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A simple bio-economic model of soil natural capital
Robert Lifran, Annie Hofstetter, Mabel Tidball, Oumarou Balarabe
To cite this version:
Robert Lifran, Annie Hofstetter, Mabel Tidball, Oumarou Balarabe. A simple bio-economic model
of soil natural capital. 5. World Congress of Environmental and Resource Economists, Association
of Environmental and Resource Economists (AERE). USA., Jun 2014, Istanbul, Turkey. pp.24. �hal-
02738597�
apital
Robert Lifran
∗
, Oumarou Balarabé
†
,Annie Hofstetter
∗
, Mabel Tidball
∗
Deember2013
Abstrat
Relying on the oneptual framework of natural apital, this paper
buildaoneptofsoilnaturalapitalandimplementitusinganoptimal
ontrol model. Considering soilas aneosystem,webuilda simplebio-
eonomimodelwithtwointerelatedstoks(thesoilorganimatterand
thestok of nutrients diretlyontributing to the plant'sbiomasselab-
oration). Theprodution funtionis of Liebig type, a Linearonewith
plateau. Theeonomi part of themodelrelies onthe longtermprot
maximisation in the ontext of private management. We retained two
ontrols: the mineral fertilization addingto the stok of nutrients,and
the rate of biomassgiven bak to soil to ontributeto the soil organi
matter.
Byombiningboth ontrols,we identiedmanagementregimes and de-
nedthe setof stationaries states. Going beyong that standardstepof
analysis, we simulatedoptimal timepath for dierent initial onditions
anddierentsetofparametervalues. Wespeiallyfousedontherole
oftheprieoffertilizersrelativetotheprieoftheagriulturalproduts.
Resultsshowthatprivatemanagementofsoilnaturalapitaldrivestothe
quasidepletionofsoilorganimatter. Asaonsequene,thereisaneed
forpubliinentivestopromotethoseeosystemsserviesnonsupported
bymarket.
Keywords: Natural Capital, OptimalControl, EosystemsServies,
Environmentalpoliy
Contents
Introdution 2
1 The model 5
1.1 Themodel'sstruture . . . . . . . . . . . . . . . . . . . . . . . . 5
1.2 Model'sresolution . . . . . . . . . . . . . . . . . . . . . . . . . . 7
1.3 Eonomiinterpretation . . . . . . . . . . . . . . . . . . . . . . . 7
∗
INRA,UMR1135Lameta,F-34000Montpellier,Frane
†
UM1,UMR1135Lameta,F-34000Montpellier,Frane
2.1 Parameterssettings. . . . . . . . . . . . . . . . . . . . . . . . . . 9
2.2 Sensitivityanalysisaordingto
φ 1
orφ 2
. . . . . . . . . . . . . 102.2.1
N 0 < N ¯
,φ 1
. . . . . . . . . . . . . . . . . . . . . . . . . . 102.2.2
N 0 = ¯ N , ∀ t
,φ 1
. . . . . . . . . . . . . . . . . . . . . . 102.2.3
N 0 < N ¯
,φ 2
. . . . . . . . . . . . . . . . . . . . . . . . . 102.2.4
N 0 = ¯ N , ∀ t
,φ 2
. . . . . . . . . . . . . . . . . . . . . . 103 Optimaltimeproles 11 3.1 Simulationsorganization . . . . . . . . . . . . . . . . . . . . . . . 11
3.2 Lowprieoffertilizers(
φ 1 = 0.02)
. . . . . . . . . . . . . . . . . 113.2.1
N 0 < N, ¯ 0 < k < 1, n = 0
thenN 0 = ¯ N , k > 0, n > 0
. . . 113.2.2
N 0 > N, k ¯ = 0, n > 0
thenN 0 = ¯ N, k > 0, n > 0
. . . . . 133.3 Highprieoffertilizers(
φ 1 = 0.2)
. . . . . . . . . . . . . . . . . . 14Conlusion and perspetives 16 Appendies 18 A Steadystates study 18 A.1
N > N ¯
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18A.2
N < N ¯
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18A.3
N = ¯ N
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 19B Steadystates summary 21
Introdution
Despite hugeprogress in plantsgeneti and plantsprotetion, the prodution
offood,berorbiofuelsbyagriulturestillreliesonlandasaomplexresoure
made by the mix of an area and a volume of soil. Plants use photosynthesis
to apture solar energytrough areaand soil's volume holds the nutrients the
plantsouldneedtogrowth. Thiseologialmixhasbeenregardedthroughthe
longhistoryofsoilsienesunder variouslensesFelleret al.(2012).
