Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 1 Effects of Climate Change on the Groundwater Systems of the Grote Nete Catchment, Belgium S.T. WOLDEAMLAK(1), O. BATELAAN(1) & F. DE SMEDT(1) (1) Department of Hydrology and Hydraulic Engineering, Vrije Universiteit Brussel, Pleinlaan 2, 1050 Brussels, Belgium Email: swoldeam@vub.ac.be Abstract Modeling the impact of climate change on the hydrology of river basins has been the center of attention in the past decade and is essential to adopting integrated water management strategies for water supply and flood mitigation. However, the effect of climate change on groundwater systems has only recently gained some interest. In this paper the effects of climate change on the groundwater systems of the Grote Nete catchment, Belgium, covering an area of 525 km2, was modeled using incremental climate scenario approach. A wet (greenhouse), cold (NACCT) and a dry climate scenario were used for the analysis. Classical, low, central and high estimates with three wind-speed variants were adopted for each scenario to cover model and emission uncertainties at 80% confidence interval. Water balance components, such as groundwater recharge, evapotranspiration, and runoff were simulated using the WetSpass model in conjunction with a MODFLOW groundwater model. Groundwater discharge intensities and areas were obtained from the groundwater model. Results for Green house scenario show that, for the overall year, as well as the winter season, there is an increase in the total discharge (combined groundwater and surface runoff). In the summer the slow discharge coefficients showed a decrease. Both discharge areas and intensities as well as recharge intensities showed an increase. In this scenario wet winters and drier summers are expected relative to the present situation. Results obtained for NATCC (cold) scenarios depicted an opposite picture of the greenhouse scenario, thus relatively drier winters and wetter summers are expected. The dry scenario showed a decrease in slow and fast discharge coefficients, discharge intensities and areas, and recharge intensities. As a result drier conditions for the whole year are expected. Key words groundwater sytems, recharge, discharge, climate change, GIS, INTRODUCTION Water is indispensable for life, but its availability in a desirable quality and quantity is threatened by many factors, of which climate plays a leading role (IPCC, 1997). According to IPCC (2001a), Climate is defined as "the average weather in terms of the mean and its variability over a certain time-span and a certain area". Thus statistically significant variation of the mean state of the climate or of its variability, lasting for decades or longer, is referred to as climate change. There has been scientific evidence that human activities may already be influencing the climate, rapid changes being recorded for the second half of the 18th century mostly owing to the industrial revolution (Miller and Tyler, 1990; IPCC, 1996). This is primarily attributed to burning of fossil fuels and changes in land use and land cover that eventually increase the atmospheric concentrations of greenhouse gases, which tend to warm the atmosphere (Miller and Tyler, 1990). These changes in turn are expected to bring about change in global temperature and precipitation and other climatic variables. Thus threat of floods, change in global soil moisture, increase Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 2 in global mean sea level, change in availability of groundwater, and associated damages, loom at large, in conjunction with the high water demand and pollution levels associated with the ever-increasing world population (IPCC, 1997). Compounding this, there are increasing concerns being raised on the need to predict future climate conditions and their effect on water resources, so as to ensure constant water availability and mitigate foreseeable damages caused by water. There have been many studies relating the effect of climate changes on surface water bodies (Allen et al. 2003; Gebremeskel, 2003). But very little research exists on the potential effects of climate change on groundwater, although groundwater is the major source of drinking water across much of the world and plays a vital role in maintaining the ecological value of an area (Batelaan et al., 2003; IPCC, 2001b). Available studies show that groundwater discharge/recharge conditions are a reflection of the precipitation regime, climatic variables, landscape characteristics and human impacts such as agricultural drainage and flow regulation (Allen et al., 2003; De Wit, 2001). Thus predicting the behavior of recharge and discharge conditions under future climatic and other changes is of great importance for integrated water management. Climatic changes that bring about a change in the amount of effective rainfall and duration of the recharge season will induce a change in recharge. Substantial reductions in groundwater