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Water-controlled wealth of nations:
Using Water Footprints to Estimate Nations
Carrying Capacities and Demographic
Sustainability
Samir Suweis, Andrea Rinaldo,
Amos Maritan and Paolo D'Odorico
Welcome to Amos Maritan Lab
Page 1 of 2http://www.pd.infn.it/~maritan/
!!!!!!!!!!!!!!!!!!!!!
Our!research!spans!from!statistical!mechanics
to!organization!of!ecosystems...
29#01#2013
Claudio!wrote!his!thesis.!Good!luck!with!it!
In!the!spirit!of!the!motto!"interdisciplinarity!is!dialog"!the!aim!of!the!Lab!is!to
face!biological!and!ecological!problems!in!collaboration!with!experts!of!the!field.
Not!mixing!our!expertises,!but!summing!them!up.!
!!!!!!!!!!!!!!!
ABOUT!US NEWS
Home Research People Publications Teaching Collaborators Opportunities Contacts
PNAS, Vol. 110 no. 11 4230-4233 (2013)
South
Sudan
Libya
2012
Proportion of total population undernourished, 2010-12 The map shows the prevalence of undernourishment in the total population as of 2010 – 2012. The indicator is an
estimate of the percentage of the population having access to an amount of energy from food insufficient to maintain a
healthy life. Further information is available at www.fao.org/publications/sofi/en/
Source: FAO, IFAD and WFP. 2012. The State of Food Insecurity in the World 2012: Economic growth is necessary but
not sufficient to accelerate reduction of hunger and malnutrition. Rome.
© 2012 World Food Programme
The designations employed and the presentation of material in the maps do not imply the expression of any opinion whatsoever on the part of WFP concerning the legal
or constitutional status of any country, territory or sea area, or concerning the delimitation of frontiers.
* The Line of Control in Jammu and Kashmir agreed on by India and Pakistan is represented approximately by a dotted line. The final status of Jammu and Kashmir has
not yet been agreed on by the parties.
** A dispute exists between the governments of Argentina and the United Kingdom of Great Britain and Northern Ireland concerning sovereignty over the Falkland
Islands (Malvinas).
*** Final boundary between the Republic of Sudan and the Republic of South Sudan has not yet been determined.
It costs on average
just US 25 cents a day to
feed a hungry child and
change her life forever.
While food is the
most basic of human
needs required for survival,
on average, 1 in 8 people
go to bed hungry
each night.
Hunger kills,
maims, reduces IQ,
lowers wages, reduces
school attendance and
undermines economic
growth.
(U.K.)
***
No data
Very low
undernourishment
<5%
Moderately low
undernourishment
5-14%
Moderately high
undernourishment
15-24%
High
undernourishment
25-34%
Very high
undernourishment
35%
and over
Missing or
insufficient
comparative data
***
State of Palestine
Food Security: physical, social
and economic access to
sufficient, safe and nutritious
food to meet dietary needs for
a productive and healthy life	

(World Food Summit of 1996).
FOOD SECURITY
Figure	
  .	
  Annual	
  water	
  use	
  per	
  capita	
  (data	
  from	
  
Falkenmark	
  et	
  al.,	
  2004).	
  
"Over	
  the	
  coming	
  decades,	
  feeding	
  a	
  growing	
  global	
  population	
  and	
  ensuring	
  food	
  and	
  
nutrition	
  security	
  for	
  all	
  will	
  depend	
  on	
  increasing	
  food	
  production.	
  This,	
  in	
  turn,	
  means	
  
ensuring	
   the	
   sustainable	
   use	
   of	
   our	
   most	
   critical	
   <inite	
   source	
   -­‐	
   water”	
  	
  	
  	
  
Ban	
  Ki-­moon,	
  World	
  Water	
  Day,	
  15	
  march	
  2012	
  
The Water footprints or Virtual Water concept
• 	
  WF	
  determined	
  using	
  bottom-­‐up	
  hydrological	
  modeling	
  at	
  5	
  by	
  5	
  arc	
  spatial	
  resolution.	
  
