Imulationsay usingyay ayay Eadsheetspray (ayay pDFay ersionvay isyay erehay)


Ifyay youay areyay unfamiliaryay ithway usingyay ayay eadsheetspray, ayay utorialtay ancay ebay oundfay erehay. Ayay oodgay eneralgay esourceray onyay odelingmay andyay imulationsay ancay ebay oundfay erehay: httpay://wwway.icsay.uoregonyay.eduyay/acsenay/ecosimyay/

Odelingmay ocessespray inyay ethay iencesscay avehay ecomebay usefulyay esearchray oolstay inyay anymay areasyay ofyay ethay iencesscay andyay ethay availabilityyay ofyay omputerscay extendsyay esethay echniquestay otay anyyay atthay ishway otay useyay esethay oolstay. Athematicalmay epresentationsray ofyay iologicalbay ystemssay avehay onglay eenbay usedyay ybay ecologistsyay otay odelmay ariousvay ocessespray. Ethay odelsmay areyay usefulyay otay accessyay owhay uchmay isyay understoodyay aboutyay ayay ealray ystemsay. Ifyay ethay odelmay isyay ayay oodgay epresentationray ofyay atwhay oesgay onyay inyay ethay "ealray orldway", enthay ethay authoryay isyay airlyfay onfidentcay atthay eythay understandyay ethay enomenaphay. Ifyay, oweverhay, ethay odelmay oesn'tday ollowfay ethay "ealray orldway", enthay it'syay ackbay otay ethay omputercay. Omesay odelsmay areyay osay oodgay eythay avehay edictivepray aluevay. Odelsmay atthay edictpray ocustlay outbreaksyay inyay Africayay areyay outinelyray usedyay otay edictpray enwhay ontrolcay easuresmay areyay eedednay inyay ayay ejoinray. Atyay omehay, armersfay outinelyray useyay odelsmay otay edictpray enwhay erbicideshay, ungicidesfay, andyay insecticidesyay ouldshay ebay appliedyay otay eirthay ieldsfay. Onyay ayay andergray alescay, imateclay odelsmay areyay usedyay otay apeshay awslay andyay internationalyay eatiestray. Oneyay ofyay ethay irstfay odelsmay ittenwray asway oneyay otay imicmay opulationpay owthgray. Ayay odelmay ofyay ethay imulationsay ocesspray ancay ebay eensay inyay ethay ollowingfay iagramday.

Ethay irstfay odelmay e'llway exploreyay isyay ethay eometricgay odelmay. Accordingyay otay esethay equationsyay, ayay opulationpay owsgray uninhibitedyay overyay imetay. Ethay importantyay ariablesvay inyay isthay imulationsay areyay ethay artingstay opulationpay izesay andyay ethay ateray ofyay increaseyay. Ethay equationyay orfay isthay imulationsay isyay: dnay/dtay = ray*nay erewhay dnay/dtay isyay ethay angechay inyay ethay opulationpay izesay (nay) overyay imetay (tay). Ethay ariablevay "ray" isyay ethay ateray atyay ichwhay ethay opulationpay increasesyay erpay enerationgay (etweenbay 0.0 andyay 1.0). Ethay "day" artpay ofyay dnay/dtay ustjay andsstay orfay "angechay inyay" (eltaday) osay ityay isyay eadray asyay "angechay inyay umbernay overyay angechay inyay imetay". Ethay nay(tay +1) = naytay + dnay/dtay  isyay eadray asyay ethay "opulationpay izesay atyay imetay +1 isyay equalyay otay ethay opulationpay izesay atyay imetay 0 usplay ethay angechay inyay izesay overyay ethay angechay inyay imetay". Isthay enarioscay illway esultray inyay anyay exponentialyay increaseyay inyay ethay opulationpay izesay.

