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Temporal and Spatial Differences of Urban Ecological Environment and Economic Development Based on Graph Neural Network

The temporal and spatial difference between the urban ecological environment and economic development refers to the unbalanced and insufficient contradiction between the quality of urban ecological environment and the development of economic strength. Based on the relevant theories of urban ecologic...

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Detalles Bibliográficos
Autores principales: Zhang, Wenbo, Xie, Binggeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9239789/
https://www.ncbi.nlm.nih.gov/pubmed/35774439
http://dx.doi.org/10.1155/2022/7078671
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author Zhang, Wenbo
Xie, Binggeng
author_facet Zhang, Wenbo
Xie, Binggeng
author_sort Zhang, Wenbo
collection PubMed
description The temporal and spatial difference between the urban ecological environment and economic development refers to the unbalanced and insufficient contradiction between the quality of urban ecological environment and the development of economic strength. Based on the relevant theories of urban ecological environment and economic development, this paper explores the development laws of urban ecology and economic development and uses graph neural network algorithm to model the spatial and temporal dependence of the city's ecological environment in a province. The quality data and economic development strength data are analyzed in detail. The analysis results show that the ecological benefit index and economic benefit index of each city in the province have reached above 0.6 after 5 years of development. The level of coordinated urban development has improved significantly compared with 2017. However, in the process of the development of the market economy, it is necessary to rationally adjust the proportion of the secondary industry and the tertiary industry in the urban production structure and continuously promote the balanced development of the economy and ecology.
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spelling pubmed-92397892022-06-29 Temporal and Spatial Differences of Urban Ecological Environment and Economic Development Based on Graph Neural Network Zhang, Wenbo Xie, Binggeng Comput Intell Neurosci Research Article The temporal and spatial difference between the urban ecological environment and economic development refers to the unbalanced and insufficient contradiction between the quality of urban ecological environment and the development of economic strength. Based on the relevant theories of urban ecological environment and economic development, this paper explores the development laws of urban ecology and economic development and uses graph neural network algorithm to model the spatial and temporal dependence of the city's ecological environment in a province. The quality data and economic development strength data are analyzed in detail. The analysis results show that the ecological benefit index and economic benefit index of each city in the province have reached above 0.6 after 5 years of development. The level of coordinated urban development has improved significantly compared with 2017. However, in the process of the development of the market economy, it is necessary to rationally adjust the proportion of the secondary industry and the tertiary industry in the urban production structure and continuously promote the balanced development of the economy and ecology. Hindawi 2022-06-21 /pmc/articles/PMC9239789/ /pubmed/35774439 http://dx.doi.org/10.1155/2022/7078671 Text en Copyright © 2022 Wenbo Zhang and Binggeng Xie. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Zhang, Wenbo
Xie, Binggeng
Temporal and Spatial Differences of Urban Ecological Environment and Economic Development Based on Graph Neural Network
title Temporal and Spatial Differences of Urban Ecological Environment and Economic Development Based on Graph Neural Network
title_full Temporal and Spatial Differences of Urban Ecological Environment and Economic Development Based on Graph Neural Network
title_fullStr Temporal and Spatial Differences of Urban Ecological Environment and Economic Development Based on Graph Neural Network
title_full_unstemmed Temporal and Spatial Differences of Urban Ecological Environment and Economic Development Based on Graph Neural Network
title_short Temporal and Spatial Differences of Urban Ecological Environment and Economic Development Based on Graph Neural Network
title_sort temporal and spatial differences of urban ecological environment and economic development based on graph neural network
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9239789/
https://www.ncbi.nlm.nih.gov/pubmed/35774439
http://dx.doi.org/10.1155/2022/7078671
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