关雪峰

2015-05-29
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关雪峰

研究方向:高性能地理计算、分布式时空过程模拟、时空大数据挖掘与可视分析、分布式时空数据库等。

联系方式

通讯地址:湖北省武汉市武昌珞瑜路 129 号,武汉大学测绘遥感信息工程国家重点实验。430079

电子邮箱:guanxuefeng#whu.edu.cn

工作经历:

2016.12~至今 武汉大学测绘遥感与信息工程国家重点实验室,副教授

2015.09~2016.08 荷兰代尔夫特理工大学(TU Delft)访问学者(CSC中荷互换奖学金)

2011.07~2016.11 武汉大学测绘遥感与信息工程国家重点实验室,讲师

2005.07~2007.09 武大吉奥信息工程有限公司

教育经历:

2007.9~2011.6 武汉大学测绘遥感与信息工程国家重点实验室,博士

2002.9~2005.6 中国地质大学(武汉)环境学院,硕士

1998.9~2002.6 中国地质大学(武汉)工程学院,学士

主要承担项目:

  1. 主持,“基于网格的分布式电信时空数据分析技术”. 华为服务实验室预研项目,2020/12-2021/11.

  2. 课题一负责人,“测绘遥感大数据高效处理与智能分析”. 湖北省科技重大专项项目(2020AAA004),2020/07~2023/6.

  3. 主持,“面向大规模地理智能体模拟的多元交互关系建模与并行调度”. 国家自然科学基金面上项目(41971348),2020/01~2023/12.

  4. 参与/项目联系人,“城市群经济区综合交通一体化规划、建设与运行监管”. 科技部重点研发计划课题(2017YFB0503802),2017/07-2021/06.

  5. 参与,“多粒度时空对象组织与管理”. 科技部重点研发计划课题(2016YFB0502302),2016/07-2021/06.

  6. 主持,“高维矢量计算技术项目”. 华为服务实验室预研项目,2018/11-2019/10.

  7. 主持,“基于多智能体和分布式仿真技术的实时交通过程模拟”. 湖北省自然科学基金面上项目(2015CFB399),2015/01~2016/12.

  8. 主持,“基于超图分割的空间数据并行处理任务调度机制研究”. 国家自然科学基金青年基金项目(41301411), 2014/01~2016/12.

  9. 参与,“统一时空体系下的多源信息实时接入与异构信息自主加载技术”. 科技部863计划课题(2013AA120701),2013/01~2015/12.

  10. 参与/课题联系人,“实时GIS关键技术与平台”. 科技部863计划课题(2012AA121401),2012/01~2014/12.

  11. 主持,“网络地图分块服务高并发访问关键技术”. 中国博士后基金面上项目(2012M511672),2012/01~2013/12.

发表英文文章:

  1. Xinglei Wang, Xuefeng Guan, Jun Cao,Na Zhang, Huayi Wu. Forecast Network-Wide Traffic States for Multiple Steps Ahead: A Deep Learning Approach Considering Dynamic Non-Local Spatial Correlation and Non-Stationary Temporal Dependency. Transportation Research Part C: Emerging Technologies, 2020, 119(10), 102763. (SCI, Q1)

  2. Jun Cao, Xuefeng Guan, Na Zhang, Xinglei Wang, Huayi Wu. A Hybrid Deep Learning-based Traffic Forecasting Approach Integrating Adjacency Filtering and Frequency Decomposition. IEEE Access, 2020, 8, 81735 - 81746. (SCI)

  3. Yuehui Qian, Weiran Xing, Xuefeng Guan, Tingting Yang, Huayi Wu. Coupling cellular automata with area partitioning and spatiotemporal convolution for dynamic land use change simulation. Science of The Total Environment, 2020,722, 137738. (SCI, Q1)

  4. Weiran Xing, Yuehui Qian, Xuefeng Guan, Tingting Yang, Huayi Wu. A novel cellular automata model integrated with deep learning for dynamic spatio-temporal land use change simulation. Computers & Geosciences, 2020, 137, 104430. (SCI, Q2)

  5. Xuefeng Guan, Chong Xie, Linxu Han, Yumei Zeng, Danlan Shen, Weiran Xing. MAP-Vis: A Distributed Spatio-Temporal Big Data Visualization Framework Based on a Multi-Dimensional Aggregation Pyramid Model. Applied Sciences, 2020, 10 (2), 598.(SCI)

  6. Na Zhang, Xuefeng Guan, Jun Cao, Xinglei Wang, Huayi Wu. Wavelet-HST: A Wavelet-based Higher-order Spatio-Temporal Framework for Urban Traffic Speed Prediction. IEEE Access. 2019, 7, 118446-118458. (SCI)

  7. Tingting Yang, Xuefeng Guan, Yuehui Qian, Weiran Xing and Huayi Wu. Efficiency Evaluation of Urban Road Transport and Land Use in Hunan Province of China Based on Hybrid Data Envelopment Analysis (DEA) Models. Sustainability. 2019, 11(14), 3826. (SCI)

  8. Xuefeng Guan, Peter van Oosterom, Bo Cheng. A Parallel N-Dimensional Space-Filling Curve Library and Its Application in Massive Point Cloud Management. ISPRS International Journal of Geo-Information. 2018, 7(8), 327. (SCI)

  9. Xuefeng Guan, Cheng Bo, Zhenqiang Li, Yaojin Yu.ST-hash: An efficient spatiotemporal index for massive trajectory data in a NoSQL database. Proceedings of the 25th International Conference on Geoinformatics, 2017, Buffalo, USA. (EI)

  10. Hongyan Wang, Xuefeng Guan and Huayi Wu. A Hybrid Parallel Spatial Interpolation Algorithm for Massive LiDAR Point Clouds on Heterogeneous CPU-GPU Systems. ISPRS International Journal of Geo-Information. 2017, 6(11), 363.(SCI)

