Gender:Male
Date of Employment:2013-01-01
E-Mail:
Administrative Position:副院长
Discipline:Geographic Information Science Geospatial Information Engineering
Guan Gene
Professor
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Degree:Doctoral Degree in Philosophy
Education Level:Doctoral Degree in Education
Alma Mater:University of California, Santa Barbara
Professional Title:Professor
School/Department:地理与信息工程学院
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关庆锋,中国地质大学(武汉)地理与信息工程学院教授、博士生导师、副院长;国家地理信息系统工程技术研究中心副主任、自然资源部国土碳汇智能监测与空间调控工程技术创新中心副主任;入选国家级高层次人才计划、国家级青年人才计划;获得湖北省自然科学基金“杰出青年”项目、中国高校GIS创新人物奖、地理信息科技进步一等奖(序1);担任国际华人地理信息科学协会(CPGIS)候任主席、ACM SIGSPATIAL中国分会副主席、中国地理信息产业协会理论与方法工作委员会委员、中国地理学会地图学与地理信息系统专业委员会委员、中国测绘学会摄影测量与遥感专业委员会委员、中国测绘学会智慧城市工作委员会委员、中国环境科学学会生态环境模型专业委员会委员;担任《武汉大学学报•信息科学版》编委、《测绘工程》编委。研究方向包括时空大数据、空间计算智能、高性能空间计算和城市遥感。科研项目来自国家自然科学基金、科技部重点研发计划、教育部高等学校博士学科点专项基金、国土资源部地质信息技术重点实验室、湖北省自然科学基金、湖北省自然资源厅等。发表学术期刊论文150余篇,其中包括PNAS、RSE、ISPRS P&RS、AAAG、L&UP、IJGIS、CEUS、TGRS等国际重要SCI/SSCI期刊论文130余篇。
最新成果(*标注通讯作者):
Zhu, Q.; Li, H.; Deng, W. & Guan, Q.* (2024) From Intra-Distinctiveness to Inter-Invariance: A Cycle-resemblance Few-shot Transformation Network for Cross Domain Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing (SCI). DOI: 10.1109/TGRS.2024.3445935 |
Zhu, Q.; Ran, L.; Zhang, Y. & Guan, Q.* (2024) Integrating geographic knowledge into deep learning for spatiotemporal local climate zone mapping derived thermal environment exploration across Chinese climate zones. ISPRS Journal of Photogrammetry and Remote Sensing (SCI), 217: 53-75. DOI: 10.1016/j.isprsjprs.2024.08.004 |
Yang, N.; Deng, Z.; Hu, F.; Guan, Q.*; Chao, Y. & Wan, L. (2024). Urban Perception Assessment from Street View Images Based on a Multifeature Integration Encompassing Human Visual Attention. Annals of the American Association of Geographers (SSCI). DOI: 10.1080/24694452.2024.2363783 |
Zhou, X.; Wang, J.; Wang, J. & Guan, Q.* (2024) Predicting air quality using a multi-scale spatiotemporal graph attention network. Information Sciences (SCI), 680: 121072. DOI: 10.1016/j.ins.2024.121072 |
Li, Y.; Guan, Q.*; Gu, J. & Jiang. X. (2024) A deep reinforcement learning with dynamic spatio-temporal graph model for solving urban logistics delivery planning problems. International Journal of Digital Earth (SCI), 17(1): 2376273. DOI: 10.1080/17538947.2024.2376273 |
Guan, Q.; Li, J.; Zhai, Y.; Liang, X. & Yao, Y.* (2024) HashGAT-VCA: A vector cellular automata model with hash function and graph attention network for urban land-use change simulation. Landscape and Urban Planning (SCI&SSCI), 250: 105145. DOI: 10.1016/j.landurbplan.2024.105145 |
Yang, X.; Fan, X.; Su, Y.; Guan, Q.* & Tang, L. (2024) TR2RM: an urban road network generation model based on multisource big data. International Journal of Digital Earth (SCI), 17(1): 2344596. DOI: 10.1080/17538947.2024.2344596 |
Yang, X.; Yun, S.; Guan, Q.* & Gao, H. (2024) rupMC: a ray-unit parallel marching cubes algorithm on CPU/GPU heterogeneous architectures. International Journal of Digital Earth (SCI), 17(1): 2340583. DOI: 10.1080/17538947.2024.2340583 |
