@article{fdi:010088515, title = {{A} comparison of global estimates of marine primary production from ocean color}, author = {{C}arr, {M}. {E}. and {F}riedrichs, {M}. {A}. {M}. and {S}chmeltz, {M}. and {A}ita, {M}. {N}. and {A}ntoine, {D}. and {A}rrigo, {K}. {R}. and {A}sanuma, {I}. and {A}umont, {O}livier and {B}arber, {R}. and {B}ehrenfeld, {M}. and {B}idigare, {R}. and {B}uitenhuis, {E}. {T}. and {C}ampbell, {J}. and {C}iotti, {A}. and {D}ierssen, {H}. and {D}owell, {M}. and {D}unne, {J}. and {E}saias, {W}. and {G}entili, {B}. and {G}regg, {W}. and {G}room, {S}. and {H}oepffner, {N}. and {I}shizaka, {J}. and {K}ameda, {T}. and {L}e {Q}uere, {C}. and {L}ohrenz, {S}. and {M}arra, {J}. and {M}elin, {F}. and {M}oore, {K}. and {M}orel, {A}. and {R}eddy, {T}. {E}. and {R}yan, {J}. and {S}cardi, {M}. and {S}myth, {T}. and {T}urpie, {K}. and {T}ilstone, {G}. and {W}aters, {K}. and {Y}amanaka, {Y}.}, editor = {}, language = {{ENG}}, abstract = {{T}he third primary production algorithm round robin ({PPARR}3) compares output from 24 models that estimate depth- integrated primary production from satellite measurements of ocean color, as well as seven general circulation models({GCM}s) coupled with ecosystem or biogeochemical models. {H}ere we compare the global primary production fields corresponding to eight months of 1998 and 1999 as estimated from common input fields of photosynthetically-available radiation ({PAR}), sea-surface temperature ({SST}), mixed-layer depth, and chlorophyll concentration. {W}e also quantify the sensitivity of the ocean-color-based models to perturbations in their input variables. {T}he pair-wise correlation between ocean-color models was used to cluster them into groups or related output, which reflect the regions and environmental conditions under which they respond differently. {T}he groups do not follow model complexity with regards to wavelength or depth dependence, though they are related to the manner in which temperature is used to parameterize photosynthesis. {G}lobal average {PP} varies by a factor of two between models. {T}he models diverged the most for the {S}outhern {O}cean, {SST} under 10 °{C}, and chlorophyll concentration exceeding 1 mg {C}hl m 3 . {B}ased on the conditions under which the model results diverge most, we conclude that current ocean-color-based models are challenged by high-nutrient low-chlorophyll conditions, and extreme temperatures or chlorophyll concentrations. {T}he {GCM}-based models predict comparable primary production to those based on ocean color: they estimate higher values in the {S}outhern {O}cean, at low {SST}, and in the equatorial band, while they estimate lower values in eutrophic regions (probably because the area of high chlorophyll concentrations is smaller in the {GCM}s). {F}urther progress in primary production modeling requires improved understanding of the effect of temperature on photosynthesis and better parameterization of the maximum photosynthetic rate.}, keywords = {{ATLANTIQUE} ; {PACIFIQUE} ; {OCEAN} {INDIEN} ; {MEDITERRANEE} ; {ARCTIQUE} {OCEAN}}, booktitle = {}, journal = {{D}eep {S}ea {R}esearch {P}art {II} {T}opical {S}tudies in {O}ceanography}, volume = {53}, numero = {5-7}, pages = {741--770}, ISSN = {0967-0645}, year = {2006}, DOI = {10.1016/j.dsr2.2006.01.028}, URL = {https://www.documentation.ird.fr/hor/fdi:010088515}, }