  11. Zhenqiang Li, Xuefeng Guan, Huayi Wu and Jianya Gong. A Novel k-Means Clustering Based Task Decomposition Method for Distributed Vector-Based CA Models. ISPRS International Journal of Geo-Information. 2017, 6(4), 93.(SCI)

  12. Bo Cheng, Xuefeng Guan. Design and Evaluation of a High-concurrency Web Map Tile Service Framework on a High Performance Cluster. International Journal of Grid and Distributed Computing, 2016, 9 (12), 127-142. (EI)

  13. Bo Cheng, Xuefeng Guan, Huayi Wu and Rui Li. Hypergraph+: An Improved Hypergraph-Based Task-Scheduling Algorithm for Massive Spatial Data Processing on Master-Slave Platforms. ISPRS International Journal of Geo-Information, 2016, 5(8), 141.(SCI)

  14. Zhenqiang Li, Xuefeng Guan, Rui Li and Huayi Wu. 4D-SAS: A Distributed Dynamic-Data Driven Simulation and Analysis System for Massive Spatial Agent-Based Modeling. ISPRS International Journal of Geo-Information, 2016, 5(4), 42. (SCI)

  15. Bo Cheng, Xuefeng Guan, and Huayi Wu. A Hypergraph Based Task Scheduling Strategy for Massive Parallel Spatial Data Processing on Master-Slave Platforms. In Proceedings of the 23rd International Conference on GeoInformatics, IEEE, 2015, pp. 1-5. (EI)

  16. Xuefeng Guan, Bo Cheng, Aihong Song, and Huayi Wu. Modeling Users Behavior for Testing the Performance of a Web Map Tile Service. Transactions in GIS, 2014, 18(s1): 109-125. (SSCI)

  17. Xiaolong, Li, Jiansi Yang, Xuefeng Guan and Huayi Wu. An Event-driven Spatiotemporal Data Model (E-ST) Supporting Dynamic Expression and Simulation of Geographic Processes. Transactions in GIS, 2014, 18(s1): 76-96. (SSCI)

  18. Huayi Wu, Xuefeng Guan, Tianming. Liu and Lan You. A High-Concurrency Web Map Tile Service Built with Open-Source Software. Modern Accelerator Technologies for Geographic Information Science (eds. X. Shi, V. Kindratenko and C. Yang), 2013, Springer US: 183-195.

  19. Xuefeng Guan. A Robust Parallel Framework for Massive Spatial Data Processing on High Performance Clusters, International Archive of Photogrammetry & Remote Sense Spatial Information Science, XXXIX-B4,pp213-217, Melbourne, August 2012.

  20. Xuefeng Guan, Huayi Wu and Lin Li. A Parallel Framework for Processing Massive Spatial Data with a Split–and–Merge Paradigm, Transactions in GIS, 2012, 16(6):829-843. (SSCI)

  21. Huayi Wu, Xuefeng Guan and Jianya Gong. ParaStream: A parallel streaming Delaunay triangulation algorithm for LiDAR Points on Multicore Architectures. Computers & Geosciences, 2011, 37(9):1355-1363. (SCI)

  22. Xuefeng Guan and Huayi Wu. Leveraging the power of multi-core platforms for large-scale geospatial data processing: Exemplified by generating DEM from massive LiDAR point clouds. Computers & Geosciences, 2010, 36(10):1276-1282. (SCI)

  23. Xuefeng Guan and Huayi Wu. Parallel optimization of IDW interpolation algorithm on multicore platform. Proceedings of 16th International Conference on GeoInformatics, June 2008.

发表中文文章:

  1. 刘易诗, 关雪峰, 吴华意, 曹军,张娜. 基于时空关联度加权的LSTM短时交通速度预测. 地理信息世界, 2020, 27(1): 41-47.

  2. 谢冲, 关雪峰, 周炜轩, 吴华意. MAP-Vis:基于MAP模型的时空点状大数据可视化方案. 中国图象图形学报, 2019, 24(5): 816-826.

  3. 关雪峰, 曾宇媚. 时空大数据背景下并行数据处理分析挖掘的进展及趋势. 地理科学进展, 2018, 37(10): 1314-1327.

  4. 王鸿琰, 关雪峰, 吴华意. 一种面向CPU/GPU异构环境的协同并行空间插值算法. 武汉大学学报:信息科学版, 2017, 42(12): 1688-1695.(EI)

  5. 成波,关雪峰,向隆刚,高萌,吴华意.一种面向时空对象及其关联关系动态变化表达的概念数据模型.地球信息科学学报, 2017,19(11): 1415-1421.

  6. 余耀津,关雪峰,李欢,吴华意. 基于线性规划的传感网数据实时接入与优化. 测绘地理信息, 2017, 42(4):35-38.

专利:

  1. 一种时空地理大数据的检索方法及系统 (ZL201510818539.2)

  2. 一种交通过程时空建模管理方法及装置 (申请号:202010031478.6)

  3. 一种面向高维时空大数据的多细节层次可视化方法 (申请号:202010893745.0)

专著:

  1. 高性能时空计算及应用.关雪峰编著. 科学出版社. 2020.11 (ISBN 978-7-03-066957-5)

所获奖励:

  1. 实时地理信息系统软件平台及重大工程应用,2017年测绘科技进步奖特等奖(排名第5)

学生实习&就业去向:

毕业年份

就业去向

毕业年份

就业去向

2013

IBM

2014

2015

直博

2016

百度、铁四院

2017

2018

华为(x2),长委

2019

Shopee(新加坡)、读博

2020

阿里、铁四院

2020实习

阿里、高德(x2)