Workshop 1.8: Water You Talking About

Workshop 1.8: Water You Talking About#

You can preview this assignment on https://mude.citg.tudelft.nl/workbook-2025/assignments/WS1.8/README.html. After the deadline, this link will include solutions. The preview of the assignment version is shared here: https://mude.citg.tudelft.nl/workbook-2025/no_solutions/assignments/WS1.8/README.html. Pages can be downloaded as .md and .ipynb files to your computer.

In today’s assignment, you will explore non-linear least-squares estimation by applying the Gauss-Newton method to a real-world groundwater problem.You’ll begin by understanding and implementing the functional model in Python, then use the Gauss-Newton iteration to estimate the model parameters from observed water level data. Finally, you’ll visualize the fit, analyze convergence, and perform an Overall Model Test (OMT) to assess how well the model explains the observations.

By Sandra Verhagen, Delft University of Technology. CC BY 4.0, more info on the Credits page of Workbook.