490
Views
0
CrossRef citations to date
0
Altmetric
Research Article

Multi-type and fine-grained urban green space function mapping based on BERT model and multi-source data fusion

ORCID Icon, &
Article: 2308723 | Received 10 Aug 2023, Accepted 17 Jan 2024, Published online: 31 Jan 2024

References

  • Bubeck, Sébastien, Varun Chandrasekaran, Ronen Eldan, Johannes Gehrke, Eric Horvitz, Ece Kamar, Peter Lee, Yin Tat Lee, Yuanzhi Li, and Scott Lundberg. 2023. “Sparks of Artificial General Intelligence: Early Experiments with gpt-4.” arXiv preprint arXiv:2303.12712.
  • Cao, Su, Shihong Du, Shuwen Yang, and Shouhang Du. 2021. “Functional Classification of Urban Parks Based on Urban Functional Zone and Crowd-sourced Geographical Data.” ISPRS International Journal of Geo-Information 10 (12): 824. https://doi.org/10.3390/ijgi10120824
  • Chen, Ming, Fei Dai, Bo Yang, and Shengwei Zhu. 2019. “Effects of Urban Green Space Morphological Pattern on Variation of PM2. 5 Concentration in the Neighborhoods of Five Chinese Megacities.” Building and Environment 158: 1–15. https://doi.org/10.1016/j.buildenv.2019.04.058
  • Chen, Wei, Huiping Huang, Jinwei Dong, Yuan Zhang, Yichen Tian, and Zhiqi Yang. 2018. “Social Functional Mapping of Urban Green Space Using Remote Sensing and Social Sensing Data.” ISPRS Journal of Photogrammetry and Remote Sensing 146: 436–452. https://doi.org/10.1016/j.isprsjprs.2018.10.010
  • Cohen, William W, Pradeep Ravikumar, and Stephen E Fienberg. 2003. “A Comparison of String Distance Metrics for Name-Matching Tasks.” Paper presented at the IIWeb.
  • Crooks, Andrew, Dieter Pfoser, Andrew Jenkins, Arie Croitoru, Anthony Stefanidis, Duncan Smith, Sophia Karagiorgou, Alexandros Efentakis, and George Lamprianidis. 2015. “Crowdsourcing Urban Form and Function.” International Journal of Geographical Information Science 29 (5): 720–741. https://doi.org/10.1080/13658816.2014.977905
  • Du, Shouji, Shihong Du, Bo Liu, and Xiuyuan Zhang. 2021. “Incorporating DeepLabv3+ and Object-Based Image Analysis for Semantic Segmentation of Very High Resolution Remote Sensing Images.” International Journal of Digital Earth 14 (3): 357–378. https://doi.org/10.1080/17538947.2020.1831087
  • Du, Shouji, Shihong Du, Bo Liu, Xiuyuan Zhang, and Zhijia Zheng. 2020. “Large-scale Urban Functional Zone Mapping by Integrating Remote Sensing Images and Open Social Data.” GIScience & Remote Sensing 57 (3): 411–430. https://doi.org/10.1080/15481603.2020.1724707
  • Gugulica, Madalina, and Dirk Burghardt. 2023. “Mapping Indicators of Cultural Ecosystem Services Use in Urban Green Spaces Based on Text Classification of Geosocial Media Data.” Ecosystem Services 60: 101508. https://doi.org/10.1016/j.ecoser.2022.101508
  • Lee, Andrew C. K., and Ravi Maheswaran. 2011. “The Health Benefits of Urban Green Spaces: A Review of the Evidence.” Journal of Public Health 33 (2): 212–222. https://doi.org/10.1093/pubmed/fdq068
  • Long, Xuejing, Yijun Chen, Yuheng Zhang, and Qi Zhou. 2022. “Visualizing Green Space Accessibility for More Than 4,000 Cities across the Globe.” Environment and Planning B: Urban Analytics and City Science 49 (5): 1578–1581. https://doi.org/10.1177/23998083221097110
  • Mikolov, Tomas, Ilya Sutskever, Kai Chen, Greg S. Corrado, and Jeff Dean. 2013. “Distributed Representations of Words and Phrases and Their Compositionality.” Advances in Neural Information Processing Systems 26: 1–6.
