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Articles

Drainage pattern recognition method considering local basin shape based on graph neural network

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Pages 593-619 | Received 18 Aug 2022, Accepted 19 Jan 2023, Published online: 01 Mar 2023

References

  • Ai, Tinghua, Yaolin Liu, and Yafeng Huang. 2007. “The Hierarchical Watershed Partitioning and Generalisation of River Network.” Acta Geodaetica et Cartographica Sinica 36 (2): 231–236 + 243.
  • Brassel, Kurt E, and Robert Weibel. 1988. “A Review and Conceptual Framework of Automated Map Generalisation.” International Journal of Geographical Information Systems 2 (3): 229–244. doi:10.1080/02693798808927898.
  • Courtial, Azelle, Guillaume Touya, and Xiang Zhang. 2022. “Constraint-Based Evaluation of Map Images Generalized by Deep Learning.” Journal of Geovisualization and Spatial Analysis 6 (1): 1–17. doi:10.1007/s41651-021-00095-6.
  • Dara, Suresh, Swetha Dhamercherla, Surender Singh Jadav, CH Madhu Babu, and Mohamed Jawed Ahsan. 2021. “Machine Learning in Drug Discovery: A Review.” Artificial Intelligence Review 55: 1947–1999. doi:10.1007/s10462-021-10058-4.
  • De Sa, JP Marques. 2001. Pattern Recognition: Concepts, Methods and Applications. Berlin: Springer Science & Business Media.
  • Du, Peijun, Xuyu Bai, Kun Tan, Zhaohui Xue, Alim Samat, Junshi Xia, Erzhu Li, Hongjun Su, and Wei Liu. 2020. “Advances of Four Machine Learning Methods for Spatial Data Handling: a Review.” Journal of Geovisualization and Spatial Analysis 4 (1): 1–25. doi:10.1007/s41651-019-0044-z.
  • Du, Qingyun, Pinfu Yang, and Renchun Tan. 2006. “Classification of River Networks Structure Based on Spatial Statistical Character.” Geomatics and Information Science of Wuhan University 31 (5): 419–422.
  • Génevaux, Jean-David, Éric Galin, Eric Guérin, Adrien Peytavie, and Bedrich Beneš. 2013. “Terrain Generation Using Procedural Models Based on Hydrology.” ACM Transactions on Graphics 32 (4): 1–13.
  • Guo, Qingsheng, and Yuanlin Huang. 2008. “Automatic Reasoning on Main Streams of Tree River Networks.” Geomatics and Information Science of Wuhan University 33 (9): 978–981.
  • Hackney, Christopher, and Paul Carling. 2011. “The Occurrence of Obtuse Junction Angles and Changes in Channel Width Below Tributaries Along the Mekong River, South-East Asia.” Earth Surface Processes and Landforms 36 (12): 1563–1576. doi:10.1002/esp.2165.
  • Hamilton, Will, Zhitao Ying, and Jure Leskovec. 2017. “Inductive Representation Learning on Large Graphs.” Advances in Neural Information Processing Systems 30.
  • He, Yi, Zhanao Zhao, Wang Yang, Haowen Yan, Wenhui Wang, Sheng Yao, Lifeng Zhang, and Tao Liu. 2021. “A Unified Network of Information Considering Superimposed Landslide Factors Sequence and Pixel Spatial Neighbourhood for Landslide Susceptibility Mapping.” International Journal of Applied Earth Observation and Geoinformation 104: 102508. doi:10.1016/j.jag.2021.102508.
  • Huang, Wei. 2022. “What were GIScience Scholars Interested in During the Past Decades?.” Journal of Geovisualization and Spatial Analysis 6 (1): 1–21. doi:10.1007/s41651-021-00095-6.
  • Ichoku, Charles, and Jean Chorowicz. 1994. “A Numerical Approach to the Analysis and Classification of Channel Network Patterns.” Water Resources Research 30 (2): 161–174. doi:10.1029/93WR02279.
  • Jarvis, Richard S. 1976. “Classification of Nested Tributary Basins in Analysis of Drainage Basin Shape.” Water Resources Research 12 (6): 1151–1164. doi:10.1029/WR012i006p01151.
  • Jiang, Lili, Qingwen Qi, and An Zhang. 2015. “River Classification and River Network Structuration in River Auto-Selection.” Geomatics and Information Science of Wuhan University 40 (6): 841–846.
