International Journal of Geographical Information Science, Volume 36, Issue 11 (2022)

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International Journal of Geographical Information Science, Volume 36, Issue 11 (2022)

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Research Articles

Article
Towards a training data model for artificial intelligence in earth observation
Peng Yue, Boyi Shangguan, Lei Hu, Liangcun Jiang, Chenxiao Zhang, Zhipeng Cao & Yinyin Pan
Pages: 2113-2137
Published online: 15 Jun 2022
AbstractforTowards a training data model for artificial intelligence in earth observation | Full Text | References | PDF (4 MB) | EPUB
  • 970 Views
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Article
Deep convolutional autoencoder for urban land use classification using mobile device data
Zhihao Sun, Zhenghong Peng, Yang Yu & Hongzan Jiao
Pages: 2138-2168
Published online: 03 Aug 2022
AbstractforDeep convolutional autoencoder for urban land use classification using mobile device data | Full Text | References | PDF (7 MB) | EPUB
  • 595 Views
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Article
A machine learning approach to extracting spatial information from geological texts in Chinese
Deping Chu, Bo Wan, Hong Li, Shuai Dong, Jinming Fu, Yiyang Liu, Kuan Huang & Hui Liu
Pages: 2169-2193
Published online: 15 Jun 2022
AbstractforA machine learning approach to extracting spatial information from geological texts in Chinese | Full Text | References | PDF (3.2 MB) | EPUB
  • 609 Views
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Article
Reasoning over higher-order qualitative spatial relations via spatially explicit neural networks
Rui Zhu, Krzysztof Janowicz, Ling Cai & Gengchen Mai
Pages: 2194-2225
Published online: 11 Jul 2022
AbstractforReasoning over higher-order qualitative spatial relations via spatially explicit neural networks | Full Text | References | PDF (3.7 MB) | EPUB
  • 1155 Views
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Article
Fusing machine learning with place-based survey methods: revisiting questions surrounding perceptual regions
M. Haffner, P. Hagge, C. Brown, R. Heyrman & C. Perkins
Pages: 2226-2247
Published online: 13 Jul 2022
AbstractforFusing machine learning with place-based survey methods: revisiting questions surrounding perceptual regions | Full Text | References | PDF (2.9 MB) | EPUB
  • 266 Views
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Article
Geographically convolutional neural network weighted regression: a method for modeling spatially non-stationary relationships based on a global spatial proximity grid
Zhen Dai, Sensen Wu, Yuanyuan Wang, Hongye Zhou, Feng Zhang, Bo Huang & Zhenhong Du
Pages: 2248-2269
Published online: 27 Sep 2022
AbstractforGeographically convolutional neural network weighted regression: a method for modeling spatially non-stationary relationships based on a global spatial proximity grid | Full Text | References | PDF (3.4 MB) | EPUB
  • 1575 Views
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Article
Graph neural networks with constraints of environmental consistency for landslide susceptibility evaluation
Haowei Zeng, Qing Zhu, Yulin Ding, Han Hu, Li Chen, Xiao Xie, Min Chen & Yanxia Yao
Pages: 2270-2295
Published online: 28 Jul 2022
AbstractforGraph neural networks with constraints of environmental consistency for landslide susceptibility evaluation | Full Text | References | PDF (6.4 MB) | EPUB
  • 883 Views
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Article
Filling gaps of cartographic polylines by using an encoder–decoder model
Wenhao Yu & Yujie Chen
Pages: 2296-2321
Published online: 31 Mar 2022
AbstractforFilling gaps of cartographic polylines by using an encoder–decoder model | Full Text | References | PDF (4.5 MB) | EPUB | Supplemental
  • 484 Views
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Article
An unsupervised framework for extracting multilane roads from OpenStreetMap
Kunkun Wu, Zhong Xie & Maosheng Hu
Pages: 2322-2344
Published online: 05 Aug 2022
AbstractforAn unsupervised framework for extracting multilane roads from OpenStreetMap | Full Text | References | PDF (3.4 MB) | EPUB
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