准聘副教授，主要从事大模型、地图智能以及时空数据挖掘等研究，曾获评2024年首届中国科协青年人才托举工程博士生专项计划（受中国测绘学会托举）、入选《人民日报》发布的《2024年研究生国家奖学金获奖学生代表名录》（100人/90000人）、获信息管理领域顶刊Information Processing & Management最佳论文（2025年）、获Taylor&Francis出版社2024年“整个出版社最受欢迎的前10篇由中国学者撰写的论文”、获“Wiley威立中国开放科学高贡献作者”。本硕博毕业于中国地质大学（武汉），博士期间曾前往新加坡国立大学地理系/公共健康系联合培养。作为骨干成员参与多项国家自然科学基金面上项目，科研成果应用于美团、武汉地空中心、武汉规划院、上海市大数据中心、三峡设计集团等横向委托项目以及GF型研项目等，成果获武汉自然资源局官网、省委信息化办公室官网、湖北日报、极目新闻等媒体重点报道；以第一作者/通讯作者身份在IJGIS、ISPRS P&RS、TGIS、CaGIS、JAG、IPM、PR等权威期刊上发表SCI论文20余篇（含IJGIS论文7篇），第一作者ESI高被引论文（前1%）4篇，其中2篇同时入选热点论文，授权/申请专利6项。

招生信息

- 欢迎对AI大模型、地理空间人工智能、地图制图、时空数据挖掘等研究领域感兴趣的同学随时发邮件联系，本人亲自指导，团队氛围融洽

- 联系方式：yifanzhang_geo@126.com ; yifanzhang@cumt.edu.cn

论文发表（团队大模型功能演示网址：链接）（共同第一作者#，通讯作者*）

• Yifan Zhang, Yizhe Chen, Zhiyun Wang, Ci Song, Wenhao Yu*. OpenStreetMap based POI Knowledge Graph Enhanced by Large Language Model. Journal of Geographical Systems, 2026, Online.

• 禹文豪，曾子怡，张一帆，钱海忠。融合欧氏空间邻近与拓扑邻接信息预训练模型的路网网格模式。测绘学报，2026, 55 (3): 415-424. DOI: 10.11947/j.AGCS.2026.20250350（EI，一级学报）
  

• Hongyu Hao, Yifan Zhang, Xinru Zhao, Jianfeng Lin, Wenhao Yu*. Temporal-Weighted Transfer Network for Knowledge Graph Extrapolation. ACM Transactions on Intelligent Systems and Technology, 2026, Online. DOI: 10.1145/3828652

• Yicheng Ma, Yifan Zhang, Wenbo Zhang, Xinru Zhao, Wenhao Yu*. Text-to-SpatialSQL: A LLM based method for generating spatial SQL queries with geo-knowledge extracted from software user manual. Transactions in GIS, 2026, Online. DOI: 10.1111/tgis.70312

• Chenhui Wu, Yifan Zhang, Wenhao Yu*. Feature-Driven DEM Generation with Enhanced Detail Preservation and Noise Mitigation Using Conditional GANs. Transactions in GIS, 2026, Online. DOI: 10.1111/tgis.70232
  

• Yifan Zhang, Jingxuan Li, Wenbo Zhang, Zhiyun Wang, Ziyi Zeng, Wei Luo, Qingfeng Guan, Jianfeng Lin, and Wenhao Yu*. GLoRA: a novel parameter-efficient fine-tuning framework for GIS large language models. International Journal of Geographical Information Science, 2025, Online. DOI: 10.1080/13658816.2025.2591830
  

• Yifan Zhang#, Wenbo Zhang#, Ziyi Zeng , Keying Jiang, Jingxuan Li, Wen Min, Wei Luo, Qingfeng Guan, Jianfeng Lin, and Wenhao Yu*. MapReader: A framework for learning a visual language model for map analysis. International Journal of Geographical Information Science, 2025, Online. DOI: 10.1080/13658816.2025.2455112（ESI高被引论文，MapReader软件演示视频;中文内容介绍）

• Yifan Zhang#,Keyan Liu#, Xinru Zhao, Wei Luo, Qingfeng Guan, Wenhao Yu*. A multitask learning framework for predicting origin-destination ride-sourcing demand. Transactions in GIS, 2025, Online. DOI: 10.1111/tgis.70126

• Yifan Zhang, Wenhao Yu*, Xinru Zhao, Zhengting He, Wenlong Zhang, Jianfeng Lin. Focus on Hard Areas of Reconstruction: A Fine-grained Urban Flow Inference Framework. Transactions in GIS, 2025, Online. DOI: 10.1111/tgis.70039

• Zhiyun Wang#, Yifan Zhang#, Wen MIN, Qingfeng Guan, Wenhao Yu*. GISedu-GPT: A large language model framework with prior knowledge for GIS education question bank generation. Journal of Geography in Higher Education, 2025, Online. DOI: 10.1080/03098265.2025.2549784 （国际地理高等教育权威期刊；中文内容链接）

• SONG Jiayu#, ZHANG Yifan#, WANG Zhiyun, Wenhao Yu*. Large Language Model Agent with VGl Data for Mapping. Journal of Geodesy and Geoinformation Science, 2025, Online. 