• Average	
  values	
  are	
  calculated	
  over	
  10	
  years	
  periods.	
  
• Calibration:	
  AQUASTAT	
  and	
  UN	
  statistical	
  division	
  database	
  (FAO,	
  2010b,	
  UNSD,	
  2010°).	
  	
  
The Local Carrying Capacities of Nations
MekonnenMM,	
  Hoekstra	
  AY	
  (2011)	
  
Schema8c	
  diagram	
  of	
  water	
  
withdrawals	
  in	
  the	
  H08	
  model	
  
[Hanasaki	
  et	
  al.,	
  2008]	
  
TFM	
  =trade	
  food	
  matrix	
  
TFMy	
   (i,j)	
   =	
   volume	
   of	
  
commodity	
   y	
   traded	
  
from	
  i	
  and	
  nation	
  j.	
  
The Virtual Carrying Capacities of Nations
€
aij
y
= Θ[TFMy (i, j)]
€
wij
y
= TFMy (i, j)⋅ VWy (i)
Suweis	
  et	
  al.,	
  GRL	
  2011	
  
€
VWE (i) = wij
y
j=1
N
∑
y
∑
KV
i
= Kloc
i
+
VWI (i) −VWE (i)
Wc
i
Water Wealth of Nations
€
dxi
dt
= αi xi 1−
xi
Ki
⎛
⎝
⎜
⎞
⎠
⎟
€
K →Kloc or KV
γi =
1
xi(t)
[xi(t + Δt) − xi(t)]
Δt
→αi
€
xi(t) =
Ki x0,ieαi t
Ki + x0,ieαi t
− x0,i
Countries Demographic Dynamics
x << Kloc; Kloc > x > KV ; x ≈ Kloc; x > KV
4.1 107
Argentina
9.6 107
Brazil
3.1108
USA
7.8 107
Germany
1990 2010 2030 2050 2070
6 107
Italy
1.110
8
Mexico
5.6107
UK
year [t]
x(t)
x(t)
x(t)
x(t)
x(t)
x(t)
x(t)
1970
1990 2010 2030 2050 2070
year [t]
1970
1990 2010 2030 2050 2070
year [t]
1970
1990 2010 2030 2050 2070
year [t]
1970
1990 2010 2030 2050 2070
year [t]
1970
1990 2010 2030 2050 2070
year [t]
1970
1990 2010 2030 2050 2070
year [t]
1970
€
K = KV
€
K = Kloc
Water Global Unbalance
€
Data
Water	
  Rich	
  
Virtual	
  Water	
  Dependent	
  
20 40 60 80 100
4.1 107
Argentina
20 40 60 80 100
2.2107
Australia
20 40 60 80 100
105
Belize
20 40 60 80 100
9.6 107
2. 108
Brazil
20 40 60 80 100
3.4 107
Canada
20 40 60 80 100
1.8 106
5. 106
CostaRica
20 40 60 80 100
6.0 106
1.4 107
Ecuador
20 40 60 80 100
8.7 106
2.4 107
Ghana
20 40 60 80 100
5.4106
1.4107
Guatemala
20 40 60 80 100
6. 105
2. 106
GuineaBissau
20 40 60 80 100
5.2 106
2.2 107
IvoryCoast
20 40 60 80 100
1.1 107
Cuba
20 40 60 80 100
1.2 108
2.3108
Indonesia
20 40 60 80 100
1.1 107
2.8 107
Malaysia
20 40 60 80 100
2.6 107
5.0 107
Myanmar
20 40 60 80 100
4. 106
NewZealand
20 40 60 80 100
2.4106
6. 106
Nicaragua
20 40 60 80 100
5.6 107
1.6 108
Nigeria
20 40 60 80 100
2.5 106
6. 106
Paraguay
20 40 60 80 100
3.7 107
6.8 107
Thailand
20 40 60 80 100
9.4 106
3.4 107
Uganda
20 40 60 80 100
3. 106
Uruguay
20 40 60 80 100
3.1108
USA
20 40 60 80 100
4.3 107
8.9 107
Vietnam
€
K = KV
K = Kloc
Data
Popula8on	
  