recharge near Grenoble, France, was simulated by Bouraoui et al. (1999), which was almost entirely attributed to increases in evapotranspiration during the recharge season. According to Sandstrom (1995) a 15% reduction in rainfall, with no change in temperature, resulted in a 40–50% reduction in recharge. He infers that small changes in rainfall could lead to large changes in recharge and hence groundwater resources. The main objective of this study is to analyze the sensitivity of the water balance components of the Grote Nete basin towards climate changes, especially the recharge and groundwater discharge using different climate scenario outputs at a regional scale. Size, intensities and volume of recharge and discharge are identified using three dimensional groundwater flow model, MODFLOW, in conjunction with physically distributed water balance model, WetSpass, integrated in GIS environment. METHODOLOGY The methodology consisted of three steps. In the first step climate scenarios were formulated for the years 2050 and 2100 (Table 1). Based on these scenarios recharge was simulated with the WetSpass model. Consequently, groundwater system conditions were simulated by the coupled MODFLOW model for all the developed scenarios. Climate scenarios A climate scenario is defined here as, a plausible future climate that has been constructed for explicit use in investigating the potential consequences of anthropogenic climate change (IPCC, 2001a). The climate scenarios used have been developed by the KNMI. They have been used in the 4th Dutch National Policy Document on water management (4e Nota Waterhuishouding NW4) and a study on Dutch Water Management in the 21st Century (WB21) (Kors et al., 2000). They are based on an incremental scenario approach where by particular climatic elements are changed by realistic but arbitrary amounts, and are commonly applied to study the sensitivity of an exposure unit to a wide range Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 3 of variations in climate. In most studies constant changes throughout the year have been adopted (e.g., Terjung et al., 1984; Rosenzweig et al., 1996). Six climate scenarios categorized under three general types were used for this study namely: Greenhouse (wet) scenarios, North Atlantic Thermohaline Circulation Change (NATCC, cold), and dry scenarios (Table 1). These three scenarios are assumed to be realistic representations of the controversial views regarding the change in climate for the future and are discussed in the following paragraphs. Table 1. Description of modeled climate scenarios. Modeled Climate Scenarios present Wet low 1 Wet low 2 Wet low 3 Wet central 1 Wet central 2 Wet central 3 Wet high 1 Wet high 2 Wet high 3 Cold (NATTC) Wet 1 & Cold Wet 2 & Cold Wet 3 & Cold Dry 1 Dry 2 Dry 3 Description Actual situation at 2000 Greenhouse (wet), low estimate of temperature change, -5% wind-speed Greenhouse (wet), low estimate of temperature change, no wind-speed change Greenhouse (wet), low estimate of temperature change, +5% wind-speed Greenhouse (wet), central estimate of temperature change, -5% wind-speed Greenhouse (wet), central estimate of temperature change, no wind-speed change Greenhouse (wet), central estimate of temperature change, +5% wind-speed Greenhouse (wet), high estimate of temperature change, -5% wind-speed Greenhouse (wet), high estimate of temperature change, no wind-speed change Greenhouse (wet), high estimate of temperature change, +5% wind-speed Sudden changes in the North Atlantic circulation, no wind-speed change combination of Wet central 1 and Cold combination of Wet central 2 and Cold combination of Wet central 3 and Cold dry scenario, high estimate of temperature change, -10% wind-speed change dry scenario, high estimate of temperature change, -5% wind-speed change dry scenario, high estimate of temperature change, no wind-speed change Greenhouse scenarios (Wet) The first three scenarios fall under this type of scenario as described by Können et al. (1997) and Kors et al. (2000). They are results of the global warming and are based on three classical estimates of temperature change namely, low, central and high estimates. Model and emission uncertainties are assumed to be covered by the range between the low and high estimates. Further, it is assumed that the range between low and high temperature estimates represents 80% confidence interval in the case of Europe (Van Deursen et al., 2001). The temperature is expected to rise by 1, 2 and 4 oC for the low, central and high estimates respectively until 2100 with respect to the baseline period of 1990. Since the temperature increase is assumed to evolve linearly with time, the increase after 50 years (by 2050) will be half of that of the year 2100 (Table 2). These conditions are assumed to be applicable to the Grote Nete basin (Van Rossum et al., 2001). Empirical relations between observed mean temperature and precipitation in the past show that the precipitation