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Igurefay 1. Umanhay Opulationpay Owthgray

Ethay eometricgay odelmay isyay otnay eryvay atisfyingsay incesay ityay oesn'tday eemsay otay imicmay ethay ayway ealray opulationspay ehavebay. Ealray opulationspay on'tday expandyay indefinitelyyay (exceptyay, erhapspay umanshay; Igurefay 1.  Insteadyay, eythay endtay otay increaseyay orfay ayay ortshay imetay, enthay evellay offyay. Igurefay 2 epictsday ethay owthgray ofyay ighornbay eepshay opulationspay inyay ethay Ockiesray omfray ethay earlyyay 1800'say otay aboutyay 1940. Otenay ethay apidray expansionyay ofyay ethay opulationpay ollowingfay it'syay initialyay introductionyay, ollowedfay ybay ayay eveling-offlay ofyay ethay opulationpay atyay aboutyay 1.75 illionmay eepshay. Isthay isyay ayay ypicaltay opulationpay esponseray eensay inyay ostmay aturalnay opulationspay. It'syay asyay ifyay ethay opulationpay ashay illedfay otay environmentyay. Isthay "illingfay" ofyay ethay environmentyay ithway ayay articularpay eciesspay isyay ethay "arryingcay apacitycay" orfay atthay eciesspay. Orfay irdsbay, ethay imitinglay actorfay inyay ethay environmentyay aymay ebay ethay availabilityyay ofyay extnay itessay. Otheryay eciesspay aymay ebay imitedlay ybay ethay availabilityyay ofyay oodfay oryay aterway. Ateverwhay ethay ausecay, ethay environmentyay isyay apablecay ofyay upportingsay ayay imitedlay umbernay ofyay ayay articularpay eciesspay. Atthay umbernay isyay ethay arryingcay apacitycay, oryay ityay epresentsray ethay environmentalyay esistanceray otay urtherfay opulationpay owthgray. Ethay arryingcay apacitycay ofyay ayay ystemsay aymay angechay overyay imetay. Oughtsdray, estilencepay, andyay otheryay imaticclay angeschay aymay emporallytay increaseyay oryay epressday ethay arryingcay apacitycay ofyay ethay environmentyay. Esethay actorsfay aymay ebay esponsibleray orfay ethay "umpsbay" inyay ethay aboveyay ataday (oremay onyay atthay aterlay).

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Igurefay 2. Ighornbay eepshay opulationspay

Otay ebay ealisticray, ouryay odelmay eedsnay otay eflectray ethay arryingcay apacitycay ofyay anyay ecologicalyay ystemsay. Ecologistsyay avehay ettledsay onyay ethay ariablevay "kay" otay epresentray ethay arryingcay apacitycay ofyay ethay environmentyay orfay ayay ivengay opulationpay ofyay organismsyay. Orfay ouryay implesay odelmay, ityay oesn'tday attermay ifyay ethay imitinglay actorfay isyay estnay itessay, oryay ethay availabilityyay ofyay oodfay (althoughyay ifferentday imitinglay actorsfay ouldcay ebay easilyyay accommodatedyay. Isthay equationyay isyay essentiallyyay ethay amesay asyay ouryay irstfay ytray, ithway ethay exceptionyay ofyay ethay (k-Nay)/kay additionyay (kay isyay ethay arryingcay apacitycay, nay isyay ethay urrentcay opulationpay ensityday). Ethay (k-Nay)/kay ermtay inyay ethay equationyay "utspay ethay eaksbray" onyay opulationpay owthgray asyay ethay opulationpay eachesray arryingcay apacitycay. Et'slay ixfay ouryay irstfay ytray otay eflectray isthay opefullyhay improvedyay odelmay. Ethay equationsyay areyay ownshay elowbay.

