DiTEC-WDN - The Gigantic Dataset
This work includes a collection of synthetic scenarios devised from 36 Water Distribution Networks (WDNs).
For the sake of clarity, it would be better to get into familiarized concepts:
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Scenario denotes as a sequence of snapshots.
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Snapshot represents a measured steady-state of a particular WDN and is often modelled as an undirect graph.
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Input parameters includes simulation inputs, such as demands, pipe diameter, and so on.
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Output parameters includes simulation outcomes which researchers are interested in (e.g., pressure, flow rate, head, ...)
Both parameters are described as nodal/edge features in the snapshot graph. Their values are diverse but temporal correlated with those of other snapshots in the same scenario. However, in DiTEC-WDN, two scenarios are considered completely different WDNs despite their origin being the same network.
Acknowledgement
This work is funded by the project DiTEC: Digital Twin for Evolutionary Changes in Water Networks (NWO 19454).
Citing DiTEC-WDN
If you use the dataset, please cite:
@misc{huy2025dwd}{
title={DiTEC-WDN: A Large-Scale Dataset of Water Distribution Network Scenarios under Diverse Hydraulic Conditions},
author={Huy Truong and Andr\'{e}s Tello and Alexander Lazovik and Victoria Degeler},
year={2025},
note = {HT and AT contributed equally to this work. The dataset is linked to a paper submitted to *Nature Scientific Data*.}
}