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Global hydrological modelling to support
worldwide water assessment tools
Contents
• Global hydrological modelling
• Global water resources and water scarcity
• Water assessment tools
• Missing dimensions
Marc F.P. Bierkens
Utrecht University and Deltares
Global hydrological modelling
Model line Time ® 69 ……. 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
WaterGAP Legend WaterGAP WaterGAP 2 WG3
WBM MHM or GHWM WBM WBMPlus
Mac-PDM LSM Mac-PDM … … Mac-PDM.09
WASMOD-M WASMOD-M
H08 DVM H08
``
PCR-GLOBWB LESM PCR-GLOBWB 2.0
Lisflood Lisflood Europe Lisflood Africa Global LF
VIC VIC … …. VIC 4.1 ….
MATSIRO Land model CCSR/NIES MATSIRO (also land model MIROC)
Bucket model Bucket model (Manabe, 1969)
LaD/LM3 LaD LSM3
OSU-LSM/Noah-LSM OSU-LSM Noah-LSM
Noah-MP Noah-MP
BATS BATS BATS2
SiB SiB SiB2 SiB3
ECMWF-LSM/TESSEL ECMWF-LSM TESSEL HTESSEL
EC-EARTH LM EC-EARTH LM
MOSES/JULES UKMO MOSES JULES
CLM CLM … … CLM4 …
ORCHIDEE LMD-LSM SECHIBA ORCHIDEE
LPJ LPJ
LPJml LPJml
LPJ-GUESS LPJ-GUESS
Model line Time® 69 ……. 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Global water models 2015
Global water models 2023
Model line Time ® 69 ……. 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22
WaterGAP 3 WaterGAP 3 *
Legend
WaterGAP WaterGAP WaterGAP 2 WaterGAP 2 2d *
MHM or GHWM*
G3M G3Mv1.0
GGM
WBM WBM WBMPlus (WBM_TrANS) *
LSM
Mac-PDM Mac-PDM … … Mac-PDM.09 Mac-PDM.20
DVM
WASMOD-M WASMOD-M
LESM
H08 H08 H08 (enhanced) *
``
PCR-GLOBWB PCR-GLOBWB PCR-GLOBWB 2 *
GLOBGM GLOBGM v1.0*
MPI-HM MPI-HM HydroPy v1.0
Lisflood Lisflood Europe Lisflood Africa Global Lisflood *
mHM mHM (Germany and Europe) Global mHM v5.10
W3 W3
CWatM CWatMv1.04 *
WAYS WAYS v1
World-WideHYPE WWH 1.3
LEAF-Hydro LEAF
VIC VIC … …. VIC 4.1 ….
MATSIRO Land model CCSR/NIES MATSIRO (also land model MIROC) *
MATSIRO-INTEG-LAND MIROC-INTEG-LAND *
Bucket model Bucket model (Manabe, 1969)
LaD/LM3 LaD LM3 LM4
OSU-LSM/Noah-LSM OSU-LSM Noah LSM
Noah-MP Noah-MP … Noah-MP v5.0
BATS BATS BATS2
SiB SiB SiB2 SiB3 SiB4
DBH DBH
ECMWF-LSM/TESSEL ECMWF-LSM TESSEL HTESSEL
EC-EARTH LM EC-EARTH LM
MOSES/JULES UKMO MOSES JULES … JULESvn7.1
CLM CLM … … CLM4 … CLM5
ORCHIDEE LMD-LSM SECHIBA ORCHIDEE … versions ofORCHIDEEwith different functionality
LPJ LPJ
LPJml LPJml … LPJml v5.1
LPJ-GUESS LPJ-GUESS … LPJ-GUESS v4.0
Model line Time® 69 ……. 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22
LEAF-Hydro LEAF-Hydro - Global Groundwater Model
Global hydrological models 2015
Global hydrological models 2023
93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22
WaterGAP 3 *
WaterGAP WaterGAP 2 WaterGAP 2 2d *
G3M v1.0
WBM WBMPlus (WBM_TrANS) *
Mac-PDM … … Mac-PDM.09 Mac-PDM.20
WASMOD-M
H08 H08 (enhanced) *
``
PCR-GLOBWB PCR-GLOBWB 2 *
PCR-GLOBWB-MODFLOW GLOBGMv1.0*
MPI-HM HydroPy v1.0
Lisflood Europe Lisflood Africa Global Lisflood *
mHM (Germany and Europe) Global mHMv5.10
W3
CWatMv1.04 *
WAYS v1
WWH 1.3
LEAF
VIC … …. VIC 4.1 ….