  • Jung, Kichul, Prashanth R. Marpu, and Taha BMJ Ouarda. 2017. “Impact of River Network Type on the Time of Concentration.” Arabian Journal of Geosciences 10 (24): 1–17.
  • Jung, Kichul, and Taha B. M. J. Ouarda. 2015. “Analysis and Classification of Channel Network Types for Intermittent Streams in the United Arab Emirates and Oman.” Journal of Civil & Environmental Engineering 5 (5): 159–218.
  • Jung, Kichul, Juyong Shin, and Daeryong Park. 2019. “A New Approach for River Network Classification Based on the Beta Distribution of Tributary Junction Angles.” Journal of Hydrology 572: 66–74. doi:10.1016/j.jhydrol.2019.02.041.
  • Kipf, Thomas N, and Max Welling. 2016. “Semi-Supervised Classification with Graph Convolutional Networks.” arXiv preprint arXiv:1609.02907.
  • Liu, Huai xiang, and Zhaoyin Wang. 2008. “Relationship Between River Network Pattern and Environmental Condition.” Journal of Tsinghua University (Science and Technology) 48 (9): 1408–1412.
  • Mejía, Aifonso I, and Jeffrey D Niemann. 2008. “Identification and Characterization of Dendritic, Parallel, Pinnate, Rectangular, and Trellis Networks Based on Deviations from Planform Self-Similarity.” Journal of Geophysical Research Earth Surface 113: 1–12.
  • Miller, V. C. 1953. A Quantitative Geomorphologic Study of Drainage Basin Characteristics in the Clinch Mountain Area, Virginia and Tennessee. Project NR 389042, Tech Report, Columbia University Department of Geology, ONR Geography Branch, New York. Retrieved from http://agris.fao.org/agris-search/search.do? recordID = US201400058936
  • Mokarram, Marzieh, Hamid Reza Pourghasemi, John P. Tiefenbacher, and Ali Saber. 2022. “Prediction of Drainage Morphometry Using a Genetic Landscape Evolution Algorithm.” Geocarto International 37 (5): 1364–1377. doi:10.1080/10106049.2020.1762766.
  • Paiva, Joo Argemiro Cavalho, and Max J Egenhofer. 2000. “Robust Inference of the Flow Direction in River Networks.” Algorithmica 26 (2): 315–333.
  • Pal, Subodh Chandra, Indrajit Chowdhuri, Biswajit Das, Rabin Chakrabortty, Paramita Roy, Asish Saha, and Manisa Shit. 2022. “Threats of Climate Change and Land Use Patterns Enhance the Susceptibility of Future Floods in India.” Journal of Environmental Management 305: 114317.
  • Pal, Subodh Chandra, Dipankar Ruidas, Asish Saha, Abu Reza Md. Towfiqul Islam, and Indrajit Chowdhuri. 2022. “Application of Novel Data-Mining Technique-Based Nitrate Concentration Susceptibility Prediction Approach for Coastal Aquifers in India.” Journal of Cleaner Production 131205.
  • Pieri, David C. 1984. “Junction Angles in Drainage Networks.” Journal of Geophysical Research Solid Earth 89 (B8): 6878–6884. doi:10.1029/JB089iB08p06878.
  • Reichstein, Markus, Gustau Camps-Valls, Bjorn Stevens, Martin Jung, Joachim Denzler, Nuno Carvalhais, and Prabhat. 2019. “Deep Learning and Process Understanding for Data-Driven Earth System Science.” Nature 566 (7743): 195–204. doi:10.1038/s41586-019-0912-1.
  • Ruidas, Dipankar, Rabin Chakrabortty, Abu Reza Md. Towfiqul Islam, Asish Saha, and Subodh Chandra Pal. 2022. “A Novel Hybrid of Meta-Optimization Approach for Flash Flood-Susceptibility Assessment in a Monsoon-Dominated Watershed, Eastern India.” Environmental Earth Sciences 81 (5): 1–22.
  • Ruidas, Dipankar, Subodh Chandra Pal, Abu Reza Md. Towfiqul Islam, and Asish Saha. 2021. “Characterization of Groundwater Potential Zones in Water-Scarce Hardrock Regions Using Data Driven Model.” Environmental Earth Sciences 80 (24): 1–18.
  • Samal, Dipak R, Shirish S Gedam, and R. Nagarajan. 2015. “GIS Based Drainage Morphometry and its Influence on Hydrology in parts of Western Ghats region, Maharashtra, India.” Geocarto International 30 (7): 755–778. doi:10.1080/10106049.2014.978903.
