Studying)the)influence)of)ver2cal) mixing)on)phytoplankton)growth)) with)a)quasi<2D)NP)model) L."Hahn>Woernle1 " "H.A."Dijkstra1 " "H.J."van"der"Woerd2" 1"IMAU,"University"of"Utrecht,"The"Netherlands."""2"IVM,"Vrije"Universiteit"Amsterdam,"The"Netherlands." l.hahn>[email protected]" 2."Measurement"Data" Can"we"make"use"of"satellite"ocean" color"data"to"esHmate"verHcal"mixing?" 1."MoHvaHon" In" summer" 2009" and" spring" 2011," physical," opHcal," chemical," and" biological" profiles" were" measured" along"the"transect"shown"in"Fig."2"as" part"of"the"STRATIPHYT"project."The" summer" ver2cal) mixing) coefficient) KT)(Fig."3a)"shows"high"values"at"the" surface" for" the" whole" transect" separaHng" a" strongly" mixed) layer" (ML)" from" the" moderately" mixed" water"column"below"[2]." " In" Fig." 3b" the" summer" Chl>a" concentraHon" along" the" transect" is" given." The" data" shows" a" transiHon" from" a" deep) chlorophyll) maximum) (DCM)" in" the" south" to" an" upper" chlorophyll) maximum) (UCM)" in" the" north."The"difference"in"the"depth"of" the" growth" regime" is" strongly" coupled" to" the" annual" evoluHon" of" t h e" m i x i n g" p r o fi l e ." S p r i n g" measurements"of"northern"laHtudes" (not"shown)"show"deep"mixing"while" southern" staHons" are" straHfied" having" significant" consequences" for" the" nutrient" availability" in" the" ML" and"therefore"on"the"phytoplankton" growth"over"the"year."" " Fig."3a:"VerHcal"Mixing"Coefficient"(Summer"‘09)" Fig."1:"MODIS"Aqua"Satellite"Data"(oceancolor.gsfc.nasa.gov/)" Fig."1"shows"the"chlorophyll<a)(Chl<a))surface"concentraHon"(indicator"for" phytoplankton"abundance)"measured"by"MODIS"Aqua."The"data"is"ploRed" over"3"years"along"a"track"in"the"North"AtlanHc"(Fig."2)." " The"Chl>a"concentraHon"follows"the"annual"cycle"of"daylight."AddiHonally" strong" localized" maxima," which" sustain" only" for" short" periods," characterize" the" growth" behavior" of" phytoplankton." The" origin" of" these" maxima" is" assumed" to" be" strongly" coupled" to" the" verHcal" mixing" of" the" water"column"since"it"provides"nutrient>rich"water"from"below"[1]." " The" aim" of" this" project" is" to" develop" a" phytoplankton>turbulence" model"in"which"surface"phytoplankton"satellite"data"is"assimilated"to" determine"properHes"of"the"verHcal"mixing." " Here" we" apply" observed" verHcal" mixing" to" an" advecHon>diffusion> reacHon"phytoplankton)growth)model)(PGM)"to"study"the"effect"of" the"different"mixing"profiles"on"the"phytoplankton"distribuHon."We" find" that" the" relaHve" nutrient" flux" is" an" effecHve" measure" which" correlates" the" strength" of" the" verHcal" mixing" to" surface" Chl>a" concentraHon." 3."Model"&"Method" Fig."4:"PGM"scheme" x" The" PGM" simulates" the" growth" of" one" phytoplankton" species" dependent" on" the" availability" of" light" and" nutrients" in" a" mixed" water"column"(based"on"[3],"schemaHc"set>up"in" Fig."4)."" " The" local" phytoplankton) concentra2on) P% depends" on" 4" processes" (Eq." 1)" on" which" the" verHcal" mixing" has" different" influences." It" acHvely"moves"the"cells"in"the"water"column"and" weakens"the"effect"of"the"sinking."Since"verHcal" mixing"also"alters"the"nutrient)density)N"due"to" resupply" of" deep," nutrient>rich" water" to" the" euphoHc"layer"(Eq."2),"its"strength"influences"the" rate"of"growth"in"nutrient"limited"systems." " x" (1)" " In"order"to"understand"the"influence"of" different" verHcal" mixing" profiles" we" proceeded"in"two"steps:" " 1. PGM"parameters"were"calibrated"to" reproduce" in>situ" data" for" 3" reference" staHons:" the" Southern" staHon" at" 