Years	
  aIer	
  1970	
  
20 40 60 80 100
7.5106
Austria
20 40 60 80 100
2.2 105
8. 105
Bahrain
20 40 60 80 100
9.6106
Belgium
20 40 60 80 100
1.7 107
Chile
20 40 60 80 100
5.3 106
Finland
20 40 60 80 100
1.8106
Gambia
20 40 60 80 100
7.8 107
Germany
20 40 60 80 100
5.3 107
Italy
20 40 60 80 100
6.5 106
Libya
20 40 60 80 100
1.1108
Mexico
20 40 60 80 100
3.9106
Norway
20 40 60 80 100
6.9 106
PapuaNewGuine
20 40 60 80 100
2.9 107
Peru
20 40 60 80 100
1.5 106
Qatar
20 40 60 80 100
1.3107
Senegal
20 40 60 80 100
5.8106
SierraLeone
20 40 60 80 100
5.3 106
Slovakia
20 40 60 80 100
4.5107
Spain
20 40 60 80 100
1.2106
Swaziland
20 40 60 80 100
8.1106
Sweden
20 40 60 80 100
9.7 105
Trinidad Tobago
20 40 60 80 100
5.6107
UK
20 40 60 80 100
4.7 106
UnitedArabEmirates
20 40 60 80 100
2.4 107
Yemen
20 40 60 80 20 40 60 80 100 20 40 60 80 100 20 40 60 80 100
20 40 60 80 100 20 40 60 80 100 20 40 60 80 100 20 40 60 80 100
100
8. 10
5
Cyprus
5.2 10
6 Eritrea
6.4 10
7
France
7.5 10
7
Iran
1.6 10
7
Netherlands
2.9 10
6
Oman
1.1 10
7
Portugal
7. 6 10
6
Switzerland
€
K = KV
€
K = Kloc
€
Data
Popula8on	
  
Years	
  aIer	
  1970	
  
Modelling Sustenability of VW Dependent
Countries Population
dxi
dt
= ↵ixi
✓
1
xi
Ki
loc
◆
for i=Rich Water
dxj
dt
= ↵jxj
0
@1
xi
Kj
loc +
PRich
i
aji
di
(Ki
loc xi)V Wi
V Wj
1
A for i=VW dependent
⇢ System	
  of	
  coupled	
  differential	
  equations	
  
j	
  
Diets!	
  
Water	
  Rich	
  
Virtual	
  Water	
  Dependent	
  
€
aijGraph	
  Topology	
  
Results & Effect of Network Topology
Posi8ve	
  feedback	
  between	
  demographic	
  
growth	
  and	
  technological	
  innova8ons	
  	
  
Sta8c	
  
4.5 10
8
5.0 10
8
5.5 10
8
6.0 10
8
2020 2040 2060 2080 21002000
Times [years]
Xvwd
β = 0.08
β = 0.04
β = 0
4.5 108
5.0 108
5.5 108
6.0 108
6.5 108
7.0 108
2020 2040 2060 2080 21002000
Xvwd
Years
Random	
  graph	
  	
  
Small	
  world	
  network	
  
Scale-­‐free	
  network	
  	
  
Topological	
  properties	
  similar	
  to	
  those	
  
observed	
  in	
  the	
  real	
  global	
  VW	
  trade	
  
network	
  
Kloc(t)=Kloc(1+ε(t))	
  and	
  decreasing	
  Wc(t)	
  	
  
Rockström,	
  J.,	
  et	
  al.	
  GRL	
  39.15	
  (2012).	
  
