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Learning Dictionaries from Physical-Based Interpolation for Water Network Leak Localization. (arXiv:2304.10932v1 [eess.SY])
cs.LG updates on arXiv.org arxiv.org
This article presents a leak localization methodology based on state
estimation and learning. The first is handled by an interpolation scheme,
whereas dictionary learning is considered for the second stage. The novel
proposed interpolation technique exploits the physics of the interconnections
between hydraulic heads of neighboring nodes in water distribution networks.
Additionally, residuals are directly interpolated instead of hydraulic head
values. The results of applying the proposed method to a well-known case study
(Modena) demonstrated the improvements of the new …
art article arxiv case case study dictionary distribution exploits head localization methodology network networks novel physics stage state study values water