Please use this identifier to cite or link to this item: http://hdl.handle.net/10397/98713
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dc.contributorDepartment of Land Surveying and Geo-Informaticsen_US
dc.creatorZhang, Jen_US
dc.creatorLiu, Xen_US
dc.creatorTan, Xen_US
dc.creatorJia, Ten_US
dc.creatorSenousi, AMen_US
dc.creatorHuang, Jen_US
dc.creatorYin, Len_US
dc.creatorZhang, Fen_US
dc.date.accessioned2023-05-10T02:04:23Z-
dc.date.available2023-05-10T02:04:23Z-
dc.identifier.issn1939-1404en_US
dc.identifier.urihttp://hdl.handle.net/10397/98713-
dc.language.isoenen_US
dc.publisherInstitute of Electrical and Electronics Engineersen_US
dc.rightsThis work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License. For more information, see https://creativecommons.org/licenses/by-nc-nd/4.0/.en_US
dc.rightsThe following publication Zhang, J., Liu, X., Tan, X., Jia, T., Senousi, A. M., Huang, J., ... & Zhang, F. (2021). Nighttime vitality and its relationship to urban diversity: an exploratory analysis in Shenzhen, China. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 309-322 is available at https://doi.org/10.1109/JSTARS.2021.3130763.en_US
dc.subjectMultiscale geographically weighted regression (MGWR)en_US
dc.subjectNighttime light (NTL)en_US
dc.subjectSpatiotemporal variationen_US
dc.subjectUrban diversityen_US
dc.subjectUrban vitalityen_US
dc.titleNighttime vitality and its relationship to urban diversity : an exploratory analysis in Shenzhen, Chinaen_US
dc.typeJournal/Magazine Articleen_US
dc.identifier.spage309en_US
dc.identifier.epage322en_US
dc.identifier.volume15en_US
dc.identifier.doi10.1109/JSTARS.2021.3130763en_US
dcterms.abstractRelationship between urban diversity and urban vitality is imperative for guiding better design in urban development, although existing frameworks are not able to efficiently examine the relationship at multiple scales. In this article, we propose a new framework to integrate nighttime light (NTL) imagery and multisource urban data into multiscale geographically weighted regression (MGWR) models to examine the varying relationship between diversity and vitality across space and time. NTL is used as a proxy for urban nighttime vitality. Public transport, taxi transit, and points of interest data are used to derive three aspects of urban diversity indices: ridership diversity, spatial interaction diversity, and built environment diversity. By comparing the models in holiday and nonholiday weeks in Shenzhen, China, the NTL-based vitality proxy was found to be strongly correlated with the urban diversity indices, given by the satisfactory goodness of fit (r-squared = 0.9) of the MGWR models. The spatially varying relationships between diversity indices and nighttime vitality were observed and patterns discussed. The analysis of the coefficients revealed the importance of stable public transport and fluctuating taxi trips for nighttime vitality. The new index proposed for the diversity of spatial interaction (DSI) is a strong indicator for nighttime vitality, adding to existing vitality indicators. Furthermore, this study found that DSI and density of catering have less temporal variation, indicating their robustness in measuring nighttime vitality. This study provided empirical insights into how nighttime vitality is related to urban diversity, demonstrating new applications of NTL for intracity studies.en_US
dcterms.accessRightsopen accessen_US
dcterms.bibliographicCitationIEEE journal of selected topics in applied earth observations and remote sensing, 2022, v. 15, p. 309-322en_US
dcterms.isPartOfIEEE journal of selected topics in applied earth observations and remote sensingen_US
dcterms.issued2022-
dc.identifier.isiWOS:000736740000003-
dc.identifier.scopus2-s2.0-85120562272-
dc.identifier.eissn2151-1535en_US
dc.description.validate202305 bcvcen_US
dc.description.oaVersion of Recorden_US
dc.identifier.FolderNumberOA_Scopus/WOS-
dc.description.fundingSourceRGCen_US
dc.description.fundingSourceOthersen_US
dc.description.fundingTextResearch Institute for Sustainable Urban of The Hong Kong Polytechnic Universityen_US
dc.description.pubStatusPublisheden_US
dc.description.oaCategoryCCen_US
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