  • Schumm, Stanley A. 1956. “Evolution of Drainage Systems and Slopes in Badlands at Perth Amboy, New Jersey.” Geological Society of America Bulletin 67 (5): 597–646. doi:10.1130/0016-7606(1956)67[597:EODSAS]2.0.CO;2.
  • Stanislawski, Lawrence V. 2009. “Feature Pruning by Upstream Drainage Area to Support Automated Generalisation of the United States National Hydrography Dataset.” Computers, Environment and Urban Systems 33 (5): 325–333. doi:10.1016/j.compenvurbsys.2009.07.004.
  • Strahler, Arthur N. 1957. “Quantitative Analysis of Watershed Geomorphology.” Eos, Transactions American Geophysical Union 38 (6): 913–920. doi:10.1029/TR038i006p00913.
  • Twidale, C. R. 2004. “River Patterns and Their Meaning.” Earth Science Reviews 67 (3-4): 159–218. doi:10.1016/j.earscirev.2004.03.001.
  • Wang, Jiayao, Zhilin Li, and Fang Wu. 2011. Advances in Digital Map Generalisation. Beijing: Science Press.
  • Wang, Jiayao, Qun Sun, Guangxia Wang, Jiang Nan, and Xiaohua lv. 2014. Principle and Methods of Cartography. 2nd ed. Beijing: Science Press.
  • Yan, Xiongfeng, Tinghua Ai, Min Yang, and Xiaohua Tong. 2021. “Graph Convolutional Autoencoder Model for the Shape Coding and Cognition of Buildings in Maps.” International Journal of Geographical Information Science 35 (3): 490–512. doi:10.1080/13658816.2020.1768260.
  • Yan, Xiongfeng, Tinghua Ai, Min Yang, and Hongmei Yin. 2019. “A Graph Convolutional Neural Network for Classification of Building Patterns Using Spatial Vector Data.” ISPRS Journal of Photogrammetry and Remote Sensing 150 (4): 259–273.
  • Yang, Min, Chenjun Jiang, Xiongfeng Yan, Tinghua Ai, Minjun Gao, and Wenyuan Chen. 2022. “Detecting Interchanges in Road Networks Using a Graph Convolutional Network Approach.” International Journal of Geographical Information Science 36 (6): 1119–1139. doi:10.1080/13658816.2021.2024195.
  • Yang, Min, Tuo Yuan, Xiongfeng Yan, Tinghua Ai, and Junjiang Chen. 2022. “A Hybrid Approach to Building Simplification with an Evaluator from a Backpropagation Neural Network.” International Journal of Geographical Information Science 36 (2): 280–309. doi:10.1080/13658816.2021.1873998.
  • Yu, Huafei, Tinghua Ai, Min Yang, Lina Huang, and Jiaming Yuan. 2022. “A Recognition Method for Drainage Patterns Using a Graph Convolutional Network.” International Journal of Applied Earth Observations and Geoinformation 107: Article 102696. doi:10.1016/j.jag.2022.102696.
  • Yu, Wenhao, and Yujie Chen. 2022. “Data-driven Polyline Simplification Using a Stacked Autoencoder-based Deep Neural Network.” Transactions in GIS 26 (5): 2302–2325. doi:10.1111/tgis.12965.
  • Zernitz, Emilie R. 1932. “Drainage Patterns and Their Significance.” The Journal of Geology 40 (6): 498–521. doi:10.1086/623976.
  • Zhang, Ling, and Eric Guilbert. 2013. “Automatic Drainage Pattern Recognition in River Networks.” International Journal of Geographical Information Science 27 (12): 2319–2342. doi:10.1080/13658816.2013.802794.
  • Zhang, Ling, and Eric Guilbert. 2017. “A Genetic Algorithm for Tributary Selection with Consideration of Multiple Factors.” Transactions in Gis 21 (2): 332–358. doi:10.1111/tgis.12205.
  • Zhao, Rong, Tinghua Ai, Wenhao Yu, Yakun He, and Yilang Shen. 2020. “Recognition of Building Group Patterns Using Graph Convolutional Network.” Cartography and Geographic Information Science 47 (5): 400–417. doi:10.1080/15230406.2020.1757512.
  • Zhu, Guorui, Lizhen Guo, Gongbai Yin, and Yongli Xu. 2001. Map Design and Compilation. 2nd ed. Wuhan: Wuhan university press.