Liang, X.; Guo, S.; Huang, C.; Wang, B.; Xiao, Y.; He, J.; Li, Y.; Wang, M. & Guan, Q*. (2024) Modeling the Subpixel Land-Use Dynamics and Its Influence on Urban Heat Islands: Impacts of Factors and Scale, and Population Exposure Risk. Sustainable Cities and Society (SCI), 107: 105417. DOI: 10.1016/j.scs.2024.105417 |
Gao, H.#; Liang, Z.#; Guan, Q.*; Liang, X. & Zeng, W. (2024) A parallel framework on hybrid architectures for raster-based geospatial cellular automata models. International Journal of Geographical Information Science (SCI&SSCI). DOI: 10.1080/13658816.2024.2343776 |
Zhu, Q.; Huang, X. & Guan, Q.* (2024) TabCtNet: Target-aware bilateral CNN-transformer network for single object tracking in satellite videos. International Journal of Applied Earth Observation and Geoinformation (SCI), 128: 103723. DOI: 10.1016/j.jag.2024.103723 |
Zhu, Q.; Li, Z.; Song, T.; Yao, L.; Guan, Q.* & Zhang, L. (2024) Unrestricted region and scale: Deep self-supervised building mapping framework across different cities from five continents. ISPRS Journal of Photogrammetry and Remote Sensing (SCI), 209: 344-367. DOI: 10.1016/j.isprsjprs.2024.01.021 |
Yao, Y.; Jiang, Y.; Sun, Z.; Li, L.; Chen, D.; Xiong, K.; Dong, A.; Cheng, T.; Zhang, H.; Liang, X. & Guan, Q.* (2024) Applicability and sensitivity analysis of vector cellular automata model for land cover change. Computers, Environment and Urban Systems (SSCI), 109: 102090. DOI: 10.1016/j.compenvurbsys.2024.102090 |
Guan, Q.; Wang, J.; Ren, S.; Gao, H.; Liang, Z.; Wang, J. & Yao, Y.* (2024) Predicting short-term PM2.5 concentrations at fine temporal resolutions using a multi-branch temporal graph convolutional neural network. International Journal of Geographical Information Science (SCI&SSCI), DOI: 10.1080/13658816.2024.2310737 |
Li Y.; Bai M.; Guan Q.*; Ming Z.; Liang X.; Liu G. & Gao J. (2023) CSD-RkNN: reverse k nearest neighbors queries with conic section discriminances. International Journal of Geographical Information Science (SCI&SSCI), 37(10): 2175-2204. DOI: 10.1080/13658816.2023.2249521 |
Gao, H.; Peng, X.; Guan, Q.*; Wang, J.; Liu, Z.; Yang, X. & Zeng, W. (2023) mcRPL: a general purpose parallel raster processing library on distributed heterogeneous architectures. International Journal of Geographical Information Science (SCI&SSCI), 37(9): 2043-2066. DOI: 10.1080/13658816.2023.2244550 |
Yao, Y.; Guo, Z.; Dou, C.; Jia, M.; Hong, Y.; Guan, Q.* & Luo, P.* (2023) Predicting mobile users' next location using the semantically enriched geo-embedding model and the multilayer attention mechanism. Computers, Environment and Urban Systems (SSCI), 104: 102009. DOI: 10.1016/j.compenvurbsys.2023.102009 |
Liang, Z.; Wang, J.; Ren, S.; Yu, Y. & Guan, Q.* (2023). A novel framework for detecting non-recurrent road traffic anomalies by combining a temporal graph convolutional network and hierarchical time memory detector. Transactions in GIS (SSCI). DOI: 10.1111/tgis.13022 |
Guan, Q.; Zhou, J.; Wang, R.; Yao, Y.*; Qian, C.; Zhai, Y. & Ren, S. (2022) Understanding China’s urban functional patterns at the county scale by using time-series social media data. Journal of Spatial Science (SCI). DOI: 10.1080/14498596.2022.2125095 |
