EM-T1Accident Analysis & Prevention2026231: 108496-108496A deep reinforcement learning algorithm for optimizing safety and efficiency of traffic signals using traffic conflict technique and artificial intelligence-based video analyticsHassan Bin Tahir, Shimul Md Mazharul Haque被引 5高影响力 前 10%基金开放获取控制与系统工程
EM-T1Reliability Engineering & System Safety2023232: 109081-109081Safe multi-agent deep reinforcement learning for joint bidding and maintenance scheduling of generation unitsPegah Rokhforoz, Mina Montazeri, Olga Fink被引 54阅读 1高影响力 前 10%基金开放获取电气与电子工程
A+Production and Operations ManagementUTD24FT50202234(7): 1836-1856Multi-Agent Deep Reinforcement Learning for Multi-Echelon Inventory ManagementXiaotian Liu, Ming Hu, Yijie Peng, Yaodong Yang被引 66阅读 1高影响力 前 10%基金开放获取管理信息系统
EM-WoSExpert Systems with Applications2027332: 133687A reinforcement learning-enhanced interpretable prototype deep network for predicting pulmonary nodule malignancyHongqiao Dong, Haiping Liu, Bo Liu被引 0阅读 1开放获取人工智能金融风险与机器学习
A+INFORMS Journal on ComputingUTD24202234(5): 2552-2570Improving Variable Orderings of Approximate Decision Diagrams Using Reinforcement LearningQuentin Cappart, David Bergman, Louis-Martin Rousseau, Isabeau Prémont-Schwarz 等 5 人被引 14阅读 1高影响力 前 10%开放获取数值分析预测—优化与决策导向学习金融风险与机器学习
A+INFORMS Journal on ComputingUTD24202437(2): 315-337Transfer Reinforcement Learning for Mixed Observability Markov Decision Processes with Time-Varying Interval-Valued Parameters and Its Application in Pandemic ControlMu Du, Hongtao Yu, Nan Kong被引 4人工智能
A+MIS QuarterlyUTD24FT50202449(4): 1385-1416RADAR: A Framework for Developing Adversarially Robust Cyber Defense AI Agents with Deep Reinforcement LearningReza Ebrahimi, Yidong Chai, Weifeng Li, Jason L. Pacheco 等 5 人被引 8阅读 1人工智能不确定性优化（随机/鲁棒/DRO/CVaR）大模型与智能体金融风险与机器学习
A+Manufacturing & Service Operations ManagementUTD24FT50202124(1): 285-304A Deep Q-Network for the Beer Game: Deep Reinforcement Learning for Inventory OptimizationAfshin Oroojlooyjadid, Mohammadreza Nazari, Lawrence Snyder, Martin Takáč被引 240阅读 1高影响力 前 1%管理信息系统
EM-WoSExpert Systems with Applications2027334: 134402Deep reinforcement learning-driven adaptive search algorithm for emergency rescue routingXining Cui, Yanteng Sun, Xincheng Tang, Biao Zhang 等 5 人被引 0阅读 3开放获取组织行为与人力资源管理路网损毁与基础设施韧性疏散行为与风险认知
A+Production and Operations ManