Ecological Systems as Complex Systems

download Ecological Systems as Complex Systems

of 16

Transcript of Ecological Systems as Complex Systems

  • 8/10/2019 Ecological Systems as Complex Systems

    1/16

    Diversity 2010, 2, 395-410; doi:10.3390/d2030395

    OPEN ACCESS

    diversityISSN 1424-2818

    www.m dpi.co m /journal/diversit

    Article

    Ecological Systems as Complex Systems: Challenges o! an

    Eme!ging Science

    "a#h$! Anan#1%

    &% An#!e' (on)ale)2% *!+#+!ic ($icha!#

    2% ,$!e .olasa

    /an# ael Pa!!ott

    4

    1

    !c"ool o# $nvironmental !ciences, %niversit o# &uelp", &uelp", 'ntario, (1& 2)1, *anada2+epartment o# iolo, c&ill %niversit, ontral ueec, 3 11, *anada;

    $-ails: andrew.onalem cill.ca6.&.7; #red.uic"ard m cill.ca68.&.73

    +epartment o# iolo, caster %niversit, amilton, 'ntario, ! 41, *anada;

    $-ail:

  • 8/10/2019 Ecological Systems as Complex Systems

    2/16

    Diversity 2010, 2 140

    1 Int!o#$ction

    !ince seminal pulications on t"e suject D1,2E, t"e stud o# Fecoloical compleBitG "as ained

    momentum. $Bamples o# t"is trend can e #ound in recent oo

  • 8/10/2019 Ecological Systems as Complex Systems

    3/16

    Diversity 2010, 2 141

    power-laws D15E. !imple measures suc" as t"ese can e used to distinuis" a random or "omoenous

    ecoloical pattern #rom a compleB one and ma serve as dianostic tools to detect c"anes in t"e state

    o# an ecosstem D1IE, as we s"all illustrate in suseJuent sections.

    *ig$!e 1 @emporal, spatial and structural sinatures o# simple ordered and disorderedsstems versus a compleB sstem. 3a !inusoidal time series; ordered spatial pattern;

    reular networE.

    owever, application o# *!! to ecolo reJuires t"at compleB sinatures distinuis" random #rom

    non-random ecoloical processes. @"is can e seen comparin 8iure 1 and 1c, in particular t"e

    temporal, spatial or structural sinatures s"own in t"e last column. @"us, o# interest to *!! are patterns

    and structures t"at arise #rom non-random processes. @"is points to anot"er major contriution o# *!!

    to ecolo: t"e oservation t"at simple models, wit" certain

  • 8/10/2019 Ecological Systems as Complex Systems

    4/16

    Diversity 2010, 2 142

    well-de#ined, unc"anin spatiotemporal environments. @"e use o# simple models can improve our

    understandin o# ecoloical dnamics and t"e mec"anistic oriins o# oserved patterns D1E. *lassical

    models #rom *!! emp"asie t"e importance o# local interactions etween t"e MparticlesN #or t"e

    #ormation o# sel#-oranied structure at larer scales D19E, and indeed t"ese tpes o# models "ave een

    ale to eBplain t"e eBistence o# surprisin ecoloical patterns D20-22E.

    Hn t"e #ollowin susections, we elaorate on "ow simple measures and models #rom *!! "ave

    improved our understandin in t"ree important areas o# ecolo, namel #ood wes, patc" dnamics

    and population #luctuations.

    2-2- ood ebs

    8ood we t"eories "ave traditionall emp"asied t"e stud o# stailit and compleBit in relation to

    t"e structure o# trop"ic interactions. Oecent researc" in rap" t"eor and networ,2E and t"e prediction o# patterns o# coeBtinction D29E. !uc" results are re-#uelin t"e

    deate aout w"et"er ecoloical communities assemle towards structures t"at #avor persistence and

    dnamic stailit D30,31E.