Land model CCSR/NIES MATSIRO (also land model MIROC) *
MIROC-INTEG-LAND *
LEAF-Hydro LEAF-Hydro - Global Groundwater Model
New: Global groundwater models
Fan et al. (2013)
Reinecke et al. (2019)
De Graaf et et al (2017)
Verkaik et al. (2023)
New: Global groundwater models
Usefulness
Limitations
Paths to improvement
How good are global water models?
Beck et al. (2017)
Gnann et al (2023)
Global runoff estimates: 35k – 55k km3
Water Scarcity
A new and improved infographic of the hydrological cycle
Soil saturation 30-150 cm
Soil saturation 0-5 cm
River discharge (m3/s)
Fractional snow cover
Human impacts on the water cycle
Reservoirs Irrigation
Livestock water use
Industrial water use
Domestic water use
Global water withdrawal (Year 2010)
Wada et al., JAMES (2016)
Irrigation: 2800 km3
Livestock: 20 km3
Industrial: 950 km3
Domestic: 450 km3
Total withdrawal: 4220 km3
Total consumptive use: 1900
km3
Return flows: 2320 km3
Increase in water withdrawal 1900-2010
Bron: Wada et al., HESS, 2011
More than doubled since the 1960s!
Wada et al., JAMES (2016)
Water scarcity index: Water demand/water availability
Incompatibility of demand and availability Leads to water scarcity
WSI=
Withdrawal
Discharge
WSI=
Demand
Discharge
WSI=
Demand
Discharge−EFR
WSI=
Demand − 𝑁𝑅𝐺𝑊
Discharge
WSI=
Demand
Discharge + 𝑁𝑅𝐺𝑊
Types of water scarcity
Chronic water scarcity: mostly in arid and semi-arid regions where
people live (e.g. Middle east and North Africa)
Seasonal water scarcity: in areas with seasonal rainfall and cropping
over the dry season (e.g. India, California)
Occasional (inflammatory) water scarcity: in all populated regions under
drought (e.g. Netherlands)
Global water assessment tools
Global water assessment tools
WRI Aqueduct
• Water Risk Atlas
• Country rankings
• Floods
• Food
WWF Water risk filter
NGS World Water Map
Global Water Watch
Global modelling for Water Risk Atlas and World Water Map
FAO, WorldBank,
USGS, Döll group:
Land cover, pop., GDP,
energy demand etc
(1960-2019)
CMIP6 GCMs
Integrated Assessment models
(e.g. IMAGE)
SSPs and RCPs
CRU, GPCP
Emissions
Land cover
SSP 1, 3, 5 Land cover, pop.,
GDP, energy demand etc
(2015-2100)
ERA5 reanalysis
SSP 1, 3, 5
Sectoral Water demand
(2015-2100)
PCR-GLOBWB
PCR-GLOBWB
Global
MODFLOW
Hydrology and water
use 1979-2019
Sectoral Water demand
(1979-2019)
Hydrology and water
use 2020-2100
WRI Aqueduct
Water Risk Atlas
NGS
World Water Map
CMIP6 and Meteo ISI-MIP Utrecht University
W5F5 1979-2019
5 CMIP6 GCMs
Bias correction
1979-2014
RCP 2.6, 7.0, 8.5
5 GCM runs per RCP
Bias correction
1979-2019
Water Risk Atlas
Water Risk Atlas
Public: application
• International companies: good governance,
supply chains, risk accounting
• Investors: risk profiles
• NGOs: hazard assessments
𝑊𝐺 = ෍
𝑖
(𝐷𝑖 − 𝑄𝑖)+
World Water Map
World Water Map
Hotspots: deep dives and story telling
Public: application
• General public: public outreach, teaching ->
water literacy
