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MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
–
A DEVELOPMENT PERSPERCTIVE
(Yvan Altchenko & Karen G. Villholth)
Yvan ALTCHENKO
y.altchenko@cgiar.org
26th ERC - Theme GOUV 2/2 Photo by Steve McCurrach / IWMI
226th ERC - Theme GOUV 2/2
Presentation outlines
1. Introduction
2. Mapping sustainable groundwater irrigation potential (GWIP)
(Article published in Hydrology and Earth System Sciences on the 26 February 2015)
3. Mapping the groundwater development potential (GWDP)
(On-going research)
4. Conclusion
326th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
INTRODUCTION
 Need to increase crop production in Africa to meet future food demand:
 Population is projected to reach at 1 634 million by 2030 ( + 500 million)
 Undernourished population increases by 35 million over the last 20 years
 Crops represent 89% of the diet in Sub-Sahara Africa (SSA)
 Human food commodity to increase by 15% in the next 40 years
 Crop production growth in SAA is mainly due to extension of cultivated area and
cropping intensities while crop yield improvement is low
 Irrigation can play significant role in
increasing crop yield but development
of area equipped for irrigation is slow
in Africa (+ 6.2 million hectare over 45
years)
426th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
INTRODUCTION
 1% of cultivated land is equipped for irrigation with
GW in Africa (Siebert et al., 2010)
 Huge groundwater storage in Africa (MacDonald et
al., 2012) but not all available for abstraction, and
unevenly distributed
 Groundwater provides an important buffer to climate
variability and change. It is relatively affordable, safe
and reliable, especially in rural Africa
 Yields of groundwater irrigated areas are typically
much higher than under surface water schemes
0
100
200
300
400
500
600
Asia Africa
Cultivated land
Total area
equipped for
Irrigation
Area equipped for
irrigation irrigated
with groundwater
 Groundwater: the under-utilized water source for irrigation
Where and how much of an area can renewable groundwater potentially
irrigate over Africa? (GWIP)
Where should groundwater irrigation be developed in Africa? (GWDP)
526th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
GWIP - METHODOLOGY
 Based on water balance calculation done annually over a 41 year period (1960 –
2000) at a resolution of 50 km x 50 km
 Some assumptions in computations
 GW is the only water source for irrigation (no conjunctive use with SW)
 GW is usable and accessible (no quality, yield, or socio-economic constraints)
 GW is locally available
𝑮𝑾𝑰𝑷 (m2) =
𝐺𝑊 𝐴𝑣𝑎𝑖𝑙𝑎𝑏𝑙𝑒 (m3 year−1)
𝐼𝑟𝑟𝑖𝑔. 𝑊𝑎𝑡𝑒𝑟 𝐷𝑒𝑚𝑎𝑛𝑑 (𝑚 year−1)
(calculated annually)
𝑰𝒓𝒓𝒊𝒈. 𝑾𝒂𝒕𝒆𝒓 𝑫𝒆𝒎𝒂𝒏𝒅 =
{ 𝑖=1
𝑛
𝑗=1
𝑚
𝐶𝑟𝑜𝑝 𝑊𝑎𝑡𝑒𝑟 𝐷𝑒𝑚𝑎𝑛𝑑−𝐺𝑟𝑒𝑒𝑛 𝑊𝑎𝑡𝑒𝑟 𝑗 × % 𝑜𝑓 𝐴𝑟𝑒𝑎 𝑖 }
𝐼𝑟𝑟𝑖𝑔. 𝐸𝑓𝑓𝑖𝑐𝑖𝑒𝑛𝑐𝑦
=
𝑁𝑒𝑡 𝐼𝑟𝑟𝑔. 𝑊𝑎𝑡𝑒𝑟 𝐷𝑒𝑚𝑎𝑛𝑑
𝐼𝑟𝑟𝑖𝑔. 𝐸𝑓𝑓𝑖𝑐𝑖𝑒𝑛𝑐𝑦
(n= crop)
(Calculated monthly then summed for annual value)
𝑮𝑾 𝑨𝒗𝒂𝒊𝒍𝒂𝒃𝒍𝒆 = 𝐺𝑊 𝑅𝑒𝑐ℎ𝑎𝑟𝑔𝑒 – 𝐻𝑢𝑚𝑎𝑛 𝐺𝑊 𝐷𝑒𝑚𝑎𝑛𝑑 – 𝐸𝑛𝑣𝑖𝑟𝑜𝑛. 𝐺𝑊 𝑅𝑒𝑞
(calculated annually then averaged over 41 years to consider buffer effect of GW)
626th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
GWIP - METHODOLOGY
 Hydrological data from the PCR-GLOBWB model
(Utrecht University, the Netherlands, Wada et al., 2011)
• Reference Evapotranspiration
• Water available for crop from rain
(green water = transpiration soil 1 and 2)
• Recharge
 Other GW uses
• human activities (domestic, livestock, industrial) based on ‘’present’’
human water demand derived from density of population and
livestock, and unit requirement (FAO, geonetwork)
• environment based on according to three different scenarios:
 Scenario 1 : 70 % of the recharge goes to environment
 Scenario 2 : 50 % of the recharge goes to environment
 Scenario 3 : 30 % of the recharge goes to environment
Different geographical data compiled in GIS
