EM-T1Geomatics, Natural Hazards and Risk202516(1)A spatiotemporal displacement prediction method for InSAR-detected landslides using a graph neural network coupling spatial and temporal featuresYunhao Zhang, Yi He, Fei Gao, Tianbao Huo 等 7 人被引 7高影响力 前 10%基金开放获取航空航天工程复合灾害与灾害链疏散行为与风险认知金融风险与机器学习
EM-T1Risk Analysis202344(6): 1514-1534Spatiotemporal multi‐graph convolutional network‐based provincial‐day‐level terrorism risk predictionLanjun Luo, Boxiao Li, Chao Qi被引 6高影响力 前 10%基金社会学与政治学金融风险与机器学习
EM-T1Reliability Engineering & System Safety2025259: 110928-110928Knowledge embedded spatial–temporal graph convolutional networks for remaining useful life predictionXiao Wei Cai, Dingcheng Zhang, Yang Yu, Min Xie被引 39高影响力 前 1%开放获取控制与系统工程金融风险与机器学习
A+INFORMS Journal on ComputingUTD242025Code and Data Repository for Causally-Aware Spatio-Temporal Multi-Graph Convolution Network for Accurate and Reliable Traffic PredictionPingping Dong, Xiaolin Wang, Indranil Bose, Kam K.H. Ng 等 6 人被引 1建筑与施工
EM-T1Natural Hazards2023119(1): 39-68Monitoring and prediction of landslide-related deformation based on the GCN-LSTM algorithm and SAR imageryMohammad Amin Khalili, Luigi Guerriero, Mostafa Pouralizadeh, Domenico Calcaterra 等 5 人被引 43高影响力 前 10%基金开放获取环境管理、监测、政策与法规复合灾害与灾害链金融风险与机器学习
EM-T1Accident Analysis & Prevention2023192: 107262-107262Attention based spatio-temporal graph convolutional network with focal loss for crash risk evaluation on urban road traffic network based on multi-source risksXian Liu, Jian John Lu, Xiang Chen, Yeuk Hang Charmaine Fong 等 6 人被引 46高影响力 前 10%基金安全、风险、可靠性与质量
EM-T1Reliability Engineering & System Safety2027278: 113555Community resilience: A hybrid framework of multi-agent simulation and spatiotemporal graph learningHailu Wan, Zhuo Jin, Gengqiang Huang, Shuang Li 等 5 人被引 0阅读 1开放获取建模与仿真应急治理与韧性政策
A+INFORMS Journal on ComputingUTD242025Causally Aware Spatiotemporal Multigraph Convolutional Network for Accurate and Reliable Traffic PredictionPingping Dong, Xiaolin Wang, Indranil Bose, Kam K.H. Ng 等 8 人被引 2建筑与施工路网损毁与基础设施韧性预测—优化与决策导向学习金融风险与机器学习
EM-T1Accident Analysis & Prevention2026228: 108409-108409A graph-based spatio-temporal framework for predicting safety-critical pedestrian–vehicle interactions at unsignalized crosswalksKaliprasana Muduli, Indrajit Ghosh, Satish V. Ukkusuri被引 6高影响力 前 1%基金安全、风险、可靠性与质量
EM-WoSExpert Systems with Applications2027334: 134439AirGFFormer: Air pollution concentration forecasting with graph convolutional networks and frequency transformerMing Shi, Jaehyuk Cho被引 0开放获取环境工程
EM-T1Stochastic Environmental Research and Risk Assessment202237(5): 1649-1667Short-term spatio-temporal forecasting of air temperatures using deep graph convolutional neural networksLucia García-Duarte Sáenz, Jenny Cifuentes, Geovanny Marulanda被引 24建筑与施工
EM-T1Accident Analysis & Prevention2025217: 108007-108007Spatio-temporal crash severity analysis with cost-sensitive multi-graphs attention networkJianwu Wan, Siying Zhu, Yunpeng Ma被引 4基金安全、风险、可靠性与质量
EM-T1Natural Hazards Review202324(2)Modeling Dynamics of Community Resilience to Extreme Events with Explainable Deep LearningHaiyan Hao, Yan Wang被引 23高影响力 前 10%社会学与政治学公平—效率权衡路网损毁与基础设施韧性应急治理与韧性政策金融风险与机器学习
EM-T1Reliability Engineering & System Safety2025269: 112086-112086Adaptive turbofan engine health assessment for multi-component performance degradation coupling scenarios: A spatiotemporal attention graph convolutional network approachMeng Xu, Xue Liu, Junjie Huang, Jian Ma 等 5 人被引 2基金控制与系统工程
EM-T1Reliability Engineering & System Safety2024256: 110770-110770Spatio-temporal degradation model with graph neural network and structured state space model for remaining useful life predictionXia Wu, Zhiwen Liu, Lei Wang被引 37高影响力 前 10%基金控制与系统工程
EM-T1Stochastic Environmental Research and Risk Assessment202640(6)Deep learning prediction of rare heatwave and coldwave events under severe class imbalanceAbdullah Fadhil Tawfeeq, Ümit Haluk Atasever被引 1高影响力 前 10%全球变化金融风险与机器学习
EM-T1Reliability Engineering & System Safety2025262: 111152-111152An adaptive multi-scale spatial-temporal graph attention ensemble network with physical guidance for remaining useful life prediction of multi-sensor equipmentLiang Zhou, Huawei Wang, Shanshan Xu被引 15高影响力 前 10%基金控制与系统工程
EM-T1Reliability Engineering & System Safety2025264: 111420-111420Spatial-temporal multi-sensor information fusion network with prior knowledge embedding for equipment remaining useful life predictionYi Qin, Yihang Zhao, Junyu Qi, Yongfang Mao被引 41高影响力 前 1%基金控制与系统工程
EM-T1Reliability Engineering & System Safety2025268: 112047-112047Fault diagnosis of inter-shaft bearings in small sample scenarios using multi-sensor spatio-temporal causal fusion and graph conditional variational adversarial networksZhikai Xing, Yongbao Liu, Qiang Wang, Mo Li被引 14高影响力 前 10%基金控制与系统工程
EM-T1Reliability Engineering & System Safety2024253: 110563-110563SRSGCN: A novel multi-sensor fault diagnosis method for hydraulic axial piston pump with limited dataPengfei Liang, Xiangfeng Wang, Chao Ai, Dongming Hou 等 5 人被引 38高影响力 前 10%基金控制与系统工程