changes are directly proportional to the temperature changes. Accordingly, the average annual precipitation increases for the year 2100 will be 3 %, 6 %, and 12 % for the low, central and high estimates respectively. Likewise, precipitation changes for the year 2050 will be half that of 2100. But there is a seasonal variation of precipitation increase (Table 1 and 2) unlike temperature change. Potential evapotranspiration will increase linearly with increase in temperature and the changes in evapotranspiration for the year 2100 are expected to be 4 %, 8 % and 16 % respectively while that of 2050 being half of the changes in year 2100 (Haasnoot et al., 1999) (Table 2). The change in evapotranspiration is assumed to be independent of the season (Van Rossum et al., 2001). Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 4 Table 2. Climate changes for the year 2050 according to proposed climate scenarios. Precipitation change (%) Temperature change (oC) Yearly Summer Winter Wet (low) +0.5 +1.5 +0.5 +3 Wet (central) +1 +3 +1 +6 Wet (high) +2 +6 +2 +12 Cold (NATCC)a -2 -6 -2 -12 Wet (central) & Coldb -1 -3 -1 -6 Dry +2 -10 -10 -10 a. Changes remain the same for the year 2100. b. Scenario does not exist for 2100. Climate Scenario Pot. ET change (%) +2 +4 +8 -8 0-4 +8 Windspeed change (%) +5 +5 +5 0 0 -10 to 0 The observed decadal variability for wind-speed in the past century has been in the range of +5 % (Van Rossum et al., 2001). Therefore, each of the low, central and high estimate scenarios will have 3 windspeed variants of –5, 0, and +5 % change in the average windspeed (Table 1 and 2). NATCC scenario (Cold) This scenario is expected when the climate change is induced by a sudden change in the North Atlantic thermohaline circulation resulting in the cooling of the ocean, and thus cooling of the atmosphere (Alcamo et al., 1994). Assuming that the present condition prevails and ignoring the effect of greenhouse scenario, the ocean is expected to cool by 4 oC for the worst-case scenario, with an associated decrease of 2 oC in the study area (Van Rossum et al., 2001). The cooling is expected to happen within a range of 5 – 10 years between the years 2000 and 2050, thus its effects should be superposed to the climate conditions prevailing until the year 2050. Putting this into consideration two scenarios where analyzed. In the first, the effect of climate changes induced by the sudden change in the NATC was considered ignoring the effect of global warming, while in the second case this change was superposed to the change due to the central estimate of the greenhouse scenario for the year 2050 (Table 2). It is assumed that temperature and precipitation changes remain coupled. Thus, decrease in temperature will induce a decrease in precipitation by an amount inversely proportional to the greenhouse scenarios. The same logic holds true for evapotranspiration. Lastly, the windspeed is expected to remain the same as the present situation (Table 2). In the second case, the global warming of the central estimate of the greenhouse scenario will balance half the effect of the cooling of the NATCC scenario by the year 2050 and completely balance it by the year 2100. So, scenario analysis is done only for the year 2050 by considering the average effect of – 1oC decrease in temperature and the associated precipitation and evapotranspiration changes. Dry scenarios The dry scenarios represent climate change where the temperature and precipitation changes are uncoupled, while the relationship between temperature and evapotranspiration is preserved. In addition there is a lower probability of having strong winds, expressed in three wind-speed variants, of 0, 5 and 10% of decrease in windspeed. On the other hand, the precipitation shows a decrease of 10% for all summer, winter and yearly cases both for 2050 and 2100. Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 5 Recharge estimation and groundwater modeling The groundwater system was analyzed by applying the USGS modular threedimensional finite difference groundwater model (MODFLOW) (Harbaugh and McDonald, 1996). Batelaan et al. (2003) describes the present conditions of the study area for the groundwater model, combined DRAIN-SEEPAGE (Batelaan and De Smedt, 2004) for groundwater discharge simulation, and calibration on piezometric and river discharge data. The groundwater model is coupled with WetSpass model for groundwater recharge estimation (Batelaan and De Smedt, 2001). The model is a quasi physically distributed seasonal water balance model, which takes detailed soil, landuse, slope, groundwater depth, and hydro-climatological distributed maps with associated parameter tables into account. The water balance equation for estimating groundwater recharge is given as: P = R – S – ET Where the groundwater recharge, R, is calculated indirectly from the precipitation (P), evapotranspiration (ET), and surface runoff (S), each having [L/T] dimensions. The model uses