Atthe beginning of the XIXthentury, the plantnutrition theory still fo-
usedonthe roleof humus(Humusbeingonorganiompund)Thaer(1809).
Atthesametime,soilfertilityisregardedbyeonomistsasanaturalresoure
inequallyalloatedto dierentsplaes. Observing thegreatrangeofsoilspro-
dutivity,evenunderthesamelimate,earlyeonomistspostulatedthatdier-
enesinagriulturaloutputomesfromthedierenesinthesoil'sfertility. As
aonsequene,theyelaboratedthelandrenttheory. Thatviewpointremained
unhanged, evenafter the demonstration bygerman sientists that plantsuse
only simpleelements likenitrogen, phosphorus and potash fortheir nutrition,
andnotdiretlysoil'sorganimatterSprengel(1838)Liebig(1840). Thatmin-
eralisttheoryofplantnutritionhadlittleimpatonthewayeonomistsregarded
thesoilfertility,untilthegermanhemistsHaberandBoshdisoveredthepro-
ess of extrating nitrogen from atmosphere. From that innovation onwards,
modernagriulturehasbeenthoughtasaorganifree agriultureFelleret al.
(2012). As extrativeindustryis able to supply farmerswith mineral fertiliz-
tutedtothelandrenttheory. Thissubstitutionhasbeenusefullandrobustfor
deades, being reinforedby thesuess of what had beenalled "The Green
Revolution" Borlaug(1970)Borlaug (2007). Beause land, mineralfertilizers,
pestiidesandseedsouldbefoundonmarkets,thereisnoneedto lookatthe
soilsontentsto explaindierenesin agriulturalprodutivity. Farmershave
onlyto alloatefatorsofprodutionaordingtorelativepries,produtivity
under the onstraint of the prodution funtions Heady (1952). As a onse-
quene soilsproperties andsoilsservieswould be oustedfrom theresearhin
agriulturaleonomisforseveraldeades.
Nevertheless,attheendoftheXXthentury,theawarnessofseveralshort-
ommings, ableto balane the benets ofmodern agriulture,wasinreasing.
Firstofall,landresouresdegradationbytheveryeetsofagriulturalinten-
siationpratiesthreatsnononlytheabilityofagriulturetoaordfoodand
ber,but alsoimpairmanyotherseosystemservies. Therstenvironmental
risis,knownasa"dustbowlrisis",hadalreadybeenexperienedintheState
beforetheseondWorldWar. Theeologialandeonomialonsequeneshave
beensodramatithattheFederalGovernmentreatedtherstPubliAgeny
to promotethesoilsonservation. Thepremiss ofthesoilnaturalapitalon-
ept havebeenelaborated at that time and legitimize the publi intervention
Bune(1942)Hiks(1939a)Weitzell(1943). After thewar,thememoryofthe
dust bowl risishas been soondisarded, and we observethat during the fol-
lowingdeadesupto 1980, nopapersontheissue hasbeenpublished. Inthe
years1980,Burt(1981)and MConnell (1983)publishedmodelsof soildeple-
tionbytheeetof produtionintensiation. Theyaretherstpapersusing
anintertemporalframework(dynamisprogrammingoroptimalontrol). After
them,onlyabunhofpapershasbeenpublishedonerosionissues,halfofthem
beingmotivatedbylanddegradationindevelopingountriesShortleandMira-
nowski(1987)Barbier (1997)Miranda (1992)Goetz (1997)Grepperud(1997)
Brekkeetal.(1999)ShiferawandHolden(1999)Hediger(2003)Nakhumwaand
Hassan (2011)Yirgaand Hassan(2010). Inallthat papers,soilis modeledas
asinglestatevariablewithavariousdynamis,undertheontrolofprodution
intensityhoies. Theydonotexpliitlyonsiderthatfarmers,bytheirhoies
andpraties,aremanagingannaturalapital.
