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. |
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| 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.) | |
| Database: | Engineering Source |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
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| Header | DbId: egs DbLabel: Engineering Source An: 195026895 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title 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. – Name: Author Label: Authors Group: Au 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> – Name: TitleSource Label: Source Group: Src 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. – Name: Subject Label: Subjects Group: Su 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> – Name: SubjectGeographic Label: Geographic Terms Group: Su 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: HasContributorRelationships: – PersonEntity: Name: NameFull: Shi, Wenkai – PersonEntity: Name: NameFull: Gao, Ruhu – PersonEntity: Name: NameFull: Zhang, Yang – PersonEntity: Name: NameFull: Wang, Yuwei IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 07 Text: Jul2026 Type: published Y: 2026 Identifiers: – Type: issn-print Value: 19929978 Numbering: – Type: volume Value: 56 – Type: issue Value: 7 Titles: – TitleFull: IAENG International Journal of Applied Mathematics Type: main |
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