Published May 27, 2024
| Version v2
Dataset
Open
Large-Scale Multipurpose Benchmark Datasets For Assessing Data-Driven Deep Learning Approaches For Water Distribution Networks
Creators
-
1.
University of Groningen
-
2.
University of Amsterdam
Description
Andres Tello*, Huy Truong*, Alexander Lazovik, Victoria Degeler. Large-Scale Multipurpose Benchmark Datasets For Assessing Data-Driven Deep Learning Approaches For Water Distribution Networks. Engineering Proceedings. 2024; 69(1):50. https://doi.org/10.3390/engproc2024069050
(*) Both authors contributed equally.
Update
(04/09/2024): Citation is updated.
We have added headers for CSVs and auxiliary data (duration time, edge list, ordered names.. ) in the configuration file (JSON format). As such, corresponding INP files can be omitted when working with this version.
The EXN network has been included in this version, so the total number of processed networks is 11.
For more details, please read ZENODO_README.md.
We have added headers for CSVs and auxiliary data (duration time, edge list, ordered names.. ) in the configuration file (JSON format). As such, corresponding INP files can be omitted when working with this version.
The EXN network has been included in this version, so the total number of processed networks is 11.
For more details, please read ZENODO_README.md.
Contact
For dataset-related questions: Huy Truong
For data acquisition: Andres Tello
If you use this dataset, please cite:
@article{tello2024largescale,
AUTHOR = {Tello, Andrés and Truong, Huy and Lazovik, Alexander and Degeler, Victoria},
TITLE = {Large-Scale Multipurpose Benchmark Datasets for Assessing Data-Driven Deep Learning Approaches for Water Distribution Networks},
JOURNAL = {Engineering Proceedings},
VOLUME = {69},
YEAR = {2024},
NUMBER = {1},
ARTICLE-NUMBER = {50},
URL = {https://www.mdpi.com/2673-4591/69/1/50},
ISSN = {2673-4591},
DOI = {10.3390/engproc2024069050}
}
Files
simgen_Anytown_20240524_1202_csvdir_20240527_1205.zip
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Additional details
References
- Walski, Thomas M., et al. "Battle of the network models: Epilogue." Journal of water resources planning and management 113.2 (1987): 191-203.
- Reca, Juan, and Juan Martínez. "Genetic algorithms for the design of looped irrigation water distribution networks." Water resources research 42.5 (2006).
- Ostfeld, Avi, et al. "Battle of the water calibration networks." Journal of water resources planning and management 138.5 (2012): 523-532.
- Vrachimis, Stelios G., et al. "Battle of the leakage detection and isolation methods." Journal of Water Resources Planning and Management 148.12 (2022): 04022068.
- Marchi, Angela, et al. "Battle of the water networks II." Journal of water resources planning and management 140.7 (2014): 04014009.
- Ormsbee, Lindell, et al. "Hydraulic model database for applied water distribution systems research." Journal of Water Resources Planning and Management 148.8 (2022): 04022037.
- Hall, Ashley, "05 Modena" (2021). International Systems. 5. https://uknowledge.uky.edu/wdst_international/5
- Dai, Pham Duc, and Pu Li. "Optimal pressure regulation in water distribution systems based on an extended model for pressure reducing valves." Water resources management 30 (2016): 1239-1254.