• (Data) journalists: underlying data sets
• Policy makers: country profiles, trends
Missing dimensions
Groundwater Water quality Externalities
Sources of crop water use
Wada et al. (WRR. 2011)
~50% of irrigation water is groundwater;
> 20% of global groundwater consumption for irrigation from non-renewable groundwater use
Groundwater
Global groundwater depletion estimates
Wada et al (2010)
Döll et al (2014)
Rodell et al (2018)
De Graaf et et al (2019)
Water scarcity is aggravated by the wrong water quality
Van Vliet et al. Nature Geosci 10, 800–802 (2017); Van Vliet et al. Environ. Res. Lett. 16 024020 (2021)
Global water quality modelling
PhD Edward Jones
Projected change in BOD
• Five GCMs
• Three SSP-RCP combinations
Global WQ model DYNQUAL
Water quality: coastal groundwater resources under pressure
Sea-level rise impact on coastal groundwater salinization
Zamrsky et al. (in press)
Percentage change in coastal fresh groundwater volume due to sea-level rise under RCP8.5
Water quality: offshore groundwater reserves
Offshore fresh groundwater resources in unconsolidated sediments
Zamrsky et al. (ERL, 2021)
Externalities: unaccounted impacts
Economic depletion
Perrone and Jasechko 2017
Trade flows and food prices
Dalin et al. (2017)
Land subsidence
Floods and
infrastructure damage
Impacts on ecosystems
De Graaf et al. (2019)
Thank you!
www.globalhydrology.nl
: m.f.p.bierkens@uu.nl
: @waterbier
GEOWAT

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DSD-INT 2023 Global hydrological modelling to support worldwide water assessment tools - Bierkens

  • 1. Global hydrological modelling to support worldwide water assessment tools Contents • Global hydrological modelling • Global water resources and water scarcity • Water assessment tools • Missing dimensions Marc F.P. Bierkens Utrecht University and Deltares
  • 3. Model line Time ® 69 ……. 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 WaterGAP Legend WaterGAP WaterGAP 2 WG3 WBM MHM or GHWM WBM WBMPlus Mac-PDM LSM Mac-PDM … … Mac-PDM.09 WASMOD-M WASMOD-M H08 DVM H08 `` PCR-GLOBWB LESM PCR-GLOBWB 2.0 Lisflood Lisflood Europe Lisflood Africa Global LF VIC VIC … …. VIC 4.1 …. MATSIRO Land model CCSR/NIES MATSIRO (also land model MIROC) Bucket model Bucket model (Manabe, 1969) LaD/LM3 LaD LSM3 OSU-LSM/Noah-LSM OSU-LSM Noah-LSM Noah-MP Noah-MP BATS BATS BATS2 SiB SiB SiB2 SiB3 ECMWF-LSM/TESSEL ECMWF-LSM TESSEL HTESSEL EC-EARTH LM EC-EARTH LM MOSES/JULES UKMO MOSES JULES CLM CLM … … CLM4 … ORCHIDEE LMD-LSM SECHIBA ORCHIDEE LPJ LPJ LPJml LPJml LPJ-GUESS LPJ-GUESS Model line Time® 69 ……. 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 Global water models 2015