  • Mnih, Andriy, and Geoffrey E Hinton. 2008. “A Scalable Hierarchical Distributed Language Model.” Advances in Neural Information Processing Systems 21: 2–4.
  • Nor, Amal Najihah Muhamad, and Saiful Arif Abdullah. 2019. “Developing Urban Green Space Classification System Using Multi-Criteria: The Case of Kuala Lumpur City, Malaysia.” Journal of Landscape Ecology 12 (1):16–36. https://doi.org/10.2478/jlecol-2019-0002
  • Ríos, Sebastián A., and Ricardo Muñoz. 2017. “Land Use Detection with Cell Phone Data Using Topic Models: Case Santiago, Chile.” Computers, Environment and Urban Systems 61: 39–48. https://doi.org/10.1016/j.compenvurbsys.2016.08.007
  • Shahtahmassebi, Amir Reza, Chenlu Li, Yifan Fan, Yani Wu, Muye Gan, Ke Wang, Arunima Malik, and George Alan Blackburn. 2021. “Remote Sensing of Urban Green Spaces: A Review.” Urban Forestry & Urban Greening 57: 126946. https://doi.org/10.1016/j.ufug.2020.126946
  • Shi, Qian, Mengxi Liu, Andrea Marinoni, and Xiaoping Liu. 2023. “UGS-1m: Fine-Grained Urban Green Space Mapping of 31 Major Cities in China Based on the Deep Learning Framework.” Earth System Science Data 15 (2): 555–577. https://doi.org/10.5194/essd-15-555-2023
  • Staykova, D., V. Rangelov, S. University, and S. K. Ohridski. 2021. “Urban Green Space and Its Impact on Human Health.”
  • Tigges, Jan, Tobia Lakes, and Patrick Hostert. 2013. “Urban Vegetation Classification: Benefits of Multitemporal RapidEye Satellite Data.” Remote Sensing of Environment 136: 66–75. https://doi.org/10.1016/j.rse.2013.05.001
  • Tu, Wei, Jinzhou Cao, Yang Yue, Shih-Lung Shaw, Meng Zhou, Zhensheng Wang, Xiaomeng Chang, Yang Xu, and Qingquan Li. 2017. “Coupling Mobile Phone and Social Media Data: A New Approach to Understanding Urban Functions and Diurnal Patterns.” International Journal of Geographical Information Science 31 (12): 2331–2358. https://doi.org/10.1080/13658816.2017.1356464
  • Xu, Zhiyu, Yi Zhou, Shixin Wang, Litao Wang, Feng Li, Shicheng Wang, and Zhenqing Wang. 2020. “A Novel Intelligent Classification Method for Urban Green Space Based on High-Resolution Remote Sensing Images.” Remote Sensing 12 (22): 3845. https://doi.org/10.3390/rs12223845
  • Ye, Xinyue, Jiaxin Du, Xi Gong, Saiyang Na, Weimin Li, and Sonali Kudva. 2021. “Geospatial and Semantic Mapping Platform for Massive COVID-19 Scientific Publication Search.” Journal of Geovisualization and Spatial Analysis 5 (1): 1–12. https://doi.org/10.1007/s41651-020-00071-6
  • Yuan, Nicholas Jing, Yu Zheng, Xing Xie, Yingzi Wang, Kai Zheng, and Hui Xiong. 2014. “Discovering Urban Functional Zones Using Latent Activity Trajectories.” IEEE Transactions on Knowledge and Data Engineering 27 (3): 712–725. https://doi.org/10.1109/TKDE.2014.2345405
  • Zhang, X. 2020. “Geoscene-Based Modeling and Analysis of Urban Functional Zoning.” Geographic Information System 36: 149.
  • Zhang, Xiuyuan, and Shihong Du. 2015. “A Linear Dirichlet Mixture Model for Decomposing Scenes: Application to Analyzing Urban Functional Zonings.” Remote Sensing of Environment 169: 37–49. https://doi.org/10.1016/j.rse.2015.07.017
  • Zhang, Xiuyuan, Shihong Du, and Qiao Wang. 2017. “Hierarchical Semantic Cognition for Urban Functional Zones with VHR Satellite Images and POI Data.” ISPRS Journal of Photogrammetry and Remote Sensing 132: 170–184. https://doi.org/10.1016/j.isprsjprs.2017.09.007
  • Zhou, Qi, Yiming Liao, and Jue Wang. 2022. “Mapping Global Urban Greenspace: An Analysis Based on Open Land-Cover Data.” Urban Forestry & Urban Greening 74: 127638. https://doi.org/10.1016/j.ufug.2022.127638