 cm above the soil surface.
        
        
          Three rainfall rates of 0.09, 0.21 and 0.63 mm/min, were set
        
        
          with no rainfall case. Experimental cases are listed in Table 2.
        
        
          
            2.3 Image processing and spatial moment approach
          
        
        
          Each of the pixels representing an image has a pixel intensity
        
        
          which describes how bright that pixel is. In order to establish
        
        
          the relationship between the pixel intensity of a pixel and dye
        
        
          tracer concentration, a calibration was conducted. Under
        
        
          identical experimental conditions, a known concentration of dye
        
        
          tracer was injected into a corresponding porous formation
        
        
          without a hydraulic gradient. The spread of dye was captured by
        
        
          the digital camera. The same procedure was repeated using
        
        
          different concentrations of dye tracer. Consequently, the
        
        
          concentration of the dye tracer as a function of the pixel
        
        
          intensity varied over the range of 0 mg/cm
        
        
          3
        
        
          to 1.0 mg/cm
        
        
          3
        
        
          .
        
        
          A commonly used measure of dilution is the spatial moments
        
        
          of aqueous concentrations, which are calculated from snapshots
        
        
          of tracer plume at given times as follows (Tompson and Gelhar,
        
        
          1990).
        
        
          2 ,1 ,    ,
        
        
          ), ,(
        
        
          )(
        
        
          
        
        
          
        
        
           
        
        
          
        
        
          
        
        
          
        
        
          
        
        
          
            j i
          
        
        
          
            dxdz zxtzxc
          
        
        
          
            tM
          
        
        
          
            j i
          
        
        
          
            ij
          
        
        
          (1)
        
        
          where
        
        
          
            x
          
        
        
          and
        
        
          
            z
          
        
        
          are the Cartesian coordinates,
        
        
          
            c
          
        
        
          is the solute
        
        
          concentration,
        
        
          
            t
          
        
        
          is the time,
        
        
          
            M
          
        
        
          
            ij
          
        
        
          is the spatial moments
        
        
          associated with the distribution of tracer plume at a certain time,
        
        
          and
        
        
          
            i
          
        
        
          and
        
        
          
            j
          
        
        
          are the spatial order in the
        
        
          
            x
          
        
        
          and
        
        
          
            z
          
        
        
          coordinates,
        
        
          respectively.
        
        
          The pixel intensity distribution can be converted to a
        
        
          concentration distribution by the calibration, providing an
        
        
          analogy between Eq.(1) and Eq.(2).
        
        
          (2)
        
        
          2 ,1 ,    ,
        
        
          ), ,( ) ,(
        
        
          )(
        
        
          
        
        
          
        
        
           
        
        
          
        
        
          
        
        
          
        
        
          
        
        
          
            j i
          
        
        
          
            dxdz zxtzxBzxH
          
        
        
          
            tM
          
        
        
          
            j i
          
        
        
          
            ij
          
        
        
          where
        
        
          
            H
          
        
        
          (
        
        
          
            x,z
          
        
        
          ) is the area per unit pixel and
        
        
          
            B
          
        
        
          (
        
        
          
            x,z,t
          
        
        
          ) is the
        
        
          intensity at a corresponding pixel. The centroid of plume
        
        
          concentration distribution is calculated as the normalized first
        
        
          order spatial moment by the following equation.
        
        
          00
        
        
          01
        
        
          00
        
        
          10
        
        
          ,
        
        
          
            M
          
        
        
          
            M z
          
        
        
          
            M
          
        
        
          
            M x
          
        
        
          
            c
          
        
        
          
            c
          
        
        
          
        
        
          
        
        
          (3)
        
        
          where
        
        
          
            x
          
        
        
          
            c
          
        
        
          and
        
        
          
            z
          
        
        
          
            c
          
        
        
          are the centroid locations of plume
        
        
          concentration distribution in the
        
        
          
            x
          
        
        
          and
        
        
          
            z
          
        
        
          coordinates,
        
        
          respectively. The second order spatial moments are also
        
        
          computed as follows.
        
        
          Rainfall intensity (mm/min)
        
        
          Soil type
        
        
          S
        
        
          0
        
        
          0.
        
        
          0.21
        
        
          0.63
        
        
          S
        
        
          S
        
        
          S-
        
        
          S-
        
        
          -
        
        
          aturated
        
        
          09
        
        
          Silica sand
        
        
          -S
        
        
          -1
        
        
          2
        
        
          3
        
        
          Andisol
        
        
          A-S
        
        
          A-1
        
        
          A-2
        
        
          A-3
        
        
          A-4
        
        
          Injection port in saturated flow experiments
        
        
          Constant head water reservoir
        
        
          100
        
        
          10
        
        
          65
        
        
          
            S
          
        
        
          
            U
          
        
        
          
            S
          
        
        
          
            U
          
        
        
          Water table
        
        
          Injection port in unsaturated flow experiments
        
        
          Unit: cm
        
        
          3
        
        
          Glass plate
        
        
          
            x
          
        
        
          
            z
          
        
        
          5
        
        
          Water pressure measurement port