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The Constrained Layer Tree Problem and Applications to Solar Farm Cabling

Bläsius, Thomas ORCID iD icon 1; Göttlicher, Max; Gritzbach, Sascha ORCID iD icon 1; Yi, Wendy
1 Institut für Theoretische Informatik (ITI), Karlsruher Institut für Technologie (KIT)

Abstract:

Motivated by the cabling of solar farms, we study the problem Constrained Layer Tree. At its core, it asks whether there exists a tree that connects a set of sources (the leaves) to one sink (the root) such that certain capacity constraints at the inner nodes are satisfied. Our main algorithmic contribution is a dynamic program with various optimizations for Constrained Layer Tree. It outperforms the previously used MILP by multiple orders of magnitude. Moreover, our experiments show that the somewhat abstract problem Constrained Layer Tree is actually the core of the cabling problem in solar farms, i.e., the feasible solution produced by our dynamic program can be used to bootstrap an MILP that can then find good solutions for the original cabling problem efficiently.

Zugehörige Institution(en) am KIT Institut für Theoretische Informatik (ITI)
Publikationstyp Forschungsbericht/Preprint
Publikationsdatum 19.10.2024
Sprache Englisch
Identifikator KITopen-ID: 1000179484
Verlag arxiv
Serie Computer Science : Data Structures and Algorithms ; 15031
Nachgewiesen in arXiv
Relationen in KITopen

Volltext §
DOI: 10.5445/IR/1000179484
Veröffentlicht am 24.02.2025
Seitenaufrufe: 22
seit 24.02.2025
Downloads: 13
seit 25.02.2025
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