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Detecting the interaction between urban elements evolution with population dynamics model
Exploring the evolution of urban elements can improve understanding of the developmental process of city and drive such development into a better direction. However, the non-linearity and complexity of changes in urban elements have brought great challenges to understanding this process. In this pap...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10390572/ https://www.ncbi.nlm.nih.gov/pubmed/37524780 http://dx.doi.org/10.1038/s41598-023-38979-w |
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author | Jin, Min Wang, Lizhe Ge, Fudong Yan, Jining |
author_facet | Jin, Min Wang, Lizhe Ge, Fudong Yan, Jining |
author_sort | Jin, Min |
collection | PubMed |
description | Exploring the evolution of urban elements can improve understanding of the developmental process of city and drive such development into a better direction. However, the non-linearity and complexity of changes in urban elements have brought great challenges to understanding this process. In this paper, we propose a cross-diffusion partial differential equation based on ecological dynamics to simulate the evolutionary process of urban elements from the microscopic viewpoint. The interaction between urban elements is simulated by constructing a non-linear and spatiotemporal change equation, and the main influence between elements is evaluated by the key parameters in the discussed equation. Our model is first experimented to time-series data on population density and housing prices to analyzes the interaction of these two elements in the evolution process. We then extend the model to label data, land cover data, to obtain a quantitative expression of the interaction between different land types in the process of urban land cover change. |
format | Online Article Text |
id | pubmed-10390572 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-103905722023-08-02 Detecting the interaction between urban elements evolution with population dynamics model Jin, Min Wang, Lizhe Ge, Fudong Yan, Jining Sci Rep Article Exploring the evolution of urban elements can improve understanding of the developmental process of city and drive such development into a better direction. However, the non-linearity and complexity of changes in urban elements have brought great challenges to understanding this process. In this paper, we propose a cross-diffusion partial differential equation based on ecological dynamics to simulate the evolutionary process of urban elements from the microscopic viewpoint. The interaction between urban elements is simulated by constructing a non-linear and spatiotemporal change equation, and the main influence between elements is evaluated by the key parameters in the discussed equation. Our model is first experimented to time-series data on population density and housing prices to analyzes the interaction of these two elements in the evolution process. We then extend the model to label data, land cover data, to obtain a quantitative expression of the interaction between different land types in the process of urban land cover change. Nature Publishing Group UK 2023-07-31 /pmc/articles/PMC10390572/ /pubmed/37524780 http://dx.doi.org/10.1038/s41598-023-38979-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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 | Article Jin, Min Wang, Lizhe Ge, Fudong Yan, Jining Detecting the interaction between urban elements evolution with population dynamics model |
title | Detecting the interaction between urban elements evolution with population dynamics model |
title_full | Detecting the interaction between urban elements evolution with population dynamics model |
title_fullStr | Detecting the interaction between urban elements evolution with population dynamics model |
title_full_unstemmed | Detecting the interaction between urban elements evolution with population dynamics model |
title_short | Detecting the interaction between urban elements evolution with population dynamics model |
title_sort | detecting the interaction between urban elements evolution with population dynamics model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10390572/ https://www.ncbi.nlm.nih.gov/pubmed/37524780 http://dx.doi.org/10.1038/s41598-023-38979-w |
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