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Local topological features of robust supply networks
The design of robust supply and distribution systems is one of the fundamental challenges at the interface of network science and logistics. Given the multitude of performance criteria, real-world constraints, and external influences acting upon such a system, even formulating an appropriate researc...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9122087/ https://www.ncbi.nlm.nih.gov/pubmed/35615080 http://dx.doi.org/10.1007/s41109-022-00470-2 |
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author | Lyutov, Alexey Uygun, Yilmaz Hütt, Marc-Thorsten |
author_facet | Lyutov, Alexey Uygun, Yilmaz Hütt, Marc-Thorsten |
author_sort | Lyutov, Alexey |
collection | PubMed |
description | The design of robust supply and distribution systems is one of the fundamental challenges at the interface of network science and logistics. Given the multitude of performance criteria, real-world constraints, and external influences acting upon such a system, even formulating an appropriate research question to address this topic is non-trivial. Here we present an abstraction of a supply and distribution system leading to a minimal model, which only retains stylized facts of the systemic function and, in this way, allows us to investigate the generic properties of robust supply networks. On this level of abstraction, a supply and distribution system is the strategic use of transportation to eliminate mismatches between production patterns (i.e., the amounts of goods produced at each production site of a company) and demand patterns (i.e., the amount of goods consumed at each location). When creating networks based on this paradigm and furthermore requiring the robustness of the system with respect to the loss of transportation routes (edge of the network) we see that robust networks are built from specific sets of subgraphs, while vulnerable networks display a markedly different subgraph composition. Our findings confirm a long-standing hypothesis in the field of network science, namely, that network motifs—statistically over-represented small subgraphs—are informative about the robust functioning of a network. Also, our findings offer a blueprint for enhancing the robustness of real-world supply and distribution systems. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s41109-022-00470-2. |
format | Online Article Text |
id | pubmed-9122087 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-91220872022-05-21 Local topological features of robust supply networks Lyutov, Alexey Uygun, Yilmaz Hütt, Marc-Thorsten Appl Netw Sci Research The design of robust supply and distribution systems is one of the fundamental challenges at the interface of network science and logistics. Given the multitude of performance criteria, real-world constraints, and external influences acting upon such a system, even formulating an appropriate research question to address this topic is non-trivial. Here we present an abstraction of a supply and distribution system leading to a minimal model, which only retains stylized facts of the systemic function and, in this way, allows us to investigate the generic properties of robust supply networks. On this level of abstraction, a supply and distribution system is the strategic use of transportation to eliminate mismatches between production patterns (i.e., the amounts of goods produced at each production site of a company) and demand patterns (i.e., the amount of goods consumed at each location). When creating networks based on this paradigm and furthermore requiring the robustness of the system with respect to the loss of transportation routes (edge of the network) we see that robust networks are built from specific sets of subgraphs, while vulnerable networks display a markedly different subgraph composition. Our findings confirm a long-standing hypothesis in the field of network science, namely, that network motifs—statistically over-represented small subgraphs—are informative about the robust functioning of a network. Also, our findings offer a blueprint for enhancing the robustness of real-world supply and distribution systems. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s41109-022-00470-2. Springer International Publishing 2022-05-20 2022 /pmc/articles/PMC9122087/ /pubmed/35615080 http://dx.doi.org/10.1007/s41109-022-00470-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Lyutov, Alexey Uygun, Yilmaz Hütt, Marc-Thorsten Local topological features of robust supply networks |
title | Local topological features of robust supply networks |
title_full | Local topological features of robust supply networks |
title_fullStr | Local topological features of robust supply networks |
title_full_unstemmed | Local topological features of robust supply networks |
title_short | Local topological features of robust supply networks |
title_sort | local topological features of robust supply networks |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9122087/ https://www.ncbi.nlm.nih.gov/pubmed/35615080 http://dx.doi.org/10.1007/s41109-022-00470-2 |
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