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Illstay, esethay odelsmay areyay otnay ompletelycay atisfyingsay (eythay on'tday avehay ethay igglesjay eensay inyay Igurefay 2), osay omesay oremay eakingtway isyay eedednay. Ethay urrentcay odelmay assumesyay atthay ayay opulationpay espondsray instantaneouslyyay otay angeschay inyay opulationpay izesay. Isthay assumptionyay isyay unreasonableyay. Ifyay ethay opulationpay ashay eachedray it'syay arryingcay apacitycay (kay), andyay 50% oryay 60% ofyay ethay emalesfay areyay egnantpray, ey'llthay illstay ivegay irthbay, ausingcay ethay opulationpay otay overshootyay ethay arryingcay apacitycay. Inyay additionyay, omesay essesstray on'tday assertyay emselvesthay immediatelyyay. Orfay exampleyay, asyay opulationpay ensityday increasesyay, ityay ouldway aketay omesay imetay orfay individualsyay otay ecomebay essedstray. Ormoneshay ickkay inyay andyay  eventuallyyay ethay individualsyay areyay otnay asyay apablecay ofyay eproductionray. Anyay exampleyay ofyay ayay angechay inyay eproductiveray ateray ithway increasingyay opulationpay ensityday isyay ownshay inyay Igurefay 3. Underyay owlay ensityday onditionscay ethay ustaceancray Aphniaday (aterway eaflay) oducespray 4 offspringyay erpay ayday ilewhay underyay ighhay ensityday onditionscay onay offspringyay areyay oducedpray. Otenay alsoyay atthay urvivorshipsay isyay adverselyyay affectedyay ybay increasingyay opulationpay ensityday.

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Igurefay 3. Angeschay inyay eproductionray ofyay Aphniaday underyay ifferentday opulationpay essurespray

Isthay eproductiveray imetay aglay isyay epresentedray ybay ariablevay cay inyay ethay odelmay; eesay odelmay elowbay. Ouryay opulationpay oesn'tday espondray instantaneouslyyay, utbay isyay aggedlay ybay oneyay enerationgay.

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Ithway ayay eproductiveray aglay eway indfay atthay opulationspay ithway ayay owlay intrinsicyay ateray ofyay increaseyay (ray) urvivesay ongerlay anthay osethay ithway ayay ighhay eproductiveray ateray. Inyay additionyay, ethay abilitystay ofyay osethay opulationspay ithway owlay eproductiveray atesray isyay eatergray (esslay oscillationsyay inyay eirthay owthgray urvescay). Inallyfay, opulationspay ithway ighhay eproductiveray atesray alsoyay areyay onepray otay outbreaksyay (opulationpay increasesyay arfay inyay excessyay ofyay ethay arryingcay apacitycay).

Inyay ethay ealray orldway onditionscay affectingyay ethay eproductiveray atesray ofyay organismsyay (uchsay asyay overcrowdingyay, oughtdray, iseaseday, etcyay) areyay otnay ikelylay otay astlay overyay anyay extendedyay eriodpay ofyay imetay. Inyay ethay ort-termshay, opulationspay ithway owlay eproductiveray atesray ancay aitway outyay ethay environmentalyay oblemspray ilewhay osethay ithway igherhay eproductiveray atesray areyay oremay ikelylay otay ogay extinctyay ocallylay. Eway alsoyay indfay atthay onditionscay atthay adverselyyay affectyay ethay arryingcay apacitycay ancay alsoyay akemay ayay eciesspay oremay onepray otay ocallay extinctionyay (especiallyyay osethay ithway ayay ighhay ray). Activitiesyay uchsay asyay eforestationday, aterway ollutingpay, andyay overuseyay ofyay esticidespay ancay allyay ecreaseday ethay arryingcay apacitycay (increaseyay ethay environmentalyay esistanceray) andyay akemay opulationspay oremay usceptiblesay otay ocallay extinctionyay.

Ecognizingray ethay ifferencesday etweenbay eciesspay ithway ighhay atesray ofyay eproductionray andyay osethay ithway owlay intrinsicyay atesray ofyay increaseyay, ecologistsyay oftenyay escribeday ayay eciesspay asyay eingbay "electedr-say" oryay "Electedk-say" (Abletay 1). Osethay eciesspay osewhay opulationspay evelslay areyay ontrolledcay ybay eirthay eproductiveray atesray areyay efinedday asyay electedr-say ilewhay osethay osewhay eproductionray isyay ontrolledcay oremay ybay environmentalyay esistanceray areyay ermedtay Electedk-say.