Resolution:
0.5 degree
(≈ 50 km x 50 k cell)
 Crop data
• Crop distribution
• Crop water demand
• Irrigation efficiency
monthly calendar for crop
group water demand
Maps: IWMI ©
726th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
GWIP - RESULTS
 Average Net Irrigation Water Demand (1960-2000)
Maps: IWMI ©
826th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
GWIP - RESULTS
 Proportion of cropland irrigable with groundwater
(environmental groundwater requirements as (a) 70 %, (b) 50 % or (c) 30 % of the recharge)
A factor of 20 increase in
overall GWI area possible
(from 2 to ≈ 40 mill ha.)
Environmental requirements represent
70% of recharge 50% of recharge 30% of recharge
Area (106 ha) 44.6 74.9 105.3
% of cropland 20.5% 34.5% 48.5%
Maps: IWMI ©
926th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
GWIP - RESULTS
 Comparison with GW irrigated cropland in 2005 (Siebert et al., 2010)
(a) Actual area irrigated with groundwater in 2005 expressed in ha. per cell adapted from Siebert et al. (2010) and (b) groundwater
irrigation potential for scenario 2 for the year 2000 expressed as the percentage of the area irrigated with groundwater in 2005
Maps: IWMI ©
1026th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
GWDP - METHODOLOGY
 Identification of parameters, which promote or constraint groundwater irrigation
development
 5 distributed parameters
• Distance to surface water
• Distance to market
• Soil suitability for agriculture
• Drilling cost: depth of groundwater
• Distance to electricity
 Building parameter dataset at 0.005 degree resolution (0.5 x 0.5 km cell)
 Ranking the dataset into 5 classes (very poor, poor, moderate, good and very good)
 Combining the 5 distributed parameter dataset through equal weight method
1126th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
GWDP - RESULTS
 Distance to surface water  Distance to market
Maps: IWMI ©
1226th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
GWDP - RESULTS
 Soil suitability for agriculture  Drilling cost
1326th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
GWDP - RESULTS
 Access to electricity
Map: IWMI ©
1426th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
RESULTS
GWDP GWIP (70% to environment)
Maps: IWMI ©
1526th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
CONCLUSION
 A continental-scale distributed map of GWIP has been produced for the first time and
map of GWDP is in progress for the first time
 Can we locate and quantify the groundwater irrigation development potential in
Africa?
 Yes, map shows spatial variability across Africa, and even within countries
 Potential can be particularly significant in some areas (i.e West of Ethiopia, Sofala region in
Mozambique, South-West of Western Africa, stripe between Tanzania/Kenya to Angola, …)
 There is significant potential in Central Africa but it might be largely irrelevant
 The potential is particularly significant and relevant in the semi-arid Sahel and East African
corridor, especially for small-scale and smallholder irrigation, with huge poverty alleviation
potential
 Climate change might affect GW recharge and increase crop water demand
 Actual potential will be greatly influenced by irrigation efficiency and crop choices
1626th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
– A DEVELOPMENT PERSPERCTIVE
Thank You
Merci
PhotobyX.Cai
PhotobyK.Villholth
PhotobyY.ALtchenko
1726th ERC - Theme GOUV 2/2
MAPPING IRRIGATION POTENTIAL FROM
RENEWABLE GROUNDWATER IN AFRICA
REFERENCES
 Altchenko Y. and Villholth K.G (2015) Mapping irrigation potential from renewable groundwater in
Africa – a quantitative hydrological approach. Hydrol. Earth Syst. Sci., 19, 1-13, Doi: 10.5194/hessd-
19-1-2015
 Doll P. and Fiedler K. (2008) Global-scale modeling of groundwater recharge, Hydrol. Earth Syst. Sci.