    )"ile t"e aove researc" "as contriuted to t"e c"aracteriation o# t"e static structures o# #ood

    wes, new dnamic models o# population dnamics #rom *!! "ave s"ed li"t on t"e stud o# "ow

    #ood we structures assemle and c"ane over time D32-3IE. @"ese models reproduce man

    p"enomena oserved in empirical data suc" as power law scalin o# speciation and eBtinction events,

    non-random 6ut not scale-#ree7 networ< structure and relativel s"ort #ood c"ain lent"s. !imilar to

    traditional otE. Hn t"ese models, species are represented diital

    FenomesG. ow levels o# mutation durin reproduction allow a speciesN enome to evolve, enalin a

    species to adapt its interaction strent"s and ot"er parameters. !uc" dnamic models enerate

    spatio-temporal data on interaction wes 6not just predator-pre networ

  • 8/10/2019 Ecological Systems as Complex Systems

    5/16

    Diversity 2010, 2 14/

    creatin new avenues o# researc" in ecolo, suc" as studies o# species co-evolution and t"e #ormation

    o# ecoloical communities, suc" models ma enale ecoloists to draw parallels etween t"e dnamics

    o# ecoloical networ

  • 8/10/2019 Ecological Systems as Complex Systems

    6/16

    Diversity 2010, 2 144

    variationG in population densities D50,51E is a sinature o# a power law relations"ip etween t"e

    #reJuenc and t"e variance o# population #luctuations. ore speci#icall, population #luctuations wit"

    a 1/f

    pattern "ave a variance 6power7 t"at is proportional to t"e reciprocal o# #reJuenc 6f7; t"e

    dominance o# low #reJuencies enenders t"e propert o# increasin variance and a lon-term

    autocorrelation in densities over time. Hn an analsis o# 544 lon-term population time series Hnc"austi

    and alle #ound t"at t"e distriution o# spectral eBponents centered on a median value o# 1.0

    indicatin t"at man populations "ave a 1/f distriution D52E. *!! "as paid special attention to 1/f

    #luctuations, w"ere eta is eJual to one ecause t"is is indicative o# scale invariance, a propert tpical

    o# man compleB p"enomena li

  • 8/10/2019 Ecological Systems as Complex Systems

    7/16

    Diversity 2010, 2 146

    current and #uture states. )e emp"asie t"e importance o# memor and environmental variailit

    ecause t"ese are 1E. promisin measure o# compleBit re#lectin t"e

    dnamics o# diversit 6dnamical entrop7, t"at eBplicitl eBamine t"e relations"ips etween diversit,

    compleBit, perturation and stailit "as also een recentl proposed D>2E. Hnterestinl, a new

    measure #ounded in "ierarc" t"eor D55E #inds t"at "i"est levels o# compleBit occur at intermediate

    derees o# interation and low levels o# perturation. numer o# ot"er indicators "ave een

    proposed, includin increasin variance and increasin autocorrelation in 3E. (ew measures w"ic" attempt to interate disturance and variailit, into classical

    measures o# compleBit, will e o# particular dianostic value in studies o# loal ecoloical c"ane.8urt"ermore, approac"es t"at provide #urt"er understandin on t"e lin4,>5E.

  • 8/10/2019 Ecological Systems as Complex Systems

    8/16

    Diversity 2010, 2 147

    *ig$!e 2 n illustration o# t"e components o# ecoloical compleBit. *ompleB ecoloical

    sstems 6e.., #orests4 are t"ose in w"ic" structure 6e.., ap-sie distriution7 and

    dnamics 6e.., succession7 derive #rom memor-ased 6e.., previous tree #alls, seed

    anIE. $Bamples include diapause es, seed an>,>E.

