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題名 Monitoring of Urban Expansion Pressure on Peri-Urban Ecosystems in Taipei City, Taiwan
作者 范噶色
van Gasselt, Stephan
貢獻者 地政系
關鍵詞 Land Use and Land Cover; Change Dynamics; Deep Learning; Object-Based Land Cover Classification; Sustainable Development Goals; Urban Expansion; Ecosystem Services
日期 2025-08
上傳時間 21-Aug-2026 15:19:16 (UTC+8)
摘要 The metropolitan area of Taipei-Keelung-Taoyuan is home to 10 million people turning the region into one of the new global megacities. Despite dwindling birth rates and a super-aging society, urban expansion is increasing in both vertical and horizontal direction. The consequence of this expansion is an increased pressure on ecosystems in the city as well as on urban fringes and a decrease of ecosystem service provisions. This work presents a multitemporal estimation of built-up area dynamics and its impact on ecosystems along with its service provision for the Taipei City. The area was chosen as it forms and administrative island within the municpality of New Taipei City area which limits expansion. The mutlitemporal assessment is based on pixel classification of Landsat 5 Thematic Mapper and Landsat 8 Operational Land Imager data as well as on secondary data derivatives and indices with yearly time slices classified using a U-Net Deep Learning architecture combined with a ResNet50 backbone. The model training accuracy reaches 84 % over all training classes on average and provides consistent results for different time slices, presenting a granular picture complementing the Urban Centre Database grid assessment of human settlements. Results show a gradual increase in built-up area of 4.3 % over the last 25 years and a reduction of regulating ecosystems by approximately 8.8 % mainly in the periurban space.
關聯 IGARSS 2025 (2025 IEEE International Geoscience and Remote Sensing Symposium), IEEE
資料類型 conference
DOI https://doi.org/10.1109/IGARSS55030.2025.11313895
dc.contributor 地政系
dc.creator (作者) 范噶色
dc.creator (作者) van Gasselt, Stephan
dc.date (日期) 2025-08
dc.date.accessioned 21-Aug-2026 15:19:16 (UTC+8)-
dc.date.available 21-Aug-2026 15:19:16 (UTC+8)-
dc.date.issued (上傳時間) 21-Aug-2026 15:19:16 (UTC+8)-
dc.identifier.uri (URI) https://ah.lib.nccu.edu.tw/item?item_id=184584-
dc.description.abstract (摘要) The metropolitan area of Taipei-Keelung-Taoyuan is home to 10 million people turning the region into one of the new global megacities. Despite dwindling birth rates and a super-aging society, urban expansion is increasing in both vertical and horizontal direction. The consequence of this expansion is an increased pressure on ecosystems in the city as well as on urban fringes and a decrease of ecosystem service provisions. This work presents a multitemporal estimation of built-up area dynamics and its impact on ecosystems along with its service provision for the Taipei City. The area was chosen as it forms and administrative island within the municpality of New Taipei City area which limits expansion. The mutlitemporal assessment is based on pixel classification of Landsat 5 Thematic Mapper and Landsat 8 Operational Land Imager data as well as on secondary data derivatives and indices with yearly time slices classified using a U-Net Deep Learning architecture combined with a ResNet50 backbone. The model training accuracy reaches 84 % over all training classes on average and provides consistent results for different time slices, presenting a granular picture complementing the Urban Centre Database grid assessment of human settlements. Results show a gradual increase in built-up area of 4.3 % over the last 25 years and a reduction of regulating ecosystems by approximately 8.8 % mainly in the periurban space.
dc.format.extent 113 bytes-
dc.format.mimetype text/html-
dc.relation (關聯) IGARSS 2025 (2025 IEEE International Geoscience and Remote Sensing Symposium), IEEE
dc.subject (關鍵詞) Land Use and Land Cover; Change Dynamics; Deep Learning; Object-Based Land Cover Classification; Sustainable Development Goals; Urban Expansion; Ecosystem Services
dc.title (題名) Monitoring of Urban Expansion Pressure on Peri-Urban Ecosystems in Taipei City, Taiwan
dc.type (資料類型) conference
dc.identifier.doi (DOI) 10.1109/IGARSS55030.2025.11313895
dc.doi.uri (DOI) https://doi.org/10.1109/IGARSS55030.2025.11313895