Process-based simulation library SALMO-OO for lake ecosystems. Part 2: Multi-objective parameter optimization by evolutionary algorithms

Ecological Informatics

Volumn 3, Issue 2, 2008, Pages 181-190

  Cao, Hongqing ^a   Recknagel, Friedrich ^a   Cetin, Lydia ^a   Zhang, Byron ^a  

^a UNIVERSITY OF ADELAIDE   (Australia)

Author keywords

Evolutionary algorithms; Genetic programming; Lake categories; Multi objective parameter optimization; SALMO OO

Indexed keywords

ALGORITHM; ECOLOGICAL MODELING; EQUATION; ESTIMATION METHOD; EVOLUTION; EXPERIMENTAL STUDY; GRAZING; GROWTH RESPONSE; LABORATORY METHOD; LAKE ECOSYSTEM; METABOLISM; MORTALITY; OPTIMIZATION; RESPIRATION; ZOOPLANKTON;

AFRICA; CENTRAL EUROPE; EURASIA; EUROPE; GERMANY; SOUTH AFRICA; SOUTHERN AFRICA; SUB-SAHARAN AFRICA;

ALGAE; BACILLARIOPHYTA; CHLOROPHYTA; CYANOBACTERIA;

EID: 44449128824     PISSN: 15749541     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ecoinf.2008.02.001     Document Type: Article

References (19)

1. Arhonditsis G.B., and Brett M.T. Eutrophication model for Lake Washington (USA) Part I-Model description and sensitivity analysis. Ecological Modelling 187 (2005) 140-178
2. Arhonditsis G.B., and Brett M.T. Eutrophication model for Lake Washington (USA) Part II-model calibration and system dynamics analysis. Ecological Modelling 187 (2005) 179-200
3. Bäck T., Hammel U., and Schwefel H.-P. Evolutionary computation: comments on the history and current state. IEEE Transaction on Evolutionary Computation 1 1 (1997) 5-16
4. Banzhaf W., Nordin P., Keller R.E., and Francone F.D. Genetic Programming: An Introduction on the Automatic Evolution of Computer Programs and its Applications (1997), Morgan Kaufmann
5. Benndorf J., and Recknagel F. Problems of application of the ecological model SALMO to lakes and reservoirs having various trophic states. Ecological Modeling 17 (1982) 129-145
6. Cao H., Recknagel F., Welk A., Kim B., and Takamura N. Hybrid evolutionary algorithm for rule set discovery in time-series data to forecast and explain algal population dynamics in two lakes different in morphometry and eutrophication. In: Recknagel F. (Ed). Ecological Informatics. 2nd edition (2006), Springer-Verlag, Berlin 330-342 Heidelberg, New York
7. Goldberg D.E. Genetic Algorithms in Search, Optimization and Machine Learning (1989), Addison Welsey, Reading, MA
8. Hongping P., and Jianyi M. Study on the algal dynamic model for West Lake, Hangzhou. Ecological Modelling 148 (2002) 67-77
9. Koza J.R. Genetic Programming: On the Programming of Computers by Means of Natural Selection (1992), MIT Press, Cambridge, MA
10. Koza J.R. Genetic Programming II: Automatic Discovery of Reusable Programs (1994), MIT Press, Cambridge, MA
11. Radtke E., and Straškraba M. Self-optimization in a phytoplankton model. Ecological Modelling 9 (1980) 247-268
12. Recknagel F., and Benndorf J. Validation of the ecological simulation model SALMO. Internationale Revue der Gesamten Hydrobiologie 67 1 (1982) 113-125
13. Recknagel F. A comprehensive sensitivity analysis for an ecological simulation model. Ecological Modelling 26 (1984) 77-96
14. Recknagel F., Cetin L.T., and Zhang B. Process-based simulation library SALMO-OO for lake ecosystems. Part 1: Object-oriented implementation and validation. Ecological Informatics 3 (2008) 170-180
15. Recknagel, F., Ginkel, C., Cao, H., Cetin, L., and Zhang, B., submitted for publication. Generic limnological models on the touchstone: testing the lake simulation library SALMO-OO and the rule-based Microcystis agent for warm-monomictic hypertrophic lakes in South Africa. Ecological Modelling (submitted).
16. Saenger, H., 1985. Water quality management of the Weida reservoir (in German). Honours thesis. Dresden University of Technology, Dresden.
17. Parker R.A. Simulation of an aquatic ecosystem. Biometrics 24 (1968) 803-820
18. Park R.A., et al. A generalised model for simulation lake ecosystems. Simulation (1974) 33-50
19. Van Ginkel C.E., Silberbauer M.J., Du Plessis S., and Carelsen C.I.C. Monitoring microcystin taxin and chlorophyll in five South African impoundments. Verhandlungen: Internationale Vereinigung für Theoretische und Angewandte Limnologie 29 (2006) 1611-1616