seasonal (summer and winter) GIS input grids of the previously mentioned inputs that are used in calculating recharge values. Since one of the inputs required for WetSpass model is the groundwater depth data from MODFLOW, an interface has been developed in an ArcView GIS platform to loosely couple the two models, facilitating exchange of data between the two models (Kassa, 2001). Initially, the coupled WetSpass-MODFLOW model was run for the present situation, yielding a seasonal as well as yearly groundwater recharge output. Consequently, the same procedure was followed for each of the constructed scenarios. APPLICATION AND DISCUSSION Study area The study area is located about 60 km North-East of Brussels and covers the GroteNete basin with a size of 525 km2 (Fig. 1). It is part of the Central Campine region with a moderate rolling landscape cut by the Grote-Nete River and its many tributaries, resulting in long stretched hills, very slightly elevated interfluves and broad swampy valleys. The base of the sandy aquifer system is formed by heavy clays of the Boom Formation. The basin is generally composed of marine sediments of the Tertiary and Quaternary age, with a thickness of up to 90 m (Batelaan et al., 2003). Topography ranges from 13 – 73 m, with an average of 32 m above sea level, the mean slope being 0.24%. The transmissivity of the aquifer system ranges from an average of about 500 m2 day-1 on the western part to an average of about 3000 m2 day-1 on the eastern part of the area. Although the dominant soil type is sand, covering 67 % of the area, loamy sand (24%), silty loam (7%), and sandy loam (1%) are also found in the valleys (Fig. 2). The landuse types of the area is comprised of: 28% agriculture, 18% deciduous forest, 10% coniferous forest, 3% mixed forest, 15% grass lands, 5% heather, 2% open-water bodies and about 19% of built-up area (Fig. 3). The average yearly precipitation of the area ranges from 743 to 801 mm with an average of about 764 mm, while the average summer and winter precipitation are respectively 392 and Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 6 372 mm. The average yearly potential evapotranspiration is 670 mm. The area has a moderate average winter and summer temperatures of 5 and 14.1 oC respectively, with wind speed of 3.84 and 3.27 m s-1. 80000 120000 160000 200000 40000 80000 120000 160000 200000 240000 160000 160000 200000 200000 240000 240000 40000 240000 N Legend Study area Flanders 10 0 10 20 km Fig 1. Study area location 195000 200000 205000 210000 215000 190000 195000 200000 205000 210000 215000 220000 200000 200000 205000 205000 210000 210000 215000 215000 190000 Legend Soil sand loamy sand Project boundary 220000 N sandy loam silty loam loam 2 0 2 km Fig 2. Soil types 195000 200000 205000 210000 215000 190000 195000 200000 205000 210000 215000 220000 200000 200000 205000 205000 210000 210000 215000 215000 190000 Legend Project boundary 220000 N Landuse types Agriculture Forest and heather Fig 3. Landuse types Builtup area Open water 2 0 2 km Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 7 Calibration of the groundwater modeling The groundwater model for the present condition was calibrated on the basis of 38 piezometers in the area. Fig. 4 shows that with a correlation of 0.99 there is a good agreement between simulated and observed heads. With a mean absolute error (MAE) of 0.43 m, root means square error (RMSE) of 0.61 m, Nash-Sutcliffe model efficiency (NS) of 0.98 and a coefficient of determination (CD) of 0.99 it is shown that the model has a good ability of reproducing measurements and the observed and simulated heads are proportionally scattered around the mean of observations. 50 Simulated phreatic level (m) 45 R2 = 0.99 40 35 30 25 20 15 10 10 15 20 25 30 35 40 45 50 Measured phreatic level (m ) Fig 4. Comparison of measured and calculated groundwater levels Climate scenario analysis for present situation General hydrological conditions The results of the WetSpass-MODFLOW model for the present hydrological situation of the Grote Nete catchment were a set of yearly, summer, and winter distributed evapotranspiration, recharge and runoff grids. The simulated distributed yearly recharge map is given in Fig. 5. The basin averaged values are given in Fig. 7-12. 195000 190000 195000 200000 205000 200000 205000 210000 215000 220000 200000 200000 205000 205000 210000 210000 215000 215000 190000 Legend Project boundary Recharge (mm/y) <0 0 - 50 50 - 100 100 - 150 210000 150 200 250 300 350 - 215000 200 250 300 350 410 Fig 5. Wetspass calculated yearly recharge values 220000 N 2 0 2 km Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 8 These results show that summer season is characterized by high evapotranspiration, low recharge and runoff, respectively 85.7, 9.7, and 5.5% of the precipitation. In winter the runoff remains almost the same at 6%, but the evapotranspiration goes down to 29.9% owing to the low temperatures, as a result more water is available for recharge (64.1%). This implies that major part of the recharge to the aquifer (86.2%) occurs during the winter, while only 13.8% occurs during the summer. It can also be inferred that 81.4% of the total average yearly discharge is the contribution of winter groundwater recharge and runoff. But there is a wide range of time lag before the recharged precipitation is discharged to the stream networks or wetlands as shown by Batelaan et al. (2003). 