  • 4. Global water models 2023 Model line Time ® 69 ……. 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 WaterGAP 3 WaterGAP 3 * Legend WaterGAP WaterGAP WaterGAP 2 WaterGAP 2 2d * MHM or GHWM* G3M G3Mv1.0 GGM WBM WBM WBMPlus (WBM_TrANS) * LSM Mac-PDM Mac-PDM … … Mac-PDM.09 Mac-PDM.20 DVM WASMOD-M WASMOD-M LESM H08 H08 H08 (enhanced) * `` PCR-GLOBWB PCR-GLOBWB PCR-GLOBWB 2 * GLOBGM GLOBGM v1.0* MPI-HM MPI-HM HydroPy v1.0 Lisflood Lisflood Europe Lisflood Africa Global Lisflood * mHM mHM (Germany and Europe) Global mHM v5.10 W3 W3 CWatM CWatMv1.04 * WAYS WAYS v1 World-WideHYPE WWH 1.3 LEAF-Hydro LEAF VIC VIC … …. VIC 4.1 …. MATSIRO Land model CCSR/NIES MATSIRO (also land model MIROC) * MATSIRO-INTEG-LAND MIROC-INTEG-LAND * Bucket model Bucket model (Manabe, 1969) LaD/LM3 LaD LM3 LM4 OSU-LSM/Noah-LSM OSU-LSM Noah LSM Noah-MP Noah-MP … Noah-MP v5.0 BATS BATS BATS2 SiB SiB SiB2 SiB3 SiB4 DBH DBH ECMWF-LSM/TESSEL ECMWF-LSM TESSEL HTESSEL EC-EARTH LM EC-EARTH LM MOSES/JULES UKMO MOSES JULES … JULESvn7.1 CLM CLM … … CLM4 … CLM5 ORCHIDEE LMD-LSM SECHIBA ORCHIDEE … versions ofORCHIDEEwith different functionality LPJ LPJ LPJml LPJml … LPJml v5.1 LPJ-GUESS LPJ-GUESS … LPJ-GUESS v4.0 Model line Time® 69 ……. 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 LEAF-Hydro LEAF-Hydro - Global Groundwater Model
  • 5. Global hydrological models 2015 Global hydrological models 2023 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22 WaterGAP 3 * WaterGAP WaterGAP 2 WaterGAP 2 2d * G3M v1.0 WBM WBMPlus (WBM_TrANS) * Mac-PDM … … Mac-PDM.09 Mac-PDM.20 WASMOD-M H08 H08 (enhanced) * `` PCR-GLOBWB PCR-GLOBWB 2 * PCR-GLOBWB-MODFLOW GLOBGMv1.0* MPI-HM HydroPy v1.0 Lisflood Europe Lisflood Africa Global Lisflood * mHM (Germany and Europe) Global mHMv5.10 W3 CWatMv1.04 * WAYS v1 WWH 1.3 LEAF VIC … …. VIC 4.1 …. Land model CCSR/NIES MATSIRO (also land model MIROC) * MIROC-INTEG-LAND * LEAF-Hydro LEAF-Hydro - Global Groundwater Model
  • 6. New: Global groundwater models Fan et al. (2013) Reinecke et al. (2019) De Graaf et et al (2017) Verkaik et al. (2023)
  • 7. New: Global groundwater models Usefulness Limitations Paths to improvement
  • 8. How good are global water models? Beck et al. (2017) Gnann et al (2023) Global runoff estimates: 35k – 55k km3
  • 10. A new and improved infographic of the hydrological cycle Soil saturation 30-150 cm Soil saturation 0-5 cm River discharge (m3/s) Fractional snow cover
  • 11. Human impacts on the water cycle Reservoirs Irrigation Livestock water use Industrial water use Domestic water use
  • 12. Global water withdrawal (Year 2010) Wada et al., JAMES (2016) Irrigation: 2800 km3 Livestock: 20 km3 Industrial: 950 km3 Domestic: 450 km3 Total withdrawal: 4220 km3 Total consumptive use: 1900 km3 Return flows: 2320 km3
  • 13. Increase in water withdrawal 1900-2010 Bron: Wada et al., HESS, 2011 More than doubled since the 1960s! Wada et al., JAMES (2016)
  • 14. Water scarcity index: Water demand/water availability Incompatibility of demand and availability Leads to water scarcity WSI= Withdrawal Discharge WSI= Demand Discharge WSI= Demand Discharge−EFR WSI= Demand − 𝑁𝑅𝐺𝑊 Discharge WSI= Demand Discharge + 𝑁𝑅𝐺𝑊