12, 863–885 pp
 MacDonald A, Bonsor H, Dochartaigh B, Taylor R (2012) Quantitative maps of groundwater resources
in Africa. Environ. Res. Lett. 7, doi:10.1088/1748-9326/7/2/024009
 Pavelic P., Smakhtin V., Favreau G., and Villholth K.G. (2012). Water-balance approach for assessing
potential for smallholder groundwater irrigation in Sub-Saharan Africa. Water SA, 38(3), 399-406.
doi.org/10.4314/wsa.v38i3.18
 Siebert S., Burke J., Faures J.M., Frenken K., Hoogeveen J., Döll P., and Portmann F.T. (2010).
Groundwater use for irrigation - a global inventory. Hydrol. Earth Syst. Sci. Discuss., 7, 3977–4021.
 Wada Y., Van Beek, L, Viviroli D., Dürr H., Weingartner R. and Bierkens M.: Global monthly water
stress: 2. Water demand and severity of water stress, Water Resour. Res., 47, W07517,
doi:10.1029/2010WR009792, 2011.

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Mapping Irrigation Potential from Renewable Groundwater in Africa - A Development Perspective

  • 1. 1 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA – A DEVELOPMENT PERSPERCTIVE (Yvan Altchenko & Karen G. Villholth) Yvan ALTCHENKO y.altchenko@cgiar.org 26th ERC - Theme GOUV 2/2 Photo by Steve McCurrach / IWMI
  • 2. 226th ERC - Theme GOUV 2/2 Presentation outlines 1. Introduction 2. Mapping sustainable groundwater irrigation potential (GWIP) (Article published in Hydrology and Earth System Sciences on the 26 February 2015) 3. Mapping the groundwater development potential (GWDP) (On-going research) 4. Conclusion
  • 3. 326th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA INTRODUCTION  Need to increase crop production in Africa to meet future food demand:  Population is projected to reach at 1 634 million by 2030 ( + 500 million)  Undernourished population increases by 35 million over the last 20 years  Crops represent 89% of the diet in Sub-Sahara Africa (SSA)  Human food commodity to increase by 15% in the next 40 years  Crop production growth in SAA is mainly due to extension of cultivated area and cropping intensities while crop yield improvement is low  Irrigation can play significant role in increasing crop yield but development of area equipped for irrigation is slow in Africa (+ 6.2 million hectare over 45 years)
  • 4. 426th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA INTRODUCTION  1% of cultivated land is equipped for irrigation with GW in Africa (Siebert et al., 2010)  Huge groundwater storage in Africa (MacDonald et al., 2012) but not all available for abstraction, and unevenly distributed  Groundwater provides an important buffer to climate variability and change. It is relatively affordable, safe and reliable, especially in rural Africa  Yields of groundwater irrigated areas are typically much higher than under surface water schemes 0 100 200 300 400 500 600 Asia Africa Cultivated land Total area equipped for Irrigation Area equipped for irrigation irrigated with groundwater  Groundwater: the under-utilized water source for irrigation Where and how much of an area can renewable groundwater potentially irrigate over Africa? (GWIP) Where should groundwater irrigation be developed in Africa? (GWDP)
  • 5. 526th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA GWIP - METHODOLOGY  Based on water balance calculation done annually over a 41 year period (1960 – 2000) at a resolution of 50 km x 50 km  Some assumptions in computations  GW is the only water source for irrigation (no conjunctive use with SW)  GW is usable and accessible (no quality, yield, or socio-economic constraints)  GW is locally available 𝑮𝑾𝑰𝑷 (m2) = 𝐺𝑊 𝐴𝑣𝑎𝑖𝑙𝑎𝑏𝑙𝑒 (m3 year−1) 𝐼𝑟𝑟𝑖𝑔. 𝑊𝑎𝑡𝑒𝑟 𝐷𝑒𝑚𝑎𝑛𝑑 (𝑚 year−1) (calculated annually) 𝑰𝒓𝒓𝒊𝒈. 𝑾𝒂𝒕𝒆𝒓 𝑫𝒆𝒎𝒂𝒏𝒅 = { 𝑖=1 𝑛 𝑗=1 𝑚 𝐶𝑟𝑜𝑝 𝑊𝑎𝑡𝑒𝑟 𝐷𝑒𝑚𝑎𝑛𝑑−𝐺𝑟𝑒𝑒𝑛 𝑊𝑎𝑡𝑒𝑟 𝑗 × % 𝑜𝑓 𝐴𝑟𝑒𝑎 𝑖 } 𝐼𝑟𝑟𝑖𝑔. 𝐸𝑓𝑓𝑖𝑐𝑖𝑒𝑛𝑐𝑦 = 𝑁𝑒𝑡 𝐼𝑟𝑟𝑔. 𝑊𝑎𝑡𝑒𝑟 𝐷𝑒𝑚𝑎𝑛𝑑 𝐼𝑟𝑟𝑖𝑔. 𝐸𝑓𝑓𝑖𝑐𝑖𝑒𝑛𝑐𝑦 (n= crop) (Calculated monthly then summed for annual value) 𝑮𝑾 𝑨𝒗𝒂𝒊𝒍𝒂𝒃𝒍𝒆 = 𝐺𝑊 𝑅𝑒𝑐ℎ𝑎𝑟𝑔𝑒 – 𝐻𝑢𝑚𝑎𝑛 𝐺𝑊 𝐷𝑒𝑚𝑎𝑛𝑑 – 𝐸𝑛𝑣𝑖𝑟𝑜𝑛. 𝐺𝑊 𝑅𝑒𝑞 (calculated annually then averaged over 41 years to consider buffer effect of GW)