195000 200000 205000 210000 215000 190000 195000 200000 205000 210000 215000 220000 200000 200000 205000 205000 210000 210000 215000 215000 190000 Legend Project boundary 220000 N Discharge (mm/d) 0-2 2-4 4-6 6-8 8 - 10 > 10 2 0 2 km Fig 6. MODFLOW calculated yearly discharge values Groundwater systems (discharge and recharge conditions) Groundwater discharge areas and associated intensities obtained from the groundwater model are represented by Fig. 6. The discharge areas cover a total of 95.1 km2 (18.6 %) of the total area with an average discharge intensity of 217 mm y-1. In addition to this yearly, summer and winter fast (surface runoff) and slow (groundwater) discharge coefficients were calculated as percentages of the average precipitation of the basin. Slow discharge coefficients were calculated from WetSpass calculated average groundwater recharge values by assuming all the groundwater recharge reaches the river or the wetland areas at a time ranging between few days to hundreds of years as demonstrated by Batelaan et al. (2000). The average recharge intensity of the area is 277 mm y-1 with a minimum and maximum groundwater recharges of –375 mm y-1 and 408 mm y-1 respectively (Table 5). In valley areas the recharge is negative or negligibly small due to the shallow groundwater depth and evapotranspiration from the groundwater by phreatophytes, while high recharge values are recorded for areas dominated by sandy soils, flat areas, and grass or forest covered areas. Similar findings were reported by De Smedt and Batelaan (2001). Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 9 Climate scenario analysis for future situation 10 5 precipitation ET recharge runoff -15 -20 Climate scenario (2050) ET recharge runoff Climate scenario (2050) Dry Wet & Cold Cold Wet (central) Fig 9. Summer recharge changes (2050) % change relative to present (yearly) Dry Cold Wet central recharge runoff -15 -20 -25 Climate scenario (2100) precipitation ET recharge runoff Climate scenario (2050) Fig 11. Yearly recharge changes (2050) Dry Cold Wet (central) 50 0 precipitation -50 ET recharge -100 runoff -150 -200 Climate scenario (2100) Fig 10. Summer recharge changes (2100) Dry precipitation 10 5 0 -5 -10 -15 -20 -25 -30 -35 ET Cold 60 40 20 0 -20 -40 -60 -80 -100 -120 precipitation 5 0 -5 -10 Fig 8. Winter recharge changes (2100) Dry Wet & Cold Cold Wet (central) % change relative to present (summer) Fig 7. Winter recharge changes (2050) 20 15 10 Wet (central) -10 % change realtive to present (summer) -5 % change relative to present (yearly) 0 % change relative to present (winter) Dry Wet & Cold Cold Wet (central) % change relative to present (winter) The results of the hydrological situation for the different scenarios considered are presented in Fig. 7-12. These figures show the changes of the average yearly and seasonal precipitation, evapotranspiration, groundwater recharge and surface runoff with respect to the corresponding actual situations for all climate scenarios. 20 10 precipitation 0 ET -10 recharge -20 runoff -30 -40 Climate scenario (2100) Fig 12. Yearly recharge changes (2100) Greenhouse scenarios General hydrological conditions For all cases of the greenhouse scenarios an increase in the average runoff, groundwater recharge, and evapotranspiration was observed for seasonal and yearly cases, with the exception of summer groundwater recharge, which showed a reduction of up to 89.5% compared to the present situation. Within each greenhouse scenario Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 10 highest changes (increase or decrease) of hydrological parameters was observed, where the wind-speed is expected to decrease by 5% from the present situation, though the difference between the wind-speed variants is not that much significant. For a closer look at the greenhouse scenarios, the WetSpass results of wet central scenario with no windspeed change, was compared with the results of the actual situation (Fig. 4, 6, and 8). For a 6% (+45.8 mm) increase in the yearly precipitation 7% increase in evapotranspiration and 6.2% increase in groundwater recharge were recorded. However, the runoff had almost a doubled increase (11.2 %). Although the percentage increase for runoff is higher than the other water balance components most of the additional rainfall is either evapotranspired or recharged to the aquifer. In winter, where the precipitation increased by 12% and the temperature increased by 40% relative to the prevailing conditions, the increase in