建立了基于多变量时空关联关系的地理空间异常一体化表达模型，发展了地理空间异常多视角度量与自适应判别方法，提升了地理空间异常探测结果的精准性。研制了空间异常驱动的公共安全事件风险预警系统，在城市暴力袭击事件风险评估、群体异常聚集事件预警、降水滑坡灾害事件风险预警等任务中得到落地部署应用，提升了业务部门对突发公共安全事件事前防控与事后应急的决策能力。
获得国家自然科学基金3项（面上2项/青年1项）、国家重点研发计划项目子课题2项、 湖南省高新技术产业科技创新引领计划项目等国家/省部级项目资助，入选“湖南省优青”、“湖湘青年英才”省级人才计划，以第一/通讯作者在《测绘学报》、《IJGIS》、《CEUS》等国内外地理信息科学领域权威期刊发表 SCI/SSCI/EI论文40余篇；在科学出版社出版学术专著2部（均排2）；以第一发明人授权国家发明专利15项；参与获得地理信息科技进步特等奖等科技奖励7项。
一、学术专著
1. 马国锐, 石岩, 眭海刚 等. 空天地大数据公共安全事件预测建模技术. 北京: 科学出版社, 2022.
2. 邓敏, 石岩, 杨学习, 眭海刚. 地理空间异常探测理论与方法. 北京: 科学出版社, 2021.
二、代表论文
石岩, 李诗逸, 王达 等. 顾及空间邻域效应的多元地理要素因果模式挖掘方法. 测绘学报, 2025, 54(5): 937-949.
石岩, 王达, 邓敏, 杨学习. 时空异常探测：从数据驱动到知识驱动的内涵转变与实现路径. 测绘学报, 2024, 53(8): 1493-1504.
石岩, 王达, 陈袁芳等. 流空间邻近关系约束下的流行病分布空间异常探测方法. 测绘学报, 2021, 50(6): 777-788.
邓敏, 谌恺祺, 石岩* 等. 多尺度空间同位模式挖掘的点过程分解方法. 测绘学报, 2022, 51(2): 258-268.
Yan Shi, Yuanfang Chen, Min Deng, et al. Discovering source areas of disease outbreaks based on ring-shaped hotspot detection in road network space. International Journal of Geographical Information Science, 2022, 36(7): 1343-1363.
Yan Shi, Da Wang, Jianbo Tang, et al. Detecting spatiotemporal extents of traffic congestion: a density-based moving object clustering approach. International Journal of Geographical Information Science, 2021, 35(7): 1449-1473.
Da Wang, Min Deng, Yan Shi*, et al. A generative deep learning approach with multi-perspective map representations for simulating land use changes. International Journal of Geographical Information Science, 2026, online.
Min Deng, Kaiqi Chen, Kaiyuan Lei, Yuanfang Chen, Yan Shi*. MVCV-Traffic: multiview road traffic state estimation via cross-view learning. International Journal of Geographical Information Science, 2023, 37(10): 2205-2237.
Min Deng, Xuexi Yang, Yan Shi*, et al. A density-based approach for detecting network-constrained clusters in spatial point events.International Journal of Geographical Information Science, 2019, 33(3): 466-488.
Yan Shi, Da Wang, Zihe Ni, et al. A sequential pattern mining based approach to adaptively detect anomalous paths in floating vehicle trajectories. IEEE Transactions on Intelligent Transportation Systems, 2022, 23 (10): 18186-18199.
Yan Shi, Jianya Gong, Min Deng, et al. A graph-based approach for detecting spatial cross-outliers from two types of spatial point events. Computers, Environment and Urban Systems, 2018, 72: 88-103.
Yan Shi, Min Deng, Xuexi Yang, Jianya Gong. Detecting anomalies in spatio-temporal flow data by constructing dynamic neighbourhoods. Computers, Environment and Urban Systems, 2018, 67: 80-96.
Yan Shi, Min Deng, Xuexi Yang, et al. Adaptive detection of spatial point event outliers using multilevel constrained Delaunay triangulation. Computers, Environment and Urban Systems, 2016, 59: 164-183.
Baoju Liu, Min Deng, Jingyi Yang, Yan Shi*, et al. Detecting anomalous spatial interaction patterns by maximizing urban population carrying capacity. Computers, Environment and Urban Systems, 2021, 87, 101616.
Yan Shi, Yixun Liu, Da Wang, et al. Predicting origin-destination travel flow based on a spatiotemporal relational graph learning approach. Transactions in GIS, 2026, 30: e70274.
Yan Shi, Min Deng, Jianya Gong, et al. Detection of clusters in traffic networks based on spatio-temporal flow modeling.Transactions in GIS, 2019, 23: 312-333.