• Wenbo Zhang#, Yifan Zhang#, Jianfeng Lin, Binqiang Huang, Jinlu Zhang, Wenhao Yu*. DC-CLIP: Multilingual CLIP Compression via vision-language distillation and vision-language alignment. Pattern Recognition, 2025, 164, 111547. https://doi.org/10.1016/j.patcog.2025.111547 (多模态大模型演示视频；中文内容链接)

• Qinghong Huang#, Yifan Zhang#, Wenbo Zhang, Jianfeng Lin, Binqiang Huang, Jinlu Zhang, Wenhao Yu*. A Training-Free Framework for Valid Object Counting by Cascading Spatial and Semantic Understanding of Foundation Models. Information Sciences, 2025, Online.

• Wenbo Zhang, Yifan Zhang, Hongyu Hao, Jianfeng Lin, Qingfeng Guan, Wenhao Yu*. MapGenerator: A framework for learning a diffusion model for text promptable map generation. Cartography and Geographic Information Science, 2025, Online. DOI:10.1080/15230406.2025.2587273（MapGenerator大模型功能演示视频）

• Xiaochi Ma, Yifan Zhang, Wenbo Zhang, Wenhao Yu*. GeoMapGAN: Remote Sensing Image to Map via Two-Stream Network and Adaptive Noise. Transactions in GIS, 2025, Online. DOI: 10.1111/tgis.70124

• Yifan Zhang, Zhengting He, Jingxuan Li, Jianfeng Lin, Qingfeng Guan, Wenhao Yu*. MapGPT: An Autonomous Framework for Mapping by Integrating Large Language Model and Cartographic Tools. Cartography and Geographic Information Science, 2024, Online. DOI: 10.1080/15230406.2024.2404868 (ESI热点论文与高被引论文；演示视频：MapGPT大模型效果展示；预印本链接；中文内容链接；PPT分享链接) 

• Yifan Zhang, Cheng Wei, Zhengting He, Wenhao Yu*. GeoGPT: An Assistant for Understanding and Processing Geospatial Tasks.International Journal of Applied Earth Observation and Geoinformation, 2024, 131, 103976. DOI: 10.1016/j.jag.2024.103976 (ESI热点论文与高被引论文，中文内容链接)

• Yifan Zhang, Jingxuan Li, Zhiyun Wang, Zhengting He, Qingfeng Guan,Jianfeng Lin, Wenhao Yu*. Geospatial large language model trained with a simulated environment for generating tool-use chains autonomously. International Journal of Applied Earth Observation and Geoinformation, 2024, Online. DOI: 10.1016/j.jag.2024.104312

• Yifan Zhang, Zhiyun Wang,Zhengting He,Jingxuan Li,Gengchen Mai,Jianfeng Lin,Cheng Wei, Wenhao Yu*. BB-GeoGPT: A Framework for Learning a Large Language Model for Geographic Information Science. Information Processing and Management, 2024, 61 (5), 103808. DOI: 10.1016/j.ipm.2024.103808 (SCI & SSCI) (ESI高被引论文；GIS大模型数据集；中文内容链接)

• Yifan Zhang, Wenhao Yu*,Di Zhu. Next Track Point Prediction Using a Flexible Strategy of Subgraph Learning on Road Networks. International Journal of Geographical Information Science, 2024, Online.  DOI: 10.1080/13658816.2024.2358527 (SCI&SSCI)

• Cheng Wei#, Yifan Zhang#, Xinru Zhao, Ziyi Zeng, Zhiyun Wang, Jianfeng Lin, Qingfeng Guan, Wenhao Yu*. GeoTool-GPT: A Trainable Method for Facilitating Large Language Models to Master GIS Tools.International Journal of Geographical Information Science, 2024, Online. https://doi.org/10.1080/13658816.2024.2438937

• Wenbo Zhang#, Yifan Zhang#, Yuyang Deng, Wenlong Zhang, Jianfeng Lin, Binqiang Huang, Jinlu Zhang, Wenhao Yu*. Ta-Adapter: Enhancing Few-Shot CLIP with Task-aware Encoders. Pattern Recognition, 2024, 153, 110559. DOI: 10.1016/j.patcog.2024.110559 (SCI)

• Yifan Zhang, Wenhao Yu*, Di Zhu. Terrain Feature-Aware Deep Learning Network for Digital Elevation Model Superresolution.ISPRS Journal of Photogrammetry and Remote Sensing, 2022, 189, 143-162. DOI: 10.1016/j.isprsjprs.2022.04.028 (SCI)

• Yifan Zhang, Wenhao Yu*. Detecting common features from point patterns for similarity measurement using matrix decomposition.Cartography and Geographic Information Science, 2022, Online. DOI: 10.1080/15230406.2022.2125078 (SSCI)