Yang, X.; Chen, J.; Guan, Q.*; Gao, H. & Xia, W. (2022) Enhanced Spatial-Temporal Savitzky-Golay Method for Reconstructing High-Quality NDVI Time Series: Reduced Sensitivity to Quality Flags and Improved Computational Efficiency. IEEE Transactions on Geoscience and Remote Sensing (SCI). DOI: 10.1109/TGRS.2022.3190475 |
Guan, Q.; Ren, S.; Chen, L.; Yao, Y.*; Hu, Y.; Wang, R.; Feng, B.; Gu, L. & Chen, W. (2022) Recognizing Multivariate Geochemical Anomalies Related to Mineralization by Using Deep Unsupervised Graph Learning. Natural Resources Research (SCI). DOI: 10.1007/s11053-022-10088-x |
Zhu, Q.*; Lei, Y.; Sun, X.; Guan, Q.*; Zhong, Y.; Zhang, L. & Li, D. (2022) Knowledge-guided land pattern depiction for urban land use mapping: A case study of Chinese cities. Remote Sensing of Environment (SCI), 272 (2022) :112916. DOI: 10.1016/j.rse.2022.112916 |
Zhu, Q.; Guo, X.; Deng, W.; Guan, Q.*; Zhong Y.; Zhang, L. & Li, D. (2021) Land-Use/Land-Cover change detection based on a Siamese global learning framework for high spatial resolution remote sensing imagery. ISPRS Journal of Photogrammetry and Remote Sensing (SCI), 184 (2022): 63-78. DOI: 10.1016/j.isprsjprs.2021.12.005 |
Guan, Q.; Yao, Y.*; Ma, T.*; Hong, Y.; Bei, Y. & Lyu, J. (2021) Under the Dome: A 3D Urban Texture Model and Its Relationship with Urban Land Surface Temperature. Annals of the American Association of Geographers (SSCI). DOI: 10.1080/24694452.2021.1972790 |
Zhu, Q.; Zhang, Y.; Li, Z.; Yan, X.; Guan, Q.*; Zhong, Y.; Zhang, L. & Li, D. (2021) Oil Spill Contextual and Boundary-Supervised Detection Network Based on Marine SAR Images. IEEE Transactions on Geoscience and Remote Sensing (SCI). DOI: 10.1109/TGRS.2021.3115492 |
Zhu, Q.; Chen, J.; Wang, L. & Guan, Q.* (2021) Proportion Estimation for Urban Mixed Scenes Based on Nonnegative Matrix Factorization for High-Spatial Resolution Remote Sensing Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (SCI). DOI:10.1109/JSTARS.2021.3119988 |
Pan, Y.; Zeng, W.; Guan, Q.*; Yao, Y.; Liang, X.; Zhai, Y. & Pu, S. (2021) Variability in and mixtures among residential vacancies at granular levels: Evidence from municipal water consumption data. Computers, Environment and Urban Systems (SSCI), 90(2021): 101702. DOI: 10.1016/j.compenvurbsys.2021.101702 |
Coulibaly, L. K.; Guan, Q.*; Assoma, T. V.; Fan, X. & Coulibaly, N. (2021) Coupling linear spectral unmixing and RUSLE2 to model soil erosion in the Boubo coastal watershed, Coˆte d’Ivoire. Ecological Indicators (SCI). 130(2021): 108092. DOI: 10.1016/j.ecolind.2021.108092 |
朱祺琪, 李真, 张亚男, 李佳伦, 杜禹强, 关庆锋*, 李德仁. (2021) 全局局部细节保持的深度条件随机场用于高分辨率遥感影像建筑物提取. 遥感学报 (EI). 25(7): 1422-1433. DOI: 10.11834/jrs.20210360 |
Guan, Q.; Ren, S.; Chen, L.; Feng, B. & Yao, Y.* (2021) A spatial-compositional feature fusion convolutional autoencoder for multivariate geochemical anomaly recognition. Computers & Geosciences (SCI), 156(2021): 104890. DOI: 10.1016/j.cageo.2021.104890 |
Gao, H.; Zhu, X.; Guan, Q.*; Yang, X.; Yao, Y.; Zeng, W. & Peng, X. (2021) cuFSDAF: An Enhanced Flexible Spatiotemporal Data Fusion Algorithm Parallelized Using Graphics Processing Units. IEEE Transactions on Geoscience and Remote Sensing (SCI). DOI: 10.1109/TGRS.2021.3080384 |