Yan Shi, Min Deng, Xuexi Yang, et al. A spatial anomaly points and regions detection method using multi-constrained graphs and local density. Transactions in GIS, 2017, 21(2): 376-405.
Kaiqi Chen, Min Deng, Kaiyuan Lei, Qinghao Liu, Yan Shi*. Adaptive multi-view neural network for network-wide and segment-wise traffic speed estimation with heterogeneous missing cases. Transactions in GIS, 2025, 29(1): e13295.
Xuexi Yang, Min Deng, Yan Shi*, et al. Detecting statistically significant geographical anomalous regions from spatial sampling points by coupling Gaussian function and multidirectional optimization. Transactions in GIS, 2021, 25: 1277-1300.
Min Deng, Xuexi Yang, Yan Shi*, et al. A non-parametric statistical test method to detect significant cross-outliers in spatial points. Transactions in GIS, 2018, 22(6): 1462-1483.
Yuanfang Chen, Min Deng, Yan Shi*, et al. A spatiotemporal risk assessment approach for respiratory infectious diseases based on probabilistic space-time prisms. Cartography and Geographic Information Science, 2025.
Baoju Liu, Zhongan Tang, Min Deng, Yan Shi*, Xiao He, Bo Huang. Estimation of travel flux between urban blocks by combining spatio-temporal and purpose correlation. Journal of Transport Geography, 2024, 116: 103836.
Bingbing Zhao, Min Deng, Yan Shi*. Inferring nonwork travel semantics and revealing the nonlinear relationships with the community built environment. Sustainable Cities and Society, 2023, 99: 104889.
Liang Luo, Min Deng, Yan Shi*, et al. Associating street crime incidences with geographical environment in space using a zero-inflated negative binomial regression model. Cities, 2022, 129: 103834.
Yan Shi, Da Wang, Baoju Liu, et al. Exploring the nonlinear relationships between human travel and road traffic congestions using taxi trajectory data. Transportation, 2024, 52:1827-1856.
三、国家发明专利
石岩, 李明辉, 王达, 刘宝举, 邓敏. 基于城市用地功能驱动的轻型乘用车交通碳排放测算方法. 2025, 专利号：ZL202510583923.
石岩, 刘智龙, 王达, 邓敏. 一种滑坡灾害易发性与危险性耦合评价方法. 2025, 专利号：ZL202510453091.2.
石岩, 刘海嫣, 汤仲安, 李明辉, 王达, 刘宝举, 邓敏. 2025年7月15日. 基于持续同调的城市空间结构与交通拥堵关系度量方法. 2025, 专利号：ZL202510281616.9.
石岩, 韩晶莎, 王达, 刘宝举, 邓敏. 一种基于移动轨迹的社团发现方法及设备. 2024, 专利号：ZL 2024 1 1530328.4.
石岩, 李诗逸, 王达, 刘宝举, 邓敏. 一种基于空间因果发现的城市功能设施集群效应挖掘方法. 2024, 专利号：ZL202410784700.8.
石岩, 刘奕汛, 王达, 刘宝举, 邓敏. 一种交通出行交互流量预测方法、系统、终端设备及介质. 2024, 专利号：ZL202410292344.8.
石岩, 陈袁芳, 邓敏, 王达, 赵冰冰. 一种呼吸道传染病传染源区域探测方法. 2023, 专利号：ZL202111094906.0.
石岩, 王达, 徐刚, 余正, 邓敏, 陈袁芳. 顾及参数时变性的传播模型建立方法及其预测方法. 2023, 专利号：ZL202010436601.2.
石岩, 邵珊珊, 杨学习, 邓敏, 王达. 一种基于系统动力学的金属资源代谢过程预测方法. 2023, 专利号：ZL202210866430.6.
石岩, 龙程, 储国威, 谌恺祺, 邓敏. 基于AIS数据的船舶异常行为探测方法. 2023, 专利号: ZL202011611693.X.
石岩, 樊泽, 王达, 陈炳蓉, 刘宝举, 邓敏. 滑坡易发性评价方法. 2023, 专利号: ZL202310368406.4.
石岩, 李文轩, 陈炳蓉, 王达, 邓敏. 基于多向最优扩展的城市有向交通廊道识别方法. 2023, 专利号:ZL202210338622.X.
石岩, 汪晓龙, 王达, 陈炳蓉, 邓敏. 共享单车出行潮汐时段的预测方法. 2023, 专利号: ZL202310137743.2.
石岩, 王达, 汪晓龙, 陈炳蓉, 邓敏. 基于自适应密度聚类的共享单车出行潮汐区域探测方法. 2023, 专利号:ZL202211562330.0.
石岩, 王达, 邓敏, 唐建波, 陈袁芳. 一种基于移动聚类的城市交通拥堵精细识别方法. 2020, 专利号: ZL201911100627.3.