evapotranspiration, groundwater recharge, and runoff were respectively 8.6%, 13.4% and 13.5%. In this case, most of the additional water from precipitation is recharged to the aquifer. In summer, the changes were 6.4%, -39.1%, and 8.8% of the same hydrological parameters for an increase of 2% in precipitation and 14% for temperature. It is clear that the effects of temperature increase in the summer outweigh the effects of relatively smaller increase in precipitation. More water is lost via evapotranspiration than that added by precipitation or recharge. This implies that groundwater replenishment of the area is taking place in the winter season. Groundwater systems (discharge and recharge conditions) recharge flux -5 -10 -15 -20 gw. dis. flux -25 -30 -35 ET gw. dis. area precipitation Climate scenario (2050) Fig 11. Yearly discharge changes (2050) Dry Cold Wet (central) % change relative to present 10 5 0 Dry Wet & Cold Cold Wet (central) % change relative to present As stated briefly in the opening parts of this section there is a general increase in the discharge areas, intensity and volume for all greenhouse scenarios investigated. Summarized results pertaining to discharge conditions are presented in and Fig. 13 and 14. The results show that the discharge areas are expected to increase by 1.1% at the end of 2050 (for wet central scenario) and then goes on to increase to 11.1% by the end of 2100. Simultaneously, there is an associated increase in the volume and intensity of the groundwater discharge, which could create an imbalance in the fragile riverine and wetland ecosystems as well as increase the possibility for flooding. 15 10 5 0 -5 -10 -15 -20 -25 -30 -35 -40 recharge flux gw. dis. flux gw. dis. area precipitation ET Climate scenario (2100) Fig 12. Yearly discharge changes (2100) In contrast to the discharge areas, there is no significant change (increase or decrease) for groundwater recharge areas. On the other hand, there is appreciable increase in the recharge intensity and volume as a result of the increase in precipitation. The lowest and highest average annual increase in the recharge volume to the aquifers for all the greenhouse scenarios ranges from 0.2% to 7.5%. As a result of this the phreatic water level of the basin is expected to rise by an average of 7.5 cm increasing the risk of possible flooding. Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 11 Cold (NATCC) and Dry scenarios General hydrological conditions Results of WetSpass run for the identical cold scenarios (NATCC) of 2050 and 2100 show that the relative changes of hydrological parameters with respect to the present situation have the same magnitude as the central estimate of the greenhouse scenarios but with the opposite sign (negative). This is obvious since the input parameters of the former are just the negative of the latter one (Table 1). The same holds true for the combined wet central and cold scenario, except that the magnitudes for this scenario are half that of the cold scenario because of the effects of greenhouse scenario. The situation with the dry scenarios was more dramatic and the changes in hydrological parameters were more pronounced. Only evapotranspiration shows an increase, while both groundwater recharge and surface runoff showed a decrease for all seasons (Fig. 7-12). For a closer look at the dry scenarios, the WetSpass results of dry scenario with -5% windspeed change, was compared with the results of the actual situation. For a 10% decrease in the yearly precipitation, 9% decrease of evapotranspiration, 38.6% groundwater recharge and 16.5% decreases of surface runoff were recorded (Fig. 3 and 4). In winter, where the precipitation increased by 10% and the temperature by 80%, the increase in evapotranspiration was 12.5%, while decrease in groundwater recharge, and runoff were 19.7% and 18% respectively (Fig. 5 and 6). In summer, the changes were 7.9%, -157%, and –14.9% f the same hydrological parameters for a decrease of 10% in precipitation and 28 % increase in temperature (Fig. 7 and 8). The extremely high decrease in groundwater recharge in summer shows that a net evapotranspiration of groundwater will occur starting before the year 2050. Since the average precipitation for this scenario decreases, the increase in evapotranspiration takes place at the expense of groundwater recharge and surface runoff. Groundwater systems (discharge and recharge conditions) Both cold and dry scenarios depict opposite picture of that of the greenhouse scenarios in terms of discharge and recharge conditions. The discharge areas will decrease by 2.8% for the combined wet and cold scenarios climate scenario in 2050 and reaches an alarming decrease of 34.8% for dry scenario with -10% windspeed change (Fig. 13 and 14). This, in association with a huge decrease in volume of discharged water ranging between –2.8% and –34.7% could be detrimental for the hydrologic cycle of the basin in general and wetland and river