β =	
  cooperative	
  strength	
  
No effect of trade
Net Importers
Net Exporters
Food Scarce
Using Food Trade Data - Temporal Networks
Temporal Food Trade Patterns and Stability, in preparation
Group A Group B Group C Group D
1995 2000 2005 2010
0
10000
20000
30000
40000
50000
Years @yD
RTHyL-CHyL@calD
1995 2000 2005 2010
0.6
0.8
1.0
1.2
1.4
Years @yD
CV@KTDêCV@KLD
Out[479]=
Group A Group B Group C Group D
5 10 15 20 25
2400
2600
2800
3000
Years @tD
GroupDiet@calD
Balance	
  
Fluctua8on	
  of	
  the	
  avaliable	
  resources	
  
Diet	
  
Does globalization
Increases stability?
-0.2 -0.1 0.0 0.1
0
5
10
15
20
25
Re@lD
PDF
y=1991 y=1997 y=2003 y=2009
x mode
1995 2000 2005
Year
0.009
0.010
0.011
0.012
0.013
0.014
»x Mode» A
B
1995 2000 2005
4
6
8
10
12
14
16
Year
Re@lD>0 Stability of the
Food trade Network
If	
  Re(λi	
  >	
  0)	
  	
  	
  	
  	
  	
  	
  	
  	
  xi(t)	
  is	
  very	
  sensitive	
  
to	
  external	
  perturbations	
  
Effect	
  of	
  the	
  network	
  
• Side-­‐effects	
  of	
  the	
  globalization	
  of	
  resources	
  
• Unbalance	
   between	
   the	
   rate	
   of	
   growth	
   in	
   water	
   rich	
   countries	
   and	
   the	
  
water	
  resources	
  exported	
  to	
  virtual	
  water	
  dependent	
  countries	
  
• Decreasing	
  stability	
  in	
  time	
  of	
  the	
  food-­‐demographic	
  coupled	
  system	
  	
  
Conclusions & Perspectives
1990 1995 2000 2005 2010
Years @tD
2 ¥ 107
4 ¥ 107
6 ¥ 107
8 ¥ 107
Pop@tD
Egypt
1990 1995 2000 2005 2010
Years @tD
5.0¥ 106
1.0¥ 107
1.5¥ 107
2.0¥ 107
Pop@tD
Australia
Conclusions & Perspectives
• Is	
  there	
  any	
  optimal	
  network	
  topology	
  in	
  terms	
  of	
  water	
  saving?	
  
• How	
  to	
  quantify	
  waste	
  or	
  detrimental	
  links	
  in	
  the	
  virtual	
  water	
  
trade	
  networks?	
  
• Robustness	
  to	
  perturbations	
  and	
  fragility	
  of	
  the	
  network	
  
• Estimate	
  the	
  uncertainity	
  of	
  VW	
  footprint	
  calculations	
  
• Create	
  public	
  and	
  shared	
  databases	
  so	
  to	
  work	
  with	
  the	
  same	
  data	
  
• Data	
  on	
  Food	
  Stock,	
  Food	
  Waste,…	
  
MODELLING	
  	
  
DATA	
  ANALYSIS	
  
Thanks for your attention!
Full reference: PNAS, Vol. 110 no. 11 4230-4233 (2013)
Contacts	
  
SamirSuweis	
   Questions?

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Virtual Water Trade Networks and Sustainability of the Food System