41N" (DCM)" and" the" Northern" staHon" at" 61N" (UCM)," both" of" the" summer" cruise" (red" boxes" Fig.3)," and" of" the" spring" cruise"the"Transi2on"staHon"at"46N" (UCM"to"DCM,"not"shown)."" Fig."2:"StraHphyt"staHons"(projects.nioz.nl/straHphyt)" 5."Conclusions" " Applying"in"situ"verHcal"mixing"to"the"PGM"at"3" calibrated"reference"staHons"shows"strong"sensiHvity" of"the"modeled"phytoplankton"growth"to"the"verHcal" mixing." " The"relaHve"nutrient"flux"ρN"correlates"to"the"surface"P" and"hereby"connects"verHcal"mixing"characterisHcs"to" surface"Chl>a"data." " The"results"of"the"sensiHvity"analysis"encourage"us"that" we"will"achieve"our"main"aim:"determining"properHes" of"the"verHcal"mixing"based"on"ocean"color"data.") Reference"staHon" Fig."3b:"Chlorophyll>a"(Summer"’09)" References) [1]" Mahadevan," A.," E." D’Asaro," C." Lee," and" M.J." Perry," 2012," Eddy>driven" StraHficaHon" IniHates"North"AtlanHc"Spring"Phytoplankton"Blooms."Science,"337(6090):54>56." [2]"Jurado,"E.","H.J."van"der"Woerd,"and"H.A."Dijkstra,"2012,"Microstructure"measurements" along" a" quasi>meridional" transect" in" the" northeastern" atlanHc" ocean." J." Geophys." Res.> Oceans,"117:C04014." [3]" Ryabov," A.," L." Rudolf," and" B." Blasius," 2010," VerHcal" distribuHon" and" composiHon" of" phytoplankton"under"the"influence"of"an"upper"mixed"layer."J."Theor."Bio.,"263(1):120>133." 4."Model"results" Southern"StaHon" Northern"StaHon" (2)" To" measure" the" effect" of" single" verHcal" mixing" profiles" on" the" phytoplankton" growth," the" rela2ve) nutrient)flux)ρN"was"defined"as:" i ρ Ni = ∂N (z) ∂z i = 1,…, 30 ∂N ref (z) ref KT (z) (3)" ∂z KTi (z) where" ref" indicates" the" quanHHes" of" the" correspondent" reference" 2. In>situ" verHcal" mixing" profiles" of" staHon." The" notaHon" ā" stands" for" both" seasons" (in" total" 30)" were" the"verHcal"average"of"a." applied" to" each" reference" staHon" and" were" run" for" 500" days" keeping" model"parameters"unchanged." Post<it)comments) Reference"staHon" Fig."5:"PGM"results"for"P"based"on"the"Southern"(leq)"and"Northern"(right)"staHon"with"summer"verHcal"mixing"(Fig.3a)" The" PGM" results" in" Fig." 5" show" that" the" phytoplankton" concentraHon" does" not" only" depend" on" the" different" model" calibraHon" (compare" Southern" to" Northern" staHon)" but" also" strongly" on" the" characterisHcs" of" the" verHcal" mixing." While" summer"verHcal"mixing"leads"to"different"states"of"the"DCM"for"the" Southern" staHon," the" Northern" staHon" remains" mainly" in" a" UCM" with"varying"intensity"for"the"same"verHcal"mixing." " In"Fig."6"the"depth"integrated"P"is"ploRed"as"total"biomass"against" the" depth" of" the" nutricline." Systems" which" where" not" nutrient" limited"can"be"found"on"the"y>axis."Nutrient"limited"systems"show" a" trend" towards" more" biomass" for" a" shallowing" nutricline." For" these" systems" the" relaHve" nutrient" flux" (Eq." 3)" is" ploRed" against" the" normalized" surface" P" (mean" over" first" 20m" divided" by" reference" surface" P)" in" Fig." 7." The" weak" nutrient" flux" at" the" Southern"staHon"leads"to"a"wide"range"of"ρN"and"a"separate"x>axis" is"chosen."" ) ) A"clear"correlaHon"for"which" )higher)surface)P%occurs)with)increasing)ρN% "is"found"for"all"3"reference"staHons." " My)homepage) QuesHon?" "Comment!" "Contact."" !" THANK"YOU"FOR"YOUR"INTEREST." Fig."6:"Total"biomass"as"funcHon"of"the"depth"of"the" nutricline"for"the"3"reference"staHons" Fig."7:"Normalized"surface"P"as"funcHon"of""ρN"for" the"3"reference"staHons"
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