  • 6. 626th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA GWIP - METHODOLOGY  Hydrological data from the PCR-GLOBWB model (Utrecht University, the Netherlands, Wada et al., 2011) • Reference Evapotranspiration • Water available for crop from rain (green water = transpiration soil 1 and 2) • Recharge  Other GW uses • human activities (domestic, livestock, industrial) based on ‘’present’’ human water demand derived from density of population and livestock, and unit requirement (FAO, geonetwork) • environment based on according to three different scenarios:  Scenario 1 : 70 % of the recharge goes to environment  Scenario 2 : 50 % of the recharge goes to environment  Scenario 3 : 30 % of the recharge goes to environment Different geographical data compiled in GIS Resolution: 0.5 degree (≈ 50 km x 50 k cell)  Crop data • Crop distribution • Crop water demand • Irrigation efficiency monthly calendar for crop group water demand Maps: IWMI ©
  • 7. 726th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA GWIP - RESULTS  Average Net Irrigation Water Demand (1960-2000) Maps: IWMI ©
  • 8. 826th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA GWIP - RESULTS  Proportion of cropland irrigable with groundwater (environmental groundwater requirements as (a) 70 %, (b) 50 % or (c) 30 % of the recharge) A factor of 20 increase in overall GWI area possible (from 2 to ≈ 40 mill ha.) Environmental requirements represent 70% of recharge 50% of recharge 30% of recharge Area (106 ha) 44.6 74.9 105.3 % of cropland 20.5% 34.5% 48.5% Maps: IWMI ©
  • 9. 926th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA GWIP - RESULTS  Comparison with GW irrigated cropland in 2005 (Siebert et al., 2010) (a) Actual area irrigated with groundwater in 2005 expressed in ha. per cell adapted from Siebert et al. (2010) and (b) groundwater irrigation potential for scenario 2 for the year 2000 expressed as the percentage of the area irrigated with groundwater in 2005 Maps: IWMI ©
  • 10. 1026th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA GWDP - METHODOLOGY  Identification of parameters, which promote or constraint groundwater irrigation development  5 distributed parameters • Distance to surface water • Distance to market • Soil suitability for agriculture • Drilling cost: depth of groundwater • Distance to electricity  Building parameter dataset at 0.005 degree resolution (0.5 x 0.5 km cell)  Ranking the dataset into 5 classes (very poor, poor, moderate, good and very good)  Combining the 5 distributed parameter dataset through equal weight method
  • 11. 1126th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA GWDP - RESULTS  Distance to surface water  Distance to market Maps: IWMI ©
  • 12. 1226th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA GWDP - RESULTS  Soil suitability for agriculture  Drilling cost
  • 13. 1326th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA GWDP - RESULTS  Access to electricity Map: IWMI ©
  • 14. 1426th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA RESULTS GWDP GWIP (70% to environment) Maps: IWMI ©
