Spatio-temporal Evolution Characteristics and Driving Mechanisms of Navigation-Tourism Products in the Middle Yangtze River Economic Region Based on a GTWR Model.

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Title: Spatio-temporal Evolution Characteristics and Driving Mechanisms of Navigation-Tourism Products in the Middle Yangtze River Economic Region Based on a GTWR Model.
Authors: Shi, Wenkai1 2931825635@qq.com, Gao, Ruhu2 grh@mail.lzjtu.cn, Zhang, Yang3 zhangyang@xaau.edu.cn, Wang, Yuwei4 202106003@xaau.edu.cn
Source: IAENG International Journal of Applied Mathematics. Jul2026, Vol. 56 Issue 7, p2620-2635. 16p.
Subjects: Regional disparities, Spatial analysis (Statistics), Tourism marketing, Air travel, Regression analysis, Regional economics, Economic impact, Spatiotemporal processes
Geographic Terms: Wuhan (China), Hubei Sheng (China), Yangtze River (China)
Abstract: This research employs the nearest-neighbour index, kernel density estimation, Global Moran's I, and the Geographically and Temporally Weighted Regression (GTWR) model to analyse the spatial characteristics of general aviation tourism products in the Middle Yangtze River Economic Region. The results indicate that (1) the development of aviation tourism products has become increasingly uneven over time; (2) the spatial distribution exhibits a dual-core radiation pattern, with the primary core located in Wuhan, Xiaogan, and Ezhou (Hubei Province), and a secondary core in Jingmen, Yichang, and Jingzhou (Hubei Province); (3) high-high (H-H) and low-high (L-H) clusters are predominantly concentrated in Hubei Province, whereas low-low (L-L) clusters are mainly distributed in Hunan Province, indicating provincial disparities ranked as Hubei > Jiangxi > Hunan. Overall, significant spatiotemporal disparities are observed across the region. Key influencing factors include economic structure, highway accessibility, air quality, the development level of the catering industry, and public market interest. [ABSTRACT FROM AUTHOR]
Copyright of IAENG International Journal of Applied Mathematics is the property of International Association of Engineers (IAENG) and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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DbLabel: Engineering Source
An: 195026895
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  Label: Title
  Group: Ti
  Data: Spatio-temporal Evolution Characteristics and Driving Mechanisms of Navigation-Tourism Products in the Middle Yangtze River Economic Region Based on a GTWR Model.
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  Data: <searchLink fieldCode="AR" term="%22Shi%2C+Wenkai%22">Shi, Wenkai</searchLink><relatesTo>1</relatesTo><i> 2931825635@qq.com</i><br /><searchLink fieldCode="AR" term="%22Gao%2C+Ruhu%22">Gao, Ruhu</searchLink><relatesTo>2</relatesTo><i> grh@mail.lzjtu.cn</i><br /><searchLink fieldCode="AR" term="%22Zhang%2C+Yang%22">Zhang, Yang</searchLink><relatesTo>3</relatesTo><i> zhangyang@xaau.edu.cn</i><br /><searchLink fieldCode="AR" term="%22Wang%2C+Yuwei%22">Wang, Yuwei</searchLink><relatesTo>4</relatesTo><i> 202106003@xaau.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22IAENG+International+Journal+of+Applied+Mathematics%22">IAENG International Journal of Applied Mathematics</searchLink>. Jul2026, Vol. 56 Issue 7, p2620-2635. 16p.
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  Data: <searchLink fieldCode="DE" term="%22Regional+disparities%22">Regional disparities</searchLink><br /><searchLink fieldCode="DE" term="%22Spatial+analysis+%28Statistics%29%22">Spatial analysis (Statistics)</searchLink><br /><searchLink fieldCode="DE" term="%22Tourism+marketing%22">Tourism marketing</searchLink><br /><searchLink fieldCode="DE" term="%22Air+travel%22">Air travel</searchLink><br /><searchLink fieldCode="DE" term="%22Regression+analysis%22">Regression analysis</searchLink><br /><searchLink fieldCode="DE" term="%22Regional+economics%22">Regional economics</searchLink><br /><searchLink fieldCode="DE" term="%22Economic+impact%22">Economic impact</searchLink><br /><searchLink fieldCode="DE" term="%22Spatiotemporal+processes%22">Spatiotemporal processes</searchLink>
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  Label: Geographic Terms
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  Data: <searchLink fieldCode="DE" term="%22Wuhan+%28China%29%22">Wuhan (China)</searchLink><br /><searchLink fieldCode="DE" term="%22Hubei+Sheng+%28China%29%22">Hubei Sheng (China)</searchLink><br /><searchLink fieldCode="DE" term="%22Yangtze+River+%28China%29%22">Yangtze River (China)</searchLink>
– Name: Abstract
  Label: Abstract
  Group: Ab
  Data: This research employs the nearest-neighbour index, kernel density estimation, Global Moran's I, and the Geographically and Temporally Weighted Regression (GTWR) model to analyse the spatial characteristics of general aviation tourism products in the Middle Yangtze River Economic Region. The results indicate that (1) the development of aviation tourism products has become increasingly uneven over time; (2) the spatial distribution exhibits a dual-core radiation pattern, with the primary core located in Wuhan, Xiaogan, and Ezhou (Hubei Province), and a secondary core in Jingmen, Yichang, and Jingzhou (Hubei Province); (3) high-high (H-H) and low-high (L-H) clusters are predominantly concentrated in Hubei Province, whereas low-low (L-L) clusters are mainly distributed in Hunan Province, indicating provincial disparities ranked as Hubei > Jiangxi > Hunan. Overall, significant spatiotemporal disparities are observed across the region. Key influencing factors include economic structure, highway accessibility, air quality, the development level of the catering industry, and public market interest. [ABSTRACT FROM AUTHOR]
– Name: AbstractSuppliedCopyright
  Label:
  Group: Ab
  Data: <i>Copyright of IAENG International Journal of Applied Mathematics is the property of International Association of Engineers (IAENG) and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.)
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RecordInfo BibRecord:
  BibEntity:
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 16
        StartPage: 2620
    Subjects:
      – SubjectFull: Regional disparities
        Type: general
      – SubjectFull: Spatial analysis (Statistics)
        Type: general
      – SubjectFull: Tourism marketing
        Type: general
      – SubjectFull: Air travel
        Type: general
      – SubjectFull: Regression analysis
        Type: general
      – SubjectFull: Regional economics
        Type: general
      – SubjectFull: Economic impact
        Type: general
      – SubjectFull: Spatiotemporal processes
        Type: general
      – SubjectFull: Wuhan (China)
        Type: general
      – SubjectFull: Hubei Sheng (China)
        Type: general
      – SubjectFull: Yangtze River (China)
        Type: general
    Titles:
      – TitleFull: Spatio-temporal Evolution Characteristics and Driving Mechanisms of Navigation-Tourism Products in the Middle Yangtze River Economic Region Based on a GTWR Model.
        Type: main
  BibRelationships:
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      – PersonEntity:
          Name:
            NameFull: Shi, Wenkai
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          Name:
            NameFull: Gao, Ruhu
      – PersonEntity:
          Name:
            NameFull: Zhang, Yang
      – PersonEntity:
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            NameFull: Wang, Yuwei
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          Dates:
            – D: 01
              M: 07
              Text: Jul2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 19929978
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              Value: 56
            – Type: issue
              Value: 7
          Titles:
            – TitleFull: IAENG International Journal of Applied Mathematics
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