At dawn oftheXXIst entury, therisisinduedbythe ompeting usesof
landforbiofueldrawnattentiononthefragilityoforganifreeagriulture,and
his dependane onnon renewable(andsometimenonsubstitutable)resoures.
As aonsequene, onerns about the unsustainability of modern agriulture
hasbeenraisingGrion (2006)Conway(1997).
Theonvergenebetweenspeiissuesinagriulture,andtheinternational
onsensusontheroleofarbonemissionsonthelimatehangehasdriventoa
newparadigmshiftinthesientioneptionsofagriulturalprodution,and
morespeially, onthe representationof soil's fertility. Wewill all thenew
paradigm Systemi. Systemi, beausesoil is now onsidered as aneosytem
of his own right. Desertiationand land degradationhasbeen promoted on
theInternationalAgenda,andbeomeamainhaptersintheMEAMillennium
EosystemAssesment(2005).
Mainhangesin therepresentationofsoilfuntions andserviessharedby
soilssientistsare relatedto thesopeof soilserviesandto itsstruture and
to regulatewater yle,and also givesupport to ulturalservies. TheXXIst
Centurybeginning,followingCostanzaetal.(1998)CostanzaandDaly(1992),
somesoilsientistsproposedtoapplytheoneptofnaturalapitaltothesoil
eosystemRobinsonetal.(2009),Dominatietal.(2010),Sanhezetal.(1997).
"Wedenethesoilnaturalapitalasthestokof biotiand abiotimassthat
ontainsenergyandorganization. Furthemore,thestrutureandfuntionality
of soild aross the landsape failitates needed proess for the well-being of
Humanity and the Earth system" Robinson et al. (2009). As soils sientists,
Robinson, Dominati or Sanhez put emphasis on the omponents of the soil
eosystem. Naturally, eventheyhaveseentheveryinterestofthe oneptfor
publi deision making and poliy design, they are not in position to further
developorrespondingmodels suitableformanagement.
Atthat pointof ourinvestigation,wegetaverysurprisingonlusion: to-
day, soilsientistsproposea denition of soil natural apital, and propose to
takeontoaountinthesoil'ssoialmanagementthebulkofgoodsandservies
provided bySES, but donthave the meansto developorrespondinganalyti-
al models. Meanwhile eonomists havedevelopped useful tools to take onto
aountintertemporaltrade-oin theagriulturalprodution,buttheymainly
relyonverysimple,unidimensional,modelsofsoilmainlydened bythedepth
or the volume of topsoil. Naturally, there is no ontradition between both
positions,thereisjust agap tobefullled. Andsomemodellinghurdleahead.
Ouraimsinthatpaperaretotakeadvantageofthereentadvanesbothin
soilsienesandinoptimalontroltheory,inordertoelaborate ansimplebio-
eonomimodelofsoilnaturalapital. Wewilldenesoilnaturalapital(SNC)
asaneonomialonept,aneonomialindiatorusefullto evaluatetheows
ofgoodsandserviesprovidedbythesoilonsideredasaneosystem. SNChelp
in monitoringmanagementations(extrating, renewing,use onversion...) of
privateators,andindesigningpublipoliiesaimedatlongtermonservation
ofsoilsapaities. Thisdenitionrelies ontheeonomialappraisalofowsof
goodsandserviesovertime,andsheisdierentfromthe"naturalistdenition"
elaboratedbysoilsientists. Namely,sheisnotonlyrelatedtotheomponents
of the SES, but to the apitalisation of servies, evaluated either by markets
orby othersevaluation methods. Beause the main serviesprovidedby SES
besidefood and berprodution are non markets servies, and are bynature
publi goods, the valueof SNC is dierent aording to the private or soial
pointofview. Aslongasintertemporalmanagementisinvolved,wewillrelyon
optimal ontroltheory, andbeausemain soil's eosystemservies (SESS) are
relatedtosoil'sorganimatter(SOM)Felleretal.(2012)Vitoria(2012)Miles
etal.(2009),wewillfousonthatstok. Moreover,wewillrelyonthesimplest
representationofSOMdynamisgivenbyHéninandDupuis(1945). Humia-
tion proess inorporates rops residues into SOMstok, while mineralisation
proess nurtur the seond stok of diretly assimilable nutrients. Beause to
theinherentomplexityofSESfuntionning,wewillnotdealatthisstagewith
others SESS besidethe support to the agriulturalprodution. Moreover, we
will fous onprivate management,keepingthesoialvalueofSNC for further
investigations. Assuming that the private management of soils aims at max-
imising the net present value of the soil's asset, we will makeuse of optimal
ontrolmodels,andwillidentifymanagementregimesandstationnariesstates.