ecosystems in particular. There is an appreciable decrease in the recharge intensity and volume as a result of decrease in precipitation. The average annual decrease in the recharge volume to the aquifers ranges from 1.8% for the combined cold and dry scenario in 2050 to a massive 40% for dry scenario with -10% windspeed change in 2100. As a result of this the phreatic water level of the basin is expected to decrease by an average of 49 cm and could lead to a possible substantial water shortage. CONCLUSION Results of present situation The results obtained for the general hydrologic situation, discharge and recharge conditions show a good agreement with what have been obtained from previous works Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 12 on the basin by Batelaan et al. (2003). The groundwater model for the present situation showed a good agreement between the simulated and observed heads. Greenhouse (Wet) scenarios Increase in the average precipitation and temperature induced increase in the water balance components of groundwater recharge, surface runoff, and evapotranspiration for the yearly and seasonal cases, except for the average summer groundwater recharge, which showed a decrease relative to the present situation. This decrease is attributed to increase in temperature, which in turn induces higher evapotranspiration rates that exceed the recharge induced by the increase in precipitation. There is relatively small increase in the phreatic level. However, the total groundwater discharge increased substantially, with the exception of summer season. Higher difference between summer and winter recharge causes higher seasonal fluctuation of the groundwater system. Discharge areas, yearly discharge intensities and volume, and yearly recharge intensities also increased substantially especially for the high estimates. Based on these scenarios, there is an increased risk of flooding for the catchment. The fragile wetland and riverbank ecosystems could also be in danger, as the possibility of inundation looms larger. Cold (NATCC) scenarios The results obtained for this scenario are just the reverse of the greenhouse scenarios (central estimate). Accordingly, evapotranspiration, surface runoff and recharge show a yearly, and winter decrease and only summer recharge shows an increase. Contrary to that of the wet scenarios, this happens because the decrease in temperature overwhelms the decrease in precipitation and thus inducing colder summers that are characterized by having higher recharge than the evapotranspiration. Results of discharge and recharge conditions indicate that there is a general lowering of the groundwater level, and the discharge in the rivers is expected to decrease. There is a possibility of water shortage, and also the fragile wetland and riverbank ecosystems would be affected from lack of water. Dry scenarios The result of dry scenarios follows the same trend as that of cold scenario, with the exception that the evapotranspiration increases. This fact, added to the decrease of precipitation, reduces the summer recharge to values of more than 100 % with respect to the actual situation. As a result the phreatic level is expected to decrease by as much as half a meter. In addition, both slow and fast discharges in all seasons showed a decrease, specially the slow discharge coefficients in the summer case. This indicates that a net evapotranspiration is occurring in the area, way before the prediction years (2050 and 2100). The consequences could be drastic, as this could reduce the water availability (especially in the summer) to a crucially low level for both aquatic life and human uses. Generally, although hydrological models have uncertainties, the greatest uncertainties in the effects of climate on hydrological outputs arise from uncertainties in climate change scenarios, as long as a conceptually sound hydrological model is used (IPCC, 2001b). Feasible integrated water management strategies could only be adopted if these climate scenario analyses are complimented with landuse scenarios, since the land use is changing owing to different economical, social and environmental factors. In addition, as climate change models are characterized by high uncertainty, stochastic approaches should be made for a refined delineation of discharge areas that can be Proceedings of International Conference on Finite Element Models, MODFLOW, and More: Solving Groundwater Problems. 1316 September 2004, Karlovy Vary, Czech Republic, Eds. K. Kovar, Z. Hrkal and J. Bruthans. 13 expressed in terms of probability. The results of such work could yield a range of options for making decisions of appropriate landuse development planning for the catchment. References Alcamo, J., G.J. van den Born, A.F. Bouwman, B.J. de Haan, K. Klein, Goldewijk, O. Klepper, J. Krabec, R. Leemans, J.G.J. Olivier, A.M.C. Toet, H.J.M. de Vries, and H.J. van der Woerd, 1994. 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