  • 15. Types of water scarcity Chronic water scarcity: mostly in arid and semi-arid regions where people live (e.g. Middle east and North Africa) Seasonal water scarcity: in areas with seasonal rainfall and cropping over the dry season (e.g. India, California) Occasional (inflammatory) water scarcity: in all populated regions under drought (e.g. Netherlands)
  • 17. Global water assessment tools WRI Aqueduct • Water Risk Atlas • Country rankings • Floods • Food WWF Water risk filter NGS World Water Map Global Water Watch
  • 18. Global modelling for Water Risk Atlas and World Water Map FAO, WorldBank, USGS, Döll group: Land cover, pop., GDP, energy demand etc (1960-2019) CMIP6 GCMs Integrated Assessment models (e.g. IMAGE) SSPs and RCPs CRU, GPCP Emissions Land cover SSP 1, 3, 5 Land cover, pop., GDP, energy demand etc (2015-2100) ERA5 reanalysis SSP 1, 3, 5 Sectoral Water demand (2015-2100) PCR-GLOBWB PCR-GLOBWB Global MODFLOW Hydrology and water use 1979-2019 Sectoral Water demand (1979-2019) Hydrology and water use 2020-2100 WRI Aqueduct Water Risk Atlas NGS World Water Map CMIP6 and Meteo ISI-MIP Utrecht University W5F5 1979-2019 5 CMIP6 GCMs Bias correction 1979-2014 RCP 2.6, 7.0, 8.5 5 GCM runs per RCP Bias correction 1979-2019
  • 20. Water Risk Atlas Public: application • International companies: good governance, supply chains, risk accounting • Investors: risk profiles • NGOs: hazard assessments
  • 21. 𝑊𝐺 = ෍ 𝑖 (𝐷𝑖 − 𝑄𝑖)+ World Water Map
  • 22. World Water Map Hotspots: deep dives and story telling Public: application • General public: public outreach, teaching -> water literacy • (Data) journalists: underlying data sets • Policy makers: country profiles, trends
  • 23. Missing dimensions Groundwater Water quality Externalities
  • 24. Sources of crop water use Wada et al. (WRR. 2011) ~50% of irrigation water is groundwater; > 20% of global groundwater consumption for irrigation from non-renewable groundwater use Groundwater
  • 25. Global groundwater depletion estimates Wada et al (2010) Döll et al (2014) Rodell et al (2018) De Graaf et et al (2019)
  • 26. Water scarcity is aggravated by the wrong water quality Van Vliet et al. Nature Geosci 10, 800–802 (2017); Van Vliet et al. Environ. Res. Lett. 16 024020 (2021)
  • 27. Global water quality modelling PhD Edward Jones Projected change in BOD • Five GCMs • Three SSP-RCP combinations Global WQ model DYNQUAL
  • 28. Water quality: coastal groundwater resources under pressure Sea-level rise impact on coastal groundwater salinization Zamrsky et al. (in press) Percentage change in coastal fresh groundwater volume due to sea-level rise under RCP8.5
  • 29. Water quality: offshore groundwater reserves Offshore fresh groundwater resources in unconsolidated sediments Zamrsky et al. (ERL, 2021)
  • 30. Externalities: unaccounted impacts Economic depletion Perrone and Jasechko 2017 Trade flows and food prices Dalin et al. (2017) Land subsidence Floods and infrastructure damage Impacts on ecosystems De Graaf et al. (2019)