Ourpaperisorganizedasfollow:
In the rst setion, we will explain the model's struture, the resolution
method andtheresults,andwillgiveeonomialinterpretation.
Intheseondsetion,wewilllookatthestationariesstateorrespondingto
dierentmanagementregimes.
Wewilldevotethethird setiontothe simulationsof optimaltimeproles
for relevant initial onditions and sets of parameters values. We will give a
speiattentionto theimpatofthepriesoffertilizers.
Finallywewilldrawonlusionsandtraesomeresearhperspetivesonsoil
naturalapital.
1 The model
1.1 The model's struture
The SNC model usesthe optimal ontrol theory to maximize overan innite
horizontheprotsfromtheagriulturalativity. Themanagerisentitledwith
twoontrols: oneisthefertilizerappliationrate,andtheotheroneistherate
of biomass restitution to soil. The soil eosystem struture and dynamis is
representedbytwointerelatedstoks: therstonerepresentstheSOMontents,
the seond is the soil's nutrients ontents. Fertilizers just add to the seond
stok,whilerestitutionsofropsresiduestosoilontributes,troughhumiation
proess,tothebuildingoftherst. TroughthemineralizationproessofSOM,
therststokontributestothebuildingofthestokofnutrients
N
.Aording to the mineralist theory of plants nutrition, the rop'sbiomass
depends only on the stok of nutrients. SOM plays yet no diret role in the
prodution. As a onsequene, the manager fae an intertemporal trade-o
betweenharvestingtodayallthemarketablebiomass,orleaveasharetothesoil,
in ordertospareinthefuturesomefertilizeraddition. Inordertoaomodate
thattrade-o,wediretlymodelthebiomassprodution,notonlythegrainor
beryield. Thebiomassprodutionfuntionispieewiselinear,withaplateau,
aordingtothelimitingfatortheoryParis(1992):
f (N ) =
βN
ifN < N ¯ β N ¯
ifN ≥ N . ¯
Therststatementholds when thenutrients availableare notsuientto
providefullgrowthtotherop;inthatase,
N
isalimitingfator. Theseondoneholdsassoonas
N
issuient,whileothersfatorslikewaterortemperature remainlimiting. Inthatonditions,thebiomassprodutionisonstant,andtheprodution's plateauours. Thethresshold valueforN will benoted
N
. It'snotneessarytoaddfertilizersassoonastheSOMstokisabletoprovides
N
ormoretotheplants.
β
isthetehnialoeientoftransformationofnutrientsN
intobiomass.ν
oeientexpress the orrespondingonsumption of nutrients. AsN ≥ N ˇ
,thenutrientsonsumptionremainsonstantandisvalueis
N
:ǫ(N ) =
νN
ifN < N ¯
N ¯
ifN ≥ N . ¯
humiationof therop'sresiduerestitutions, ononeside, andhis owndegra-
dationtrough bateria,known asthemineralization. Thelater mineralization
ontributes to the building of thenutrientsstok,
N
. Fertilizersappliation,n
, diretly ontribute toN
, with some losses, so as the eient appliationbeomes
χ(n)
. Whiletherateofbiomassrestitutions,k
,ontributestoN
indi-retly,trough
M
dynamis:M ˙ = kf(N) − γM, M (0) = M 0 ,
(1)N ˙ = γM + χ(n) − ǫ(N ), N (0) = N 0 ,
(2)The timepoint prot funtion is quadrati in
k
andn
, due to operatingvariable ostsfor harvesting and inorporatingrops remainsto thesoil. Fer-
tilizersappliationissubmittedtothesameonstraints,beauseappliationof
oneinreasingquantityoffertilizerrequiresmoretimeandenergy.
