Spatial Graph Convolution Neural Networks for Water Distribution Systems
Ashraf I, Hermes L, Artelt A, Hammer B (2023)
In: Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings. Crémilleux B, Hess S, Nijssen S (Eds); Lecture Notes in Computer Science. Cham: Springer Nature Switzerland: 29-41.
Sammelwerksbeitrag
| Veröffentlicht | Englisch
Download
Es wurden keine Dateien hochgeladen. Nur Publikationsnachweis!
Autor*in
Herausgeber*in
Crémilleux, Bruno;
Hess, Sibylle;
Nijssen, Siegfried
Abstract / Bemerkung
We investigate the task of missing value estimation in graphs as given by water distribution systems (WDS) based on sparse signals as a representative machine learning challenge in the domain of critical infrastructure. The underlying graphs have a comparably low node degree and high diameter, while information in the graph is globally relevant, hence graph neural networks face the challenge of long term dependencies. We propose a specific architecture based on message passing which displays excellent results for a number of benchmark tasks in the WDS domain. Further, we investigate a multi-hop variation, which requires considerably less resources and opens an avenue towards big WDS graphs.
Erscheinungsjahr
2023
Buchtitel
Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings
Serientitel
Lecture Notes in Computer Science
Seite(n)
29-41
ISBN
978-3-031-30046-2
eISBN
978-3-031-30047-9
ISSN
0302-9743
eISSN
1611-3349
Page URI
https://pub.uni-bielefeld.de/record/2984049
Zitieren
Ashraf I, Hermes L, Artelt A, Hammer B. Spatial Graph Convolution Neural Networks for Water Distribution Systems. In: Crémilleux B, Hess S, Nijssen S, eds. Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings. Lecture Notes in Computer Science. Cham: Springer Nature Switzerland; 2023: 29-41.
Ashraf, I., Hermes, L., Artelt, A., & Hammer, B. (2023). Spatial Graph Convolution Neural Networks for Water Distribution Systems. In B. Crémilleux, S. Hess, & S. Nijssen (Eds.), Lecture Notes in Computer Science. Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings (pp. 29-41). Cham: Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-30047-9_3
Ashraf, Inaam, Hermes, Luca, Artelt, André, and Hammer, Barbara. 2023. “Spatial Graph Convolution Neural Networks for Water Distribution Systems”. In Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings, ed. Bruno Crémilleux, Sibylle Hess, and Siegfried Nijssen, 29-41. Lecture Notes in Computer Science. Cham: Springer Nature Switzerland.
Ashraf, I., Hermes, L., Artelt, A., and Hammer, B. (2023). “Spatial Graph Convolution Neural Networks for Water Distribution Systems” in Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings, Crémilleux, B., Hess, S., and Nijssen, S. eds. Lecture Notes in Computer Science (Cham: Springer Nature Switzerland), 29-41.
Ashraf, I., et al., 2023. Spatial Graph Convolution Neural Networks for Water Distribution Systems. In B. Crémilleux, S. Hess, & S. Nijssen, eds. Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings. Lecture Notes in Computer Science. Cham: Springer Nature Switzerland, pp. 29-41.
I. Ashraf, et al., “Spatial Graph Convolution Neural Networks for Water Distribution Systems”, Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings, B. Crémilleux, S. Hess, and S. Nijssen, eds., Lecture Notes in Computer Science, Cham: Springer Nature Switzerland, 2023, pp.29-41.
Ashraf, I., Hermes, L., Artelt, A., Hammer, B.: Spatial Graph Convolution Neural Networks for Water Distribution Systems. In: Crémilleux, B., Hess, S., and Nijssen, S. (eds.) Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings. Lecture Notes in Computer Science. p. 29-41. Springer Nature Switzerland, Cham (2023).
Ashraf, Inaam, Hermes, Luca, Artelt, André, and Hammer, Barbara. “Spatial Graph Convolution Neural Networks for Water Distribution Systems”. Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings. Ed. Bruno Crémilleux, Sibylle Hess, and Siegfried Nijssen. Cham: Springer Nature Switzerland, 2023. Lecture Notes in Computer Science. 29-41.
Google Scholar
ISBN Suche