  • 15. 1526th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA CONCLUSION  A continental-scale distributed map of GWIP has been produced for the first time and map of GWDP is in progress for the first time  Can we locate and quantify the groundwater irrigation development potential in Africa?  Yes, map shows spatial variability across Africa, and even within countries  Potential can be particularly significant in some areas (i.e West of Ethiopia, Sofala region in Mozambique, South-West of Western Africa, stripe between Tanzania/Kenya to Angola, …)  There is significant potential in Central Africa but it might be largely irrelevant  The potential is particularly significant and relevant in the semi-arid Sahel and East African corridor, especially for small-scale and smallholder irrigation, with huge poverty alleviation potential  Climate change might affect GW recharge and increase crop water demand  Actual potential will be greatly influenced by irrigation efficiency and crop choices
  • 16. 1626th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA – A DEVELOPMENT PERSPERCTIVE Thank You Merci PhotobyX.Cai PhotobyK.Villholth PhotobyY.ALtchenko
  • 17. 1726th ERC - Theme GOUV 2/2 MAPPING IRRIGATION POTENTIAL FROM RENEWABLE GROUNDWATER IN AFRICA REFERENCES  Altchenko Y. and Villholth K.G (2015) Mapping irrigation potential from renewable groundwater in Africa – a quantitative hydrological approach. Hydrol. Earth Syst. Sci., 19, 1-13, Doi: 10.5194/hessd- 19-1-2015  Doll P. and Fiedler K. (2008) Global-scale modeling of groundwater recharge, Hydrol. Earth Syst. Sci. 12, 863–885 pp  MacDonald A, Bonsor H, Dochartaigh B, Taylor R (2012) Quantitative maps of groundwater resources in Africa. Environ. Res. Lett. 7, doi:10.1088/1748-9326/7/2/024009  Pavelic P., Smakhtin V., Favreau G., and Villholth K.G. (2012). Water-balance approach for assessing potential for smallholder groundwater irrigation in Sub-Saharan Africa. Water SA, 38(3), 399-406. doi.org/10.4314/wsa.v38i3.18  Siebert S., Burke J., Faures J.M., Frenken K., Hoogeveen J., Döll P., and Portmann F.T. (2010). Groundwater use for irrigation - a global inventory. Hydrol. Earth Syst. Sci. Discuss., 7, 3977–4021.  Wada Y., Van Beek, L, Viviroli D., Dürr H., Weingartner R. and Bierkens M.: Global monthly water stress: 2. Water demand and severity of water stress, Water Resour. Res., 47, W07517, doi:10.1029/2010WR009792, 2011.

Notes de l'éditeur

  1. SURFACE WATER Data from the WWF hydroSHEDS for rivers and SRTM River-Surface Water Bodies for the water bodies Country wise assessment Disaggregation of river into perennial and intermittent rivers Deleting identified soda/salt water bodies Euclidean distance Parameter weight (perennial 40%, intermittent 20%, water bodies 40%) MARKET Data from SEDAC Country wise assessment Disaggregation of towns (urban extent and settlement point) into < 50 000 and > 50 000 inhabitants (year 2000) Settlement points at 1 km and 5 km, respectively Euclidean distance Parameter weight (town < 50000 inhabitants 30%, town > 50000 inhabitants 40%, Road 30 %)
  2. SOIL SUITABILITY Data from GAEZ V.3 based on the suitability Assessment method (sys et al, 1991), using the Harmonized World Soil Database and the STRM 90 (slope) Parameters: nutriment retention capacity / rooting depth / drainage / salinity-sodicity / calcium carbonate –gypsum / texture / slope The suitability index given terrain suitability in the condition of rainfed and high inputs Continental study Initial resolution: 0.01 degree (1 x 1 km cell) DRILLING COST Data from the NERC – GWGW / BGS Continental study Initial resolution: 0.05 degree (5 x 5 km cell)
  3. Data from Earth at night (NASA) Country wise assessement Initial resolution: 0.01 degree (1 x 1 km cell) Euclidean distance