a(1 − k)f (N) − b [(1 − k)f (N)] 2 − Φ(n)
(3)with:
a
: prieofbiomasssoldonmarketsb :
harvestingostsΦ 1 :
prieoffertilizerΦ 2 :
appliationsostsΦ(n) = Φ 1 n + Φ 2
2 n 2
Themanager'sproblem is oneof maximizing thepresentvalueof the ow
ofprotsoveroneinnitehorizon:
n≥0,k∈[0,1] max Z ∞
0
e −ρt h
a(1 − k)f (N ) − b [(1 − k)f (N )] 2 − Φ(n) i
dt
(4)where
f (N ) =
βN
ifN < N ¯ β N ¯
ifN ≥ N . ¯
suhthat
M ˙ = kf(N) − γM, M (0) = M 0 ,
(5)N ˙ = γM + χn − ǫ(N ), N (0) = N 0 ,
(6)ǫ(N ) =
νN
ifN < N ¯ N ¯
ifN ≥ N . ¯
In order to solves that intertemporal optimization problem, the manager
ouldombinetheontrolsinseveralways.Asaonsequene,besidetheinterior
solution (
n > 0; 0 < k < 1)
, theyare abunh ofothers possiblemanagementregimes. Naturally,someofpotentialregimesdonothaveanypratialhane
tobeimplemented,beausetheyindue hargesandnoprots.
In order to solve the manager's problem, we now form the Lagrangean in
his moregeneralexpression. Fromthat Lagrangean,wewill omputetherst
order onditionsandwill giveeonomialinterpretation. Inafurtherstep, we
Controls
n = 0 n > 0
k = 0
Mining CompensatedMining0 < k < 1
AttenuatedMining Complementarityk = 1
Fallow ImprovedFallowTable1: Managementregimes
1.2 Model's resolution
TheLagrangean:
L = a(1 − k)f (N ) − b [(1 − k)f (N )] 2 − (Φ 1 n + Φ 2
2n 2 ) + λ [kf (N ) − γM ] + µ [γM + χn − ǫ(N )] + +λ k=0 k + λ k=1 (1 − k) + λ n=0 n,
where
λ
andµ
aretheadjointvariablesorrespondingtoM
andN
respetively.λ k=0
,λ k=1
,λ n=0
aretheLagrangemultipliersorrespondingtotheonstraintsk ≥ 0
,k ≤ 1
andn ≥ 0
respetively:λ k=0 k = 0 λ k=0 > 0 λ k=1 (1 − k) = 0 λ k=1 > 0 λ n=0 n = 0 λ n=0 > 0
Firstorderonditions,whenderivativesexists, are:
∂L
∂k = f (N ) [ − a + 2b(1 − k)f (N ) + λ] + λ k=0 − λ k=1 = 0
(7)∂L
∂n = − Φ 1 − Φ 2 n + µχ + λ n=0 = 0
(8)λ ˙ = ρλ − ∂H
∂M = (ρ + γ)λ − γµ
(9)˙
µ = ρµ − ∂H
∂N = (ρ + ǫ ′ (N ))µ − f ′ (N )
a(1 − k) − 2b(1 − k) 2 f (N ) + kλ
(10)
Remarque 1 Notethatwhen
0 < k < 1
asf (N ) > 0
,equation(13) beomes− a + 2b(1 − k)f (N ) + λ = 0.
Replaing in (10) wehave,
˙
µ = (ρ+ǫ ′ (N ))µ − f ′ (N ) [(1 − k)(a − 2b(1 − k)f (N )) + kλ] = (ρ+ǫ ′ (N ))µ+f ′ (N)λ.
1.3 Eonomi interpretation
As rops do not make a dierene among nutrients oming from dierents
soures, the question arises to dene the optimal ombining of bothontrols.
Its worthremarking that rop residues restitutions ontributes with aertain
timelagto providenutrients. Naturally,thenutrientsprovidedbythemineral-
ization ofSOMare notfree,theyhaveanopportunityostrepresentedbythe