A new perspective on dynamic network flow problems via port-Hamiltonian systems Article Swipe
YOU?
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· 2023
· Open Access
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· DOI: https://doi.org/10.48550/arxiv.2303.15082
We suggest a global perspective on dynamic network flow problems that takes advantage of the similarities to port-Hamiltonian dynamics. Dynamic minimum cost flow problems are formulated as open-loop optimal control problems for general port-Hamiltonian systems with possibly state-dependent system matrices. We prove well-posedness of these systems and characterize optimal controls by the first-order optimality system, which is the starting point for the derivation of an adjoint-based gradient descent algorithm. Our theoretical analysis is complemented by a proof of concept, where we apply the proposed algorithm to static minimum cost flow problems and dynamic minimum cost flow problems on a simple directed acyclic graph. We present numerical results to validate the approach.
Related Topics
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2303.15082
- https://arxiv.org/pdf/2303.15082
- OA Status
- green
- Cited By
- 1
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4361193876
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4361193876Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.48550/arxiv.2303.15082Digital Object Identifier
- Title
-
A new perspective on dynamic network flow problems via port-Hamiltonian systemsWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2023Year of publication
- Publication date
-
2023-03-27Full publication date if available
- Authors
-
Onur Tanil Doganay, Kathrin Klamroth, Bruno Lang, Michael Stiglmayr, Claudia TotzeckList of authors in order
- Landing page
-
https://arxiv.org/abs/2303.15082Publisher landing page
- PDF URL
-
https://arxiv.org/pdf/2303.15082Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://arxiv.org/pdf/2303.15082Direct OA link when available
- Concepts
-
Balanced flow, Hamiltonian (control theory), Minimum-cost flow problem, Flow network, Mathematical optimization, Mathematics, Port (circuit theory), Gradient descent, Hamiltonian system, Graph, Directed graph, Computer science, Optimal control, Flow (mathematics), Algorithm, Discrete mathematics, Mathematical analysis, Electrical engineering, Geometry, Artificial neural network, Engineering, Machine learningTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
1Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 1Per-year citation counts (last 5 years)
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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| abstract_inverted_index.algorithm | 84 |
| abstract_inverted_index.approach. | 110 |
| abstract_inverted_index.dynamics. | 18 |
| abstract_inverted_index.matrices. | 39 |
| abstract_inverted_index.numerical | 105 |
| abstract_inverted_index.open-loop | 27 |
| abstract_inverted_index.algorithm. | 68 |
| abstract_inverted_index.derivation | 62 |
| abstract_inverted_index.formulated | 25 |
| abstract_inverted_index.optimality | 53 |
| abstract_inverted_index.first-order | 52 |
| abstract_inverted_index.perspective | 4 |
| abstract_inverted_index.theoretical | 70 |
| abstract_inverted_index.characterize | 47 |
| abstract_inverted_index.complemented | 73 |
| abstract_inverted_index.similarities | 15 |
| abstract_inverted_index.adjoint-based | 65 |
| abstract_inverted_index.well-posedness | 42 |
| abstract_inverted_index.state-dependent | 37 |
| abstract_inverted_index.port-Hamiltonian | 17, 33 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 5 |
| citation_normalized_percentile |