Yao, Y.; Wang, J.; Hong, Y.; Qian, C.; Guan, Q.*; Liang, X.; Dai, L. & Zhang, J. (2021) Discovering the homogeneous geographic domain of human perceptions from street view images. Landscape and Urban Planning (SCI&SSCI). 212 (2021) 104125. DOI: 10.1016/j.landurbplan.2021.104125 |
Zhu, Q.; Zhang, Y.; Wang, L.; Zhong, Y.; Guan, Q.*; Lu, X.; Zhang, L. & Li, D. (2021) A Global Context-aware and Batch-independent Network for road extraction from VHR satellite imagery. ISPRS Journal of Photogrammetry and Remote Sensing (SCI), 175(2021): 353-365. DOI: 10.1016/j.isprsjprs.2021.03.016 |
Yao, Y.; Zhang, J.; Qian, C.; Wang, Y.; Ren, S.; Yuan, Z. & Guan, Q.* (2021) Delineating urban job-housing patterns at a parcel scale with street view imagery. International Journal of Geographical Information Science (SCI&SSCI). DOI: 10.1080/13658816.2021.1895170 |
Liang, X.; Guan, Q.*; Clarke, K.; Liu, S.; Wang, B. & Yao, Y. (2021). Understanding the drivers of sustainable land expansion using a patch-generating land use simulation (PLUS) model: A case study in Wuhan, China. Computers, Environment and Urban Systems (SSCI). DOI: 10.1016/j.compenvurbsys.2020.101569 |
Yao, Y; Liu, Y.; Guan, Q.*; Hong, Y.*; Wang, R.; Wang R. & Liang, X. (2021). Spatiotemporal distribution of human trafficking in China and predicting the locations of missing persons. Computers, Environment and Urban Systems (SSCI). DOI: 10.1016/j.compenvurbsys.2020.101567 |
Liang, X.; Guan, Q.*; Clarke, K. C.; Chen, G.; Guo, S. & Yao, Y. (2021). Mixed-cell cellular automata: A new approach for simulating the spatio-temporal dynamics of mixed land use structures. Landscape and Urban Planning (SCI&SSCI). DOI: 10.1016/j.landurbplan.2020.103960 |
- 2003.9 -- 2008.6University of California, Santa Barbara , Geographic Information Science , Doctoral Degree in Philosophy
- 2000.9 -- 2003.6中国科学院地理科学与资源研究所 , Geography , Master's Degree
- 1996.9 -- 2000.6华东师范大学 , Geography , Bachelor's Degree
- 2013.1 -- Now中国地质大学(武汉) , 地理与信息工程学院 , 教授
- 2009.9 -- 2012.12美国内布拉斯加大学林肯分校 (UNL) , 自然资源学院 (SNR) & 先进土地管理信息技术中心 (CALMIT) , 助理教授
- 2008.8 -- 2009.8美国地质调查局(USGS) , 地理空间信息科学中心 (CEGIS) , 博士后
- 2022.11 -- Now中国测绘学会-智慧城市工作委员会-委员
- 2022.6 -- Now中国测绘学会-摄影测量与遥感专业委员会-委员
- 2022.1 -- Now《武汉大学学报 • 信息科学版》-编辑委员会-委员
- 2022.1 -- Now《测绘工程》-编辑委员会-委员
- 2024.1 -- Now国际华人地理信息科学协会-理事会-理事
- 2021.8 -- Now中国环境科学学会-生态环境模型专业委员会-委员
- 2024.1 -- NowACM中国SIGSPATIAL分会-执行委员会-委员
- 2019.10 -- Now中国地理学会地图学与地理信息系统专业委员会委员
- 2017.1 -- Now中国地理信息产业协会理论与方法工作委员会委员
中国地理学会地图学与地理信息系统专业委员会委员
时空大数据;空间计算智能;高性能空间计算
空间计算智能
基于机器学习/人工智能的空间分析与时空模拟,解决复杂地理空间问题高性能地理空间计算
利用并行计算技术,突破由大数据和复杂算法造成的计算壁垒,解决复杂地理空间问题城市感知与计算
利用多源/多元数据,智能感知城市空间环境,分析和模拟城市空间环境变化城市遥感:土地利用/覆盖分类,城市功能区识别
(1)城市智能感知与计算(包括城市遥感);
(2)高性能空间计算及空间知识智能挖掘;
(3)时空过程及人地关系模拟;
(4)GIS系统研发以及时空数据的可视化。
在大数据的支持下为政府、企业以及居民等各级用户应对社会和环境变化提供技术保障和决策支持。
研究中心的建设目标为:形成城市智能化“感+知+用”的闭环全链条,实现“教学研用”的全方位人才覆盖以及企业+高校的紧密结合, 建设成为国内外具有重要影响的研究团队,在四个主要研究方向取得具有国际影响力的创新性成果,并将成果以系统、平台或政府报告的方式进行落地应用,实现产学研三位一体的结合。
研究中心包括教授3人(博导2人)、副教授6人、讲师2人、博士后1人,学科方向覆盖地理学、测绘科学与技术、软件工程等三个一级学科。现有博士研究生6人、硕士研究生超过50人。
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