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Biogeochemical Modelling of Sediments, Lakes and Oceans
Last Updated: 2026-02-05 16:36:53
Abstract
In this course, the students acquire skills to implement, evaluate and analyse the results of basic numerical models for the simulation of biogeochemical processes in aquatic systems using Python, to interpret and document model results, and to critically discuss model limitations. The focus of the course is on practical applications.
Objective
The aim of this course is to encourage and enable students to develop, test and apply basic numerical models for a range of biogeochemical applications, and to interpret model results.
Content
Numerical models are useful tools for the evaluation of processes in complex systems, the interpretion of observational data, and the projection of the response of a system beyond the range of observations. In this course, the students acquire skills to implement and test basic numerical models for the simulation of biogeochemical processes in aquatic systems using Python, to interpret and document model results in written and oral form, and to critically discuss model limitations. The course includes the following topics: - Formulation of transport and reaction equations describing aquatic systems - Numerical recipes (discretization in time and space, finite differences, initial and boundary conditions) - Implementation of simple models in Python (box models, 1D-models, with applications from sediments, lakes, and oceans) - Techniques for applied modelling & model testing (sensitivity analysis, parameter estimation) - Model evaluation against observational data (model evaluation metrics in space and time) - Interpretation and documentation of model results - Model applications in current aquatic research (recent examples from the scientific literature)
Resources
Lecture Notes
Presentation slides, exercises, and some background material will be provided.
Literature
DM Glover, WJ Jenkins, SC Doney, 2011. Modeling Methods for Marine Science, Cambridge University Press K Soetaert, PMJ Herman, 2009. A Practical Guide to Ecological Modelling, Springer E Holzbecher, 2012, Environmental Modeling Using MATLAB, 2nd edition, Springer JM Stewart, 2017. Python for Scientists, Cambridge University Press
General Information
- Language
- English
- Levels
- MSC
- Frequency
- Yearly recurring
Examination
- Type
- graded semester performance
Registration & Places
- Max Places
- 18
Course Components
| Type | Title | Time & Place | Hours |
|---|---|---|---|
| lecture with exercise | Biogeochemical Modelling of Sediments, Lakes and Oceans |
|
2 h weekly |