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limpopo_model's Introduction

Model of the smallholder farmers water needs in Limpopo, South Africa

DOI

We outline a method to support decision-makers in forecasting outcomes in e-flow scenarios where precise data is unavailable. We introduce a robust decision-making model to include expert knowledge as well as empirical evidence in assessing e-flow management options. The model distinguishes between scenarios representing different water use conditions and e-flow implementations and supports an extension of the e-flow concept to include more human aspects, such as the lives and livelihoods of smallholder farmers. This nuanced approach allows decision-makers to assess the impact of e-flow scenarios on agriculture and livelihoods. The model uses probability distributions of input variables and generates a custom model function predicting e-flow management decision outcomes. At the core of the model is a Monte Carlo simulation, generating numerous plausible outcomes based on probability distributions for input variables. The model generates outputs, including Net Present Value, allowing decision analysis without precise numerical data. To facilitate the model-building process, we designed an input table for storing estimate values locally and capturing uncertainties with 90% confidence intervals. The model development process allows us to address decision-relevant uncertainties in e-flows, making it a valuable tool for complex decision-making processes. The study underlines the practical application of the model through a script allowing for time series generation, event simulation, and value discounting based on measured values. Overall, our model offers an accessible framework for decision-makers navigating scenarios where precise data is unavailable.

Model and scripts are here https://github.com/CWWhitney/limpopo_model, view the main document here https://github.com/CWWhitney/limpopo_model/blob/main/index.md

The whole project is run from the {index} file.

limpopo_model's People

Contributors

cwwhitney avatar eikeluedeling avatar

Watchers

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limpopo_model's Issues

Updating river flows

@eikeluedeling we have new data from Letababa - in our model we use eflow in m3 per month and they use MCM (million m3/month) this is an easy conversion but we are currently off by a lot, see the new 'WLE project 2021-11-15 Letaba_EWR4 NAT.xlsx' file in the data folder.

Identifying a decision

Hi @eikeluedeling I put together the baser bones for a model but we will need to include a decision of some kind if we are to model this in the standard way.
Would be good to sit down and see what we want to do here.

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