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GIS based model for assessing groundwater
      pollution potential by pesticides
           YE ZHAO, MARINA DE MAIO
           POLITECNICO DI TORINO
Introduce
 Italy has a very high consumption of water, about 380 liters of
 water a day. Meanwhile, more than 85% of the drinking water in
 Italy is extracted from aquifer (Onorati et. al, 2006).
 The study area Vercelli field, which is situated on the river
 Sesia in the plain of the river Po, is an important centre for the
 cultivation of rice and maize.
Approximately 65% of the
study area is occupied by
agricultural land, 27% by
fruit crops, forest and lawn,
and 8% by others (such as
urban areas and water
bodies). In this case, the
most frequently detected
groups of toxic organic
chemicals is pesticides.
Study area


                                        Pesticide            Minimun   Maximun   Median   Number of
                                                             (µg/l)    (µg/l)    (µg/l)   detects
                                        alachlor             ND        1.2       0.0266   6
                                        atrazine             ND        2.2       0.0911   43
                                        bensulfuron-methyl   ND        0.23      0.005    3
                                        bentazone            ND        8.38      0.4172   37
                                        dimethenamid         ND        2.26      0.1127   17
                                        diazinon             ND        0.49      0.0057   1
   Pesticides detected in groundwater   metolachlor          ND        0.19      0.009    14
                                        molinate             ND        0.4       0.0143   5
                                        quinclorac           ND        4         0.0923   9
                                        simazine             ND        0.53      0.0526   45

Agricultural practices                  terbumeton           ND        0.09      0.001    1
                                        terbuthylazine       ND        14.3      0.2194   47
Introduce

             Various attempts to evaluate groundwater
             vulnerability to surface contaminants have
             been made over the past two decades.
             Generally (Thapinta and Hudak, 2003), they
             can be classified as


1、 Direct                     、
                             2、 simulation                      、
                                                               3、 Index
observations of              methods                           methods
pesticides or                models help to understand
                             the mechanism of pesticide
                                                               have been generated using
                                                               a variety of ranking or
other agricultural           leaching in soils towards         scoring methods to produce
                             groundwater, which are            qualitative or semi qualitative
contaminants in              useful tools for assessing        output. Thanks for the
groundwater                  the risk of groundwater
                             contamination resulting from
                                                               developing of geographic
                                                               information systems (GIS),
Not cost-effective methods
                             the agricultural use of           which is ideally suited to
compared to other methods
                             pesticides, in a relative local   mapping and analyzing
                             area.                             groundwater vulnerability
                                                               factors over regions.
1   Preparation of the input maps


2        Sensitivity analysis


3     Aquifer risk assessment


4    Individual pesticide studies
Preparation of the input maps


               Landuse

                                  slope


infiltration
                    Water table
                      depth
Preparation of the parameter maps

                    Rating       Land use
Land use and
                      5      Cereals, corn field
land cover was        4       orchard, forest
classified due        3        Pasture, lake
to different          2       urbanized areas
                      1         uncultivated
usage patterns

Agricultural land covers much of the
flood plain in the study area. These
areas are the main sources of
pesticides. The urban area is
distributed among the farm field
which contributed less than 8% of all
the study area as shown.
Preparation of the parameter maps

The slope map was transformed            Rating   Slpoe (%)
                                           5         0-2
from the elevation map with special        4         2-5
analysis tool in GIS, rating from 1 to     3        5-10
                                           2        10-15
5.                                         1        >15



Topography is mainly flood plain in
almost all the study area, more than
85% of the plain has the percent
slope less than 2%.

Most of the area has a rating of 5 as
the lower percent slope make water
retain for a longer time, which allows
a greater infiltration of recharge of
water.
Preparation of the parameter maps

          Infiltration                   Rating   Infiltration
                                           1         0-50
                                           2         50-80
                                           3        80-130
Rainfall map was obtained by               4       130-160

interpolating a 10 years mean of           5         >160

annual precipitation (mm/year) from
14 representative rainfall stations in
and around the study area.
The infiltration map was then
classified into ranges and assigned
ratings from 1 to 5.
Preparation of the parameter maps

                                          Rating   Depth
                                            5       0-4
                                            4       4-8
                                            3      8-12
The location of the 25 wells was            2      12-16
digitized to attribute the map of           1      >16

depth to groundwater table
with Kriging method of interpolation.
The higher of depth the more time
for the attenuation of pesticides, the
pesticide usually has a great gap of
half life between in soil and in water.
Sensitivity analysis and aquifer risk assessment

Sensitivity analysis are used to determine how important of
every input variable to contribute the final risk of groundwater,
with comparing the correlation coefficient between assigned
ratings of input parameters and observed data from wells.