  • 1. Water-controlled wealth of nations: Using Water Footprints to Estimate Nations Carrying Capacities and Demographic Sustainability Samir Suweis, Andrea Rinaldo, Amos Maritan and Paolo D'Odorico Welcome to Amos Maritan Lab Page 1 of 2http://www.pd.infn.it/~maritan/ !!!!!!!!!!!!!!!!!!!!! Our!research!spans!from!statistical!mechanics to!organization!of!ecosystems... 29#01#2013 Claudio!wrote!his!thesis.!Good!luck!with!it! In!the!spirit!of!the!motto!"interdisciplinarity!is!dialog"!the!aim!of!the!Lab!is!to face!biological!and!ecological!problems!in!collaboration!with!experts!of!the!field. Not!mixing!our!expertises,!but!summing!them!up.! !!!!!!!!!!!!!!! ABOUT!US NEWS Home Research People Publications Teaching Collaborators Opportunities Contacts PNAS, Vol. 110 no. 11 4230-4233 (2013)
  • 2. South Sudan Libya 2012 Proportion of total population undernourished, 2010-12 The map shows the prevalence of undernourishment in the total population as of 2010 – 2012. The indicator is an estimate of the percentage of the population having access to an amount of energy from food insufficient to maintain a healthy life. Further information is available at www.fao.org/publications/sofi/en/ Source: FAO, IFAD and WFP. 2012. The State of Food Insecurity in the World 2012: Economic growth is necessary but not sufficient to accelerate reduction of hunger and malnutrition. Rome. © 2012 World Food Programme The designations employed and the presentation of material in the maps do not imply the expression of any opinion whatsoever on the part of WFP concerning the legal or constitutional status of any country, territory or sea area, or concerning the delimitation of frontiers. * The Line of Control in Jammu and Kashmir agreed on by India and Pakistan is represented approximately by a dotted line. The final status of Jammu and Kashmir has not yet been agreed on by the parties. ** A dispute exists between the governments of Argentina and the United Kingdom of Great Britain and Northern Ireland concerning sovereignty over the Falkland Islands (Malvinas). *** Final boundary between the Republic of Sudan and the Republic of South Sudan has not yet been determined. It costs on average just US 25 cents a day to feed a hungry child and change her life forever. While food is the most basic of human needs required for survival, on average, 1 in 8 people go to bed hungry each night. Hunger kills, maims, reduces IQ, lowers wages, reduces school attendance and undermines economic growth. (U.K.) *** No data Very low undernourishment <5% Moderately low undernourishment 5-14% Moderately high undernourishment 15-24% High undernourishment 25-34% Very high undernourishment 35% and over Missing or insufficient comparative data *** State of Palestine Food Security: physical, social and economic access to sufficient, safe and nutritious food to meet dietary needs for a productive and healthy life (World Food Summit of 1996). FOOD SECURITY
  • 3. Figure  .  Annual  water  use  per  capita  (data  from   Falkenmark  et  al.,  2004).   "Over  the  coming  decades,  feeding  a  growing  global  population  and  ensuring  food  and   nutrition  security  for  all  will  depend  on  increasing  food  production.  This,  in  turn,  means   ensuring   the   sustainable   use   of   our   most   critical   <inite   source   -­‐   water”         Ban  Ki-­moon,  World  Water  Day,  15  march  2012   The Water footprints or Virtual Water concept