    +isturance 6#ire, drou"t7 ma create "i"l persistent patterns at t"e landscape scale t"at ma entrain

    #uture ecosstem processes D>I,>9,0E. emor implies t"at t"e sstem can draw upon past events toin#orm current and #uture e"aviour; t"is is tpicall t"e propert o# t"e oranism. 8or eBample, recent

    results suest t"at oranisms can en"ance t"eir #itness drawin upon t"e memor o# past pre

  • 8/10/2019 Ecological Systems as Complex Systems

    9/16

    Diversity 2010, 2 149

    Jualit, or distriution, w"en #orain D1,2E. 8rom an oserverPs perspective, memor is mani#ested

    a stron temporal dependence in t"e dnamics o# an ecoloical sstem D3E. odelin

    memor-ased sstems can e ac"ieved incorporatin autocorrelation or a time-la into t"e model

    structure D4E, ut it remains a c"allene et to e addressed man *!! models. @"e trend in

    individual-ased models D5E 6H7 is to incorporate memor allowin FaentsG to ma

  • 8/10/2019 Ecological Systems as Complex Systems

    10/16

    Diversity 2010, 2 148

    rupture, and eart"JuaE and collapse dnamics can

    more enerall e applied to wild#ires, disease and insect outrea

  • 8/10/2019 Ecological Systems as Complex Systems

    11/16

    Diversity 2010, 2 14

    @"is article was orn out o# an oranied oral session entitled FiocompleBit !calin: an

    ecoloical perspectiveG at t"e 2004 nnual eetin o# t"e $coloical !ociet o# merica. @"e aut"ors

    t"an< ndrea elrano, ai-ian i, t"e late $ri< Oauc" and +avid !c"neider #or also presentin

    papers in t"e session and earlier discussions. 8undin is rate#ull ac

  • 8/10/2019 Ecological Systems as Complex Systems

    12/16

    Diversity 2010, 2 160

    1. &rimm, L.; Oevilla, $.; erer, %.; =eltsc", 8.; ooij, )..; Oailsac0-14>>.

    2>. &irvan, .; (ewman, .$.=. *ommunit structure in social and ioloical networ21->2I.

    2. rause, .$.; 8ran.

    31. elian, *.=.; ascompte, =. *ompleB networ05->0.

    32. )illiams, O.=.; artine, (.+. !imple rules ield compleB #ood wes. at"re 2000, 0,

    10-13.33. Oi

  • 8/10/2019 Ecological Systems as Complex Systems

    13/16

    Diversity 2010, 2 161

    3. Karrott, .; o5-99.

    39. )ilson, ). !imulatin ecoloical and evolutionar sstems in *. *amride %niversit Kress:

    (ew Sor44.

    42. )iens, =. Kopulation responses to patc" environments.Ann"- Rev- $col- .yst- 197, =, 1-120.

    43. Kic5.

    45. Kanutti, *.; ou, .; nand, . Kropaation o# local interactions create loal ap structure

    and dnamics in a tropical rain#orest.?- 5heor- iol- 2009, 2=, 1I-11.

    4I. )ootton, =.@. ocal interactions predict lare-scale pattern in empiricall derived cellular

    automata.at"re 2001, 13, 41-44.

    4>. &uic"ard, 8.; alpin, K..; llison, &.).; uc"enco, =.; ene, .. ussel disturance

    dnamics: !inatures o# oceanorap"ic #orcin #rom local interactions. Amer- at"ralist 200/,

    1.

    49. Kascual, .; &uic"ard, 8. *riticalit and disturance in spatial ecoloical sstems. 5rend- $col-$vol- 2006, 20, -95.

    50. awton, =. . Kopulation +namicsCore time means more variation. at"re 188, 33,

    5I3-5I3.

    51. Kimm, !.; Oed#earn, . @"e variailit o# natural populations.at"re 188, 33, I13-I14.

    52. Hnc"austi, K.; alle, =. @"e lon-term temporal variailit and spectral colour o# animal

    populations.$vol- $col- Res- 2002, , 1033-104.