                     Landuse                    Depth of water table             Infiltration                   Slope

                     a=0.2867x+2.046            b=0.6208x+0.9028                 c=0.4097x+1.5503               d=0.64x+0.6889
     Equation        r2=0.6221                  r2=0.8672                        r2=0.4115                      r2=0.6426

      a: rating of landuse; b: rating of depth of water table; c: rating of infiltration; d: rating of slope;
      x: risk rating of observed wells of shallow aquifer
Sensitivity analysis and aquifer risk assessment




  y1=0.5443x+1.4497 ; r2=0.9941
individual pesticide studies
                     In fact, pesticides leaching into the groundwater was influenced by many factors
                     such as molecular connectivity parameters Koc, degradation (soil half-life),
                     solubility and molecular, the most important two are Koc and Dt50 (Fava et al.,
                     2007; Fenolla et al., 2011). Koc and Dt 50 were used to calculate the leaching
                     potential of each compound, expressed as Groundwater Ubiquity Score (GUS)
                     indices as follow.



                     60                   Number of
                      Pesticide            detects   CUS index
                     50alachlor               6        2.19
number of detected




                       atrazine              43        3.75
                     40bensulfuron-methyl     3        2.07
                       bentazone             37        2.55
                     30
                       dimethenamid          17        2.19
                     20diazinon               1        1.14              GUS >2.8 : potential leaches (L)
                       metalaxyl              0        2.11              1.8< GUS <2.8 : transient properties (T)
                     10metolachlor           14        3.32              GUS <1.8 : non-leaches (NL)
                       molinate               5        2.49
                      0
                       simazine              45        3.35
                         0             1            2            3   4
                       terbuthylazine        47        3.07
                                                GUS index
individual pesticide studies
          simazine          atrazine




          terbuthylazine   bentazone
Conclusions


  •Four parameters were considered
              Land use, depth of water table infiltration and slope

           water table depth was most significant factor among four

  • aquifer risk was assessed
      linear method can be considered as the most stable methodology,
               as it do not amplify the error of single parameter


   •Individual pesticide was studied
    GUS is a important index to indicate the leaching potential of pesticide

  with the time pass, the pesticide can be redistributed and degraded slowly
GIS based model for Assesing Groundwater Pollution Potential by Pesticides

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GIS based model for Assesing Groundwater Pollution Potential by Pesticides

