“…Several marine ecosystem models have been developed in recent years for understanding, quantifying and predicting key biogeochemical processes in the oceans (e.g., Evans and Parslow, 1985;Fasham et al, 1990;Doney et al, 1996;Oschlies and Garçon, 1999;Pondaven et al, 2000;Fennel et al, 2003a,b;Lima and Doney, 2004). Before routine use of parameter optimization techniques, models were typically optimized by tuning parameters manually until the model output "fits" the observations (e.g., Fasham et al, 1990).…”