@article{fdi:010068950, title = {{N}et primary productivity estimates and environmental variables in the {A}rctic {O}cean : an assessment of coupled physical-biogeochemical models}, author = {{L}ee, {Y}. {J}. and {M}atrai, {P}. {A}. and {F}riedrichs, {M}. {A}. {M}. and {S}aba, {V}. {S}. and {A}umont, {O}livier and {B}abin, {M}. and {B}uitenhuis, {E}. {T}. and {C}hevallier, {M}. and de {M}ora, {L}. and {D}essert, {M}. and {D}unne, {J}. {P}. and {E}llingsen, {I}. {H}. and {F}eldman, {D}. and {F}rouin, {R}. and {G}ehlen, {M}. and {G}orgues, {T}homas and {I}lyina, {T}. and {J}in, {M}. {B}. and {J}ohn, {J}. {G}. and {L}awrence, {J}. and {M}anizza, {M}. and {M}enk{\`e}s, {C}hristophe and {P}erruche, {C}. and {L}e {F}ouest, {V}. and {P}opova, {E}. {E}. and {R}omanou, {A}. and {S}amuelsen, {A}. and {S}chwinger, {J}. and {S}eferian, {R}. and {S}tock, {C}. {A}. and {T}jiputra, {J}. and {T}remblay, {B}. and {U}eyoshi, {K}. and {V}ichi, {M}. and {Y}ool, {A}. and {Z}hang, {J}. {L}.}, editor = {}, language = {{ENG}}, abstract = {{T}he relative skill of 21 regional and global biogeochemical models was assessed in terms of how well the models reproduced observed net primary productivity ({NPP}) and environmental variables such as nitrate concentration ({NO}3), mixed layer depth ({MLD}), euphotic layer depth ({Z}(eu)), and sea ice concentration, by comparing results against a newly updated, quality-controlled in situ {NPP} database for the {A}rctic {O}cean (1959-2011). {T}he models broadly captured the spatial features of integrated {NPP} (i{NPP}) on a pan-{A}rctic scale. {M}ost models underestimated i{NPP} by varying degrees in spite of overestimating surface {NO}3, {MLD}, and {Z}(eu) throughout the regions. {A}mong the models, i{NPP} exhibited little difference over sea ice condition (ice-free versus ice-influenced) and bottom depth (shelf versus deep ocean). {T}he models performed relatively well for the most recent decade and toward the end of {A}rctic summer. {I}n the {B}arents and {G}reenland {S}eas, regional model skill of surface {NO}3 was best associated with how well {MLD} was reproduced. {R}egionally, i{NPP} was relatively well simulated in the {B}eaufort {S}ea and the central {A}rctic {B}asin, where in situ {NPP} is low and nutrients are mostly depleted. {M}odels performed less well at simulating i{NPP} in the {G}reenland and {C}hukchi {S}eas, despite the higher model skill in {MLD} and sea ice concentration, respectively. i{NPP} model skill was constrained by different factors in different {A}rctic {O}cean regions. {O}ur study suggests that better parameterization of biological and ecological microbial rates (phytoplankton growth and zooplankton grazing) are needed for improved {A}rctic {O}cean biogeochemical modeling.}, keywords = {{ARCTIQUE}}, booktitle = {}, journal = {{J}ournal of {G}eophysical {R}esearch : {O}ceans}, volume = {121}, numero = {12}, pages = {8635--8669}, ISSN = {2169-9275}, year = {2016}, DOI = {10.1002/2016jc011993}, URL = {https://www.documentation.ird.fr/hor/fdi:010068950}, }