    53. !ole, O.L.; anruia, !.*.; enton, .=.; au##man, !.; a

  • 8/10/2019 Ecological Systems as Complex Systems

    14/16

    Diversity 2010, 2 162

    I1. )"ite, .; eon, .; owers, O.&. $Bplainin t"e colour o# power spectra in c"aotic ecoloical

    models.!roc- Roy- .oc- ondon .er- - 17, 231-1>3>.

    I2. @alor, K.=. 8nr"ly &omple'ity: $colo%y) nterpretation) $n%a%ement; %niversit o# *"icao

    Kress: *"icao, H, %!, 2005; p. 29.

    I3. nand, .; 'rloci, . *ompleBit in plant communities: @"e notion and Juanti#ication.?- 5heor-

    iol- 17, 1=9, 1>9-1I.

    I4. +ale, ..; nand, .; +esroc"ers, O.$. easurin in#ormation-ased compleBit across scales

    usin cluster analsis.$col- nform- 2009, 2, 121-12>.

    I5. i, !.*.; *"an, .; Ken, 8..; )an, S.. Hndicatin landscape #ramentation usin -R

    compleBit.$col- ndic- 200, 9, >0->90.

    II. KroulB, O.; Karrott, . easures o# structural compleBit in diital imaes #or monitorin t"e

    ecoloical sinature o# an old-rowt" #orest ecosstem.$col- ndic- 2008, , 2>0-24.

    I>. c*ann, .!. @"e diversit-stailit deate.at"re 2000, 0#, 22-233.

    I. orda-de-ua, .; uell, !.K.; cllister, . !pecies-area curves, diversit indices, and

    species aundance distriutions: multi#ractal analsis.Amer- at"ralist 2002, 1#9, 13-155.

    I9. Oicotta, *.; nand, . !patial compleBit o# ecoloical communities: ridin t"e ap etween

    proailistic and non-proailistic uncertaint measures.$col- Model- 2007, 19=, 59-II.

    >0. uJue, .; allesteros, 8.=.; 8ernande, . Lariances as order parameter and compleBit

    measure #or random oolean networMath- @en- 2006, 3, 1031-103.

    >1. urp", .@.; ovett-+oust, =. *onteBt and connectivit in plant metapopulations and landscape

    mosaics: does t"e matriB matterQ i+os 2004, 10#, 3-14.

    >2. +emetrius, .; &undlac", L..; 'c"s, &. *ompleBit and demorap"ic stailit in populationmodels. 5heor- !op- iol- 2004, 3. !c"e##er, .; ascompte, =.; roc

  • 8/10/2019 Ecological Systems as Complex Systems

    15/16

    Diversity 2010, 2 16/

    1. ilinsased Modelin% and $colo%y; Krinceton %niversit Kress:

    Krinceton, (=, %!, 2005; p. 42.

    I. assell, .; &od#ra, .; *omins, . $##ects o# loal c"ane on t"e dnamics o# insect

    "ost-parasitoid interactions.iotic nteraction- @lob- &han%e 1/, 402-423.

    >. alle, =. . $colo, evolution and 1/#-noise. 5rend- $col- $vol"t- 17, 11, 33-3>.

    . Oipa, =.; Hves, .O. 8ood we dnamics in correlated and autocorrelated environments. 5heor-

    !op- iol- 200/,

  • 8/10/2019 Ecological Systems as Complex Systems

    16/16

    Diversity 2010, 2 164

    101. *oreau, .; Kina, &.; @"ompson, =.+.; *"eptou, K.'.; ermet, . @"e rise o# researc" on

    #utures in ecolo: realancin scenarios and predictions.$col- ett- 200, 12, 12>>-12I.

    U 2010 t"e aut"ors; licensee olecular +iversit Kreservation Hnternational, asel, !witerland.

    @"is article is an open-access article distriuted under t"e terms and conditions o# t"e *reative

    *ommons ttriution license 6"ttp://creativeco mm ons.or/licenses//3.0/7.

    http://creativecommons.org/licenses/by/3.0/http://creativecommons.org/licenses/by/3.0/