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Parameter Optimization and Validation of a Marine Biogeochemical Model using a Hybrid Algorithm.
Rückelt, Johannes, Sauerland, Volkmar , Slawig, Thomas, Srivastav, Anand, Ward, B. and Patvardhan, C. (2009) Parameter Optimization and Validation of a Marine Biogeochemical Model using a Hybrid Algorithm. . Bericht / Institut für Informatik der Christian-Albrechts-Universität zu Kiel, 0919 . Christian-Albrechts-Universität zu Kiel. Institut für Informatik , Kiel, Germany, 32 pp.
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Abstract
Sensitivity computations, parameter identification and optimiza-tion for an 1-D marine biogeochemical model ofN P ZDtype are pre-sented. For the optimization a hybrid algorithm combining quantum-evolutionary and local gradient-based search methods is used. It turnsout to be an efficient and flexible tool for optimization and can beeasily adopted for other simulation models. For the model under in-vestigation attainable data could be exactly identified. For realisticmeasurement data we argue that a certain parameter set leading toa non-optimal fit cannot be improved. Moreover we show that datauncertainty leads to a significant parameter spread. Thus we concludethat theN P ZDmodel needs to be modified or extended, maybe in-cluding a modification of external forcings and/or initial conditions.
Document Type: | Report (Research Report) |
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Research affiliation: | Kiel University > Kiel Marine Science OceanRep > The Future Ocean - Cluster of Excellence |
Publisher: | Christian-Albrechts-Universität zu Kiel. Institut für Informatik |
Projects: | Future Ocean |
Date Deposited: | 27 Aug 2019 09:26 |
Last Modified: | 03 Nov 2023 13:24 |
URI: | https://oceanrep.geomar.de/id/eprint/47578 |
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