Actorfay

electedr-say Electedk-say
Imateclay: Ariablevay andyay unpredictableyay otay ethay organismyay. Oarse-grainedcay iewvay ofyay ethay environmentyay andyay imetay. Onstantcay andyay edictablepray. Ine-grainedfay iewvay ofyay ethay environmentyay andyay imetay.
Urvivorshipsay: Ypetay IIIyay Ypetay Iyay & IIyay
Opulationpay Izesay:
  • Ariablevay (Otslay ofyay outbreaksyay).
  • On-equilibriumnay.
  • Elowbay arryingcay apacitycay.
  • Ecolinizationray eachyay yearay.
  • Onstantcay.
  • Atyay equilibriumyay.
  • Earnay arryingcay apacitycay.
  • Ittlelay ecolinizationray.
Ompetitioncay: Ariablevay, Axlay Eenkay
Electionsay Avorsfay:
  • Apidray evelopmentday
  • Ighhay eproductiveray ateray (ray)
  • Earlyyay eproductionray
  • Allsmay odybay izesay
  • Inglesay eproductionray
  • Owslay evelopmentday
  • Eatergray ompetitivecay abilityyay
  • Elayedday eproductionray
  • argerlay odybay izesay
  • Epeatedray eproductionray
Arentalpay Arecay: Ittlelay oryay onenay. Extendedyay.
Engthlay ofyay Ifelay: Esslay anthay ayay yearay Oremay anthay ayay yearay
Onsequencecay: Oductivitypray Efficiencyyay.

Abletay 1

E'reway ettinggay oseclay. Ealray opulationspay owshay uctuationsflay inyay ensityday inyay esponseray otay andomlyray angingchay environmentalyay allengeschay (asyay ellway asyay intrinsicyay ythmsrhay). Inyay omesay asescay ethay uctuationsflay areyay earlyclay ueday otay angeschay inyay ethay environmentyay, ilewhay atyay otheryay imestay ethay ariationsvay areyay otnay asyay earclay. Eway ancay imicmay esethay andomray effectsyay ybay andomlyray addingyay oryay ubtractingsay individualsyay omfray ethay urrentcay opulationpay izesay:

Inyay ethay aboveyay ormulafay ethay izesay ofyay nay isyay ecreasedday ybay ayay andomray amountyay andyay enthay increasedyay ybay ayay andomray amountyay (inyay Excelyay ethay ANDRAY() unctionfay eneratesgay ayay andomray umbernay etweenbay 0 andyay 1, osay ifyay eway ultiplymay atthay andomray umbernay ybay nay, nay illway ebay ecreasedday. Eway enthay addyay onyay anotheryay andomray amountyay esslay anthay nay. Ereforethay, nay illway ometimessay ebay argerlay oryay ometimessay allersmay. Isthay affectsyay ethay abilityyay ofyay ouryay odelmay organismsyay otay acktray erewhay eythay areyay inyay elationray otay ethay arryingcay apacitycay (kay). Ometimessay eythay "inkthay" eythay areyay elowbay ethay arryingcay apacitycay, enwhay actuallyyay eythay aymay ebay aboveyay ityay (andyay isavay ersavay). Oneyay ouldcay imagineyay anyay electedr-say eastbay, uchsay asyay ayay ugbay, ouldn'tway avehay ayay oodgay ideayay ofyay eirthay elationray otay ethay environmentyay andyay ouldcay akemay uchsay ayay "istakemay". Alternatelyyay, ifyay ethay environmentyay isyay apidlyray angingchay ethay odelmay opulationpay ightmay avehay oubletray ackingtray ityay accuratelyyay. Ethay aboveyay odelmay ouldway alsoyay itfay atthay enarioscay.