• Yifan Zhang, Wenhao Yu*. Comparison of DEM Super-Resolution Methods Based on Interpolation and Neural Networks. Sensors, 2022, 22(3), 745. DOI: 10.3390/s22030745 (SCI)

• Yifan Zhang, Wenhao Yu*, Zhanlong Chen. An improved method for generalisation of point features with consideration of reinforcing relationships. Journal of Spatial Science, 2022, 67(1):41-60.DOI: 10.1080/14498596.2020.1720837 (SCI，IF: 1.405)

• Wenhao Yu*,Yifan Zhang*, Zhanlong Chen, Tinghua Ai. Sparse reconstruction with spatial structures to automatically determine neighbors.International Journal of Geographical Information Science, 2022, 36(2), 338-359. DOI: 10.1080/13658816.2021.1885675 (SCI&SSCI，IF: 3.733)

• Wenhao Yu*,Yifan Zhang*, Tinghua Ai, Zhanlong Chen. An integrated method for DEM simplification with terrain structural features and smooth morphology preserved.International Journal of Geographical Information Science, 2021, 35(2), 273-295. DOI: 10.1080/13658816.2020.1772479 (SCI&SSCI，IF: 3.733)

• Wenhao Yu,Yifan Zhang*, Tinghua Ai, Qingfeng Guan, Zhanlong Chen, Haixia Li. Road network generalization considering traffic flow patterns. International Journal of Geographical Information Science, 2020，34(1), 119-149. DOI: 10.1080/13658816.2019.1650936 (SCI&SSCI，IF: 3.733)

• Wenhao Yu,Yifan Zhang*, Zhanlong Chen. Automated generalization of facility points-of-interest with service area delimitation. IEEE Access, 2019, 7, 63921 - 63935. DOI: 10.1109/ACCESS.2019.2916977  (SCI, IF: 3.745)

专利

• 张一帆，禹文豪，余接情，钱妮佳。一种基于双层联合约束优化的GIS大语言模型持续学习方法。专利号：ZL202610668301.4。

• 张一帆，禹文豪。顾及参数适应性差异的GIS行业大语言模型参数微调方法。申请号：202511301351.0。

• 禹文豪，贺正庭，张一帆。结合智能体与稀疏重建的制图方法、装置、设备及介质。申请号：202411334721.6。

• 禹文豪，刘钶妍，张一帆。交通流量预测方法、装置、存储介质及计算机设备。申请号：202410722372.9。

• 禹文豪，陈佳鑫，张一帆，陈占龙。一种结合空间结构和属性信息的自适应邻域确定方法。专利号：ZL202011171753.0。

• 禹文豪，贺正庭，张一帆。一种基于空间异质性的细粒度城市交通流推断方法。专利号：ZL2023113785964。

• 禹文豪，刘梦琪，张一帆，黄雅雅。一种结合人工交互与主动学习的路网匹配方法。专利号：ZL202111003704.0。

科研项目

• 主持，中国地质大学（武汉）自主创新资助计划重点项目，“基于大语言模型智能体的GIS工具自主组合调用研究”。2024.06.01—2026.5.31

• 参与，国家自然科学基金面上项目，“基于稀疏降维模型的自适应邻域构建与空间上下文智能分析研究”(42371446)。2024.01.01—2027.12.31

• 参与，国家自然科学基金面上项目，“场模型支持下的空间群组模式定量描述方法研究”(42071442)。2021.01.01—2024.12.31

• 参与，湖北省自然科学基金联合项目，“基于大语言模型的交通信息处理工具自主组合研究”(2024AFD412)。2024-2026

• 参与，2025年武汉市重点研发计划项目，“基于大语言模型的智能地图制图关键技术研究”。2025-2027

• 技术负责人，美团公司重点项目，“共享骑行资产故障识别的多模态细粒度分类关键技术研究”。2023-2025。

• 技术负责人，武汉规划院委托项目，“文生图规划专属大模型技术服务”。2025-2026

• 技术负责人，三峡设计集团委托项目，“三峡设计SPYC专属大模型（一期）项目研发服务”。2025

学术服务

国际SCI期刊“International Journal of Geographical Information Science”、“ISPRS P&RS”、“Information Fusion”、“Information Processing & Management”、“Pattern Recognition”、“Knowledge-Based Systems”、“IEEE TGRS”、“Transactions in GIS”、“Cartography and Geographic Information Science”、“Information Science”等审稿人

• 2022.9 -- 2025.12
  中国地质大学（武汉） , 测绘科学与技术  , Doctoral Degree in Engineering , With Certificate of Graduation for Doctorate Study
• 2019.9 -- 2022.6
  中国地质大学（武汉） , 地图制图学与地理信息工程  , Master's Degree in Engineering , With Certificate of Graduation for Study as Master's Candidates
• 2015.9 -- 2019.6
  中国地质大学（武汉） , 测绘工程  , Bachelor's Degree in Engineering , 本科毕业

• 2025.12 -- Now
  中国矿业大学 , 环境与测绘学院 , 准聘副教授

• 空间数据挖掘

• 地图智能

• 大模型