  • 4. •   WF  determined  using  bottom-­‐up  hydrological  modeling  at  5  by  5  arc  spatial  resolution.   • Average  values  are  calculated  over  10  years  periods.   • Calibration:  AQUASTAT  and  UN  statistical  division  database  (FAO,  2010b,  UNSD,  2010°).     The Local Carrying Capacities of Nations MekonnenMM,  Hoekstra  AY  (2011)   Schema8c  diagram  of  water   withdrawals  in  the  H08  model   [Hanasaki  et  al.,  2008]  
  • 5. TFM  =trade  food  matrix   TFMy   (i,j)   =   volume   of   commodity   y   traded   from  i  and  nation  j.   The Virtual Carrying Capacities of Nations € aij y = Θ[TFMy (i, j)] € wij y = TFMy (i, j)⋅ VWy (i) Suweis  et  al.,  GRL  2011   € VWE (i) = wij y j=1 N ∑ y ∑ KV i = Kloc i + VWI (i) −VWE (i) Wc i
  • 6. Water Wealth of Nations € dxi dt = αi xi 1− xi Ki ⎛ ⎝ ⎜ ⎞ ⎠ ⎟ € K →Kloc or KV γi = 1 xi(t) [xi(t + Δt) − xi(t)] Δt →αi € xi(t) = Ki x0,ieαi t Ki + x0,ieαi t − x0,i Countries Demographic Dynamics x << Kloc; Kloc > x > KV ; x ≈ Kloc; x > KV
  • 7. 4.1 107 Argentina 9.6 107 Brazil 3.1108 USA 7.8 107 Germany 1990 2010 2030 2050 2070 6 107 Italy 1.110 8 Mexico 5.6107 UK year [t] x(t) x(t) x(t) x(t) x(t) x(t) x(t) 1970 1990 2010 2030 2050 2070 year [t] 1970 1990 2010 2030 2050 2070 year [t] 1970 1990 2010 2030 2050 2070 year [t] 1970 1990 2010 2030 2050 2070 year [t] 1970 1990 2010 2030 2050 2070 year [t] 1970 1990 2010 2030 2050 2070 year [t] 1970 € K = KV € K = Kloc Water Global Unbalance € Data Water  Rich   Virtual  Water  Dependent  
  • 8. 20 40 60 80 100 4.1 107 Argentina 20 40 60 80 100 2.2107 Australia 20 40 60 80 100 105 Belize 20 40 60 80 100 9.6 107 2. 108 Brazil 20 40 60 80 100 3.4 107 Canada 20 40 60 80 100 1.8 106 5. 106 CostaRica 20 40 60 80 100 6.0 106 1.4 107 Ecuador 20 40 60 80 100 8.7 106 2.4 107 Ghana 20 40 60 80 100 5.4106 1.4107 Guatemala 20 40 60 80 100 6. 105 2. 106 GuineaBissau 20 40 60 80 100 5.2 106 2.2 107 IvoryCoast 20 40 60 80 100 1.1 107 Cuba 20 40 60 80 100 1.2 108 2.3108 Indonesia 20 40 60 80 100 1.1 107 2.8 107 Malaysia 20 40 60 80 100 2.6 107 5.0 107 Myanmar 20 40 60 80 100 4. 106 NewZealand 20 40 60 80 100 2.4106 6. 106 Nicaragua 20 40 60 80 100 5.6 107 1.6 108 Nigeria 20 40 60 80 100 2.5 106 6. 106 Paraguay 20 40 60 80 100 3.7 107 6.8 107 Thailand 20 40 60 80 100 9.4 106 3.4 107 Uganda 20 40 60 80 100 3. 106 Uruguay 20 40 60 80 100 3.1108 USA 20 40 60 80 100 4.3 107 8.9 107 Vietnam € K = KV K = Kloc Data Popula8on   Years  aIer  1970  
  • 9. 20 40 60 80 100 7.5106 Austria 20 40 60 80 100 2.2 105 8. 105 Bahrain 20 40 60 80 100 9.6106 Belgium 20 40 60 80 100 1.7 107 Chile 20 40 60 80 100 5.3 106 Finland 20 40 60 80 100 1.8106 Gambia 20 40 60 80 100 7.8 107 Germany 20 40 60 80 100 5.3 107 Italy 20 40 60 80 100 6.5 106 Libya 20 40 60 80 100 1.1108 Mexico 20 40 60 80 100 3.9106 Norway 20 40 60 80 100 6.9 106 PapuaNewGuine 20 40 60 80 100 2.9 107 Peru 20 40 60 80 100 1.5 106 Qatar 20 40 60 80 100 1.3107 Senegal 20 40 60 80 100 5.8106 SierraLeone 20 40 60 80 100 5.3 106 Slovakia 20 40 60 80 100 4.5107 Spain 20 40 60 80 100 1.2106 Swaziland 20 40 60 80 100 8.1106 Sweden 20 40 60 80 100 9.7 105 Trinidad Tobago 20 40 60 80 100 5.6107 UK 20 40 60 80 100 4.7 106 UnitedArabEmirates 20 40 60 80 100 2.4 107 Yemen 20 40 60 80 20 40 60 80 100 20 40 60 80 100 20 40 60 80 100 20 40 60 80 100 20 40 60 80 100 20 40 60 80 100 20 40 60 80 100 100 8. 10 5 Cyprus 5.2 10 6 Eritrea 6.4 10 7 France 7.5 10 7 Iran 1.6 10 7 Netherlands 2.9 10 6 Oman 1.1 10 7 Portugal 7. 6 10 6 Switzerland € K = KV € K = Kloc € Data Popula8on   Years  aIer  1970  