  • 1. European User Conference GIS based model for assessing groundwater pollution potential by pesticides YE ZHAO, MARINA DE MAIO POLITECNICO DI TORINO
  • 2. Introduce Italy has a very high consumption of water, about 380 liters of water a day. Meanwhile, more than 85% of the drinking water in Italy is extracted from aquifer (Onorati et. al, 2006). The study area Vercelli field, which is situated on the river Sesia in the plain of the river Po, is an important centre for the cultivation of rice and maize. Approximately 65% of the study area is occupied by agricultural land, 27% by fruit crops, forest and lawn, and 8% by others (such as urban areas and water bodies). In this case, the most frequently detected groups of toxic organic chemicals is pesticides.
  • 3. Study area Pesticide Minimun Maximun Median Number of (µg/l) (µg/l) (µg/l) detects alachlor ND 1.2 0.0266 6 atrazine ND 2.2 0.0911 43 bensulfuron-methyl ND 0.23 0.005 3 bentazone ND 8.38 0.4172 37 dimethenamid ND 2.26 0.1127 17 diazinon ND 0.49 0.0057 1 Pesticides detected in groundwater metolachlor ND 0.19 0.009 14 molinate ND 0.4 0.0143 5 quinclorac ND 4 0.0923 9 simazine ND 0.53 0.0526 45 Agricultural practices terbumeton ND 0.09 0.001 1 terbuthylazine ND 14.3 0.2194 47
  • 4. Introduce Various attempts to evaluate groundwater vulnerability to surface contaminants have been made over the past two decades. Generally (Thapinta and Hudak, 2003), they can be classified as 1、 Direct 、 2、 simulation 、 3、 Index observations of methods methods pesticides or models help to understand the mechanism of pesticide have been generated using a variety of ranking or other agricultural leaching in soils towards scoring methods to produce groundwater, which are qualitative or semi qualitative contaminants in useful tools for assessing output. Thanks for the groundwater the risk of groundwater contamination resulting from developing of geographic information systems (GIS), Not cost-effective methods the agricultural use of which is ideally suited to compared to other methods pesticides, in a relative local mapping and analyzing area. groundwater vulnerability factors over regions.
  • 5. 1 Preparation of the input maps 2 Sensitivity analysis 3 Aquifer risk assessment 4 Individual pesticide studies
  • 6. Preparation of the input maps Landuse slope infiltration Water table depth
  • 7. Preparation of the parameter maps Rating Land use Land use and 5 Cereals, corn field land cover was 4 orchard, forest classified due 3 Pasture, lake to different 2 urbanized areas 1 uncultivated usage patterns Agricultural land covers much of the flood plain in the study area. These areas are the main sources of pesticides. The urban area is distributed among the farm field which contributed less than 8% of all the study area as shown.
  • 8. Preparation of the parameter maps The slope map was transformed Rating Slpoe (%) 5 0-2 from the elevation map with special 4 2-5 analysis tool in GIS, rating from 1 to 3 5-10 2 10-15 5. 1 >15 Topography is mainly flood plain in almost all the study area, more than 85% of the plain has the percent slope less than 2%. Most of the area has a rating of 5 as the lower percent slope make water retain for a longer time, which allows a greater infiltration of recharge of water.
  • 9. Preparation of the parameter maps Infiltration Rating Infiltration 1 0-50 2 50-80 3 80-130 Rainfall map was obtained by 4 130-160 interpolating a 10 years mean of 5 >160 annual precipitation (mm/year) from 14 representative rainfall stations in and around the study area. The infiltration map was then classified into ranges and assigned ratings from 1 to 5.
  • 10. Preparation of the parameter maps Rating Depth 5 0-4 4 4-8 3 8-12 The location of the 25 wells was 2 12-16 digitized to attribute the map of 1 >16 depth to groundwater table with Kriging method of interpolation. The higher of depth the more time for the attenuation of pesticides, the pesticide usually has a great gap of half life between in soil and in water.
  • 11. Sensitivity analysis and aquifer risk assessment Sensitivity analysis are used to determine how important of every input variable to contribute the final risk of groundwater, with comparing the correlation coefficient between assigned ratings of input parameters and observed data from wells. Landuse Depth of water table Infiltration Slope a=0.2867x+2.046 b=0.6208x+0.9028 c=0.4097x+1.5503 d=0.64x+0.6889 Equation r2=0.6221 r2=0.8672 r2=0.4115 r2=0.6426 a: rating of landuse; b: rating of depth of water table; c: rating of infiltration; d: rating of slope; x: risk rating of observed wells of shallow aquifer
  • 12. Sensitivity analysis and aquifer risk assessment y1=0.5443x+1.4497 ; r2=0.9941
  • 13. individual pesticide studies In fact, pesticides leaching into the groundwater was influenced by many factors such as molecular connectivity parameters Koc, degradation (soil half-life), solubility and molecular, the most important two are Koc and Dt50 (Fava et al., 2007; Fenolla et al., 2011). Koc and Dt 50 were used to calculate the leaching potential of each compound, expressed as Groundwater Ubiquity Score (GUS) indices as follow. 60 Number of Pesticide detects CUS index 50alachlor 6 2.19 number of detected atrazine 43 3.75 40bensulfuron-methyl 3 2.07 bentazone 37 2.55 30 dimethenamid 17 2.19 20diazinon 1 1.14 GUS >2.8 : potential leaches (L) metalaxyl 0 2.11 1.8< GUS <2.8 : transient properties (T) 10metolachlor 14 3.32 GUS <1.8 : non-leaches (NL) molinate 5 2.49 0 simazine 45 3.35 0 1 2 3 4 terbuthylazine 47 3.07 GUS index
  • 14. individual pesticide studies simazine atrazine terbuthylazine bentazone
  • 15. Conclusions •Four parameters were considered Land use, depth of water table infiltration and slope water table depth was most significant factor among four • aquifer risk was assessed linear method can be considered as the most stable methodology, as it do not amplify the error of single parameter •Individual pesticide was studied GUS is a important index to indicate the leaching potential of pesticide with the time pass, the pesticide can be redistributed and degraded slowly