  • 10. Modelling Sustenability of VW Dependent Countries Population dxi dt = ↵ixi ✓ 1 xi Ki loc ◆ for i=Rich Water dxj dt = ↵jxj 0 @1 xi Kj loc + PRich i aji di (Ki loc xi)V Wi V Wj 1 A for i=VW dependent ⇢ System  of  coupled  differential  equations   j   Diets!   Water  Rich   Virtual  Water  Dependent   € aijGraph  Topology  
  • 11. Results & Effect of Network Topology Posi8ve  feedback  between  demographic   growth  and  technological  innova8ons     Sta8c   4.5 10 8 5.0 10 8 5.5 10 8 6.0 10 8 2020 2040 2060 2080 21002000 Times [years] Xvwd β = 0.08 β = 0.04 β = 0 4.5 108 5.0 108 5.5 108 6.0 108 6.5 108 7.0 108 2020 2040 2060 2080 21002000 Xvwd Years Random  graph     Small  world  network   Scale-­‐free  network     Topological  properties  similar  to  those   observed  in  the  real  global  VW  trade   network   Kloc(t)=Kloc(1+ε(t))  and  decreasing  Wc(t)     Rockström,  J.,  et  al.  GRL  39.15  (2012).   β =  cooperative  strength  
  • 12. No effect of trade Net Importers Net Exporters Food Scarce Using Food Trade Data - Temporal Networks Temporal Food Trade Patterns and Stability, in preparation
  • 13. Group A Group B Group C Group D 1995 2000 2005 2010 0 10000 20000 30000 40000 50000 Years @yD RTHyL-CHyL@calD 1995 2000 2005 2010 0.6 0.8 1.0 1.2 1.4 Years @yD CV@KTDêCV@KLD Out[479]= Group A Group B Group C Group D 5 10 15 20 25 2400 2600 2800 3000 Years @tD GroupDiet@calD Balance   Fluctua8on  of  the  avaliable  resources   Diet   Does globalization Increases stability?
  • 14. -0.2 -0.1 0.0 0.1 0 5 10 15 20 25 Re@lD PDF y=1991 y=1997 y=2003 y=2009 x mode 1995 2000 2005 Year 0.009 0.010 0.011 0.012 0.013 0.014 »x Mode» A B 1995 2000 2005 4 6 8 10 12 14 16 Year Re@lD>0 Stability of the Food trade Network If  Re(λi  >  0)                  xi(t)  is  very  sensitive   to  external  perturbations   Effect  of  the  network  
  • 15. • Side-­‐effects  of  the  globalization  of  resources   • Unbalance   between   the   rate   of   growth   in   water   rich   countries   and   the   water  resources  exported  to  virtual  water  dependent  countries   • Decreasing  stability  in  time  of  the  food-­‐demographic  coupled  system     Conclusions & Perspectives 1990 1995 2000 2005 2010 Years @tD 2 ¥ 107 4 ¥ 107 6 ¥ 107 8 ¥ 107 Pop@tD Egypt 1990 1995 2000 2005 2010 Years @tD 5.0¥ 106 1.0¥ 107 1.5¥ 107 2.0¥ 107 Pop@tD Australia
  • 16. Conclusions & Perspectives • Is  there  any  optimal  network  topology  in  terms  of  water  saving?   • How  to  quantify  waste  or  detrimental  links  in  the  virtual  water   trade  networks?   • Robustness  to  perturbations  and  fragility  of  the  network   • Estimate  the  uncertainity  of  VW  footprint  calculations   • Create  public  and  shared  databases  so  to  work  with  the  same  data   • Data  on  Food  Stock,  Food  Waste,…   MODELLING     DATA  ANALYSIS  
  • 17. Thanks for your attention! Full reference: PNAS, Vol. 110 no. 11 4230-4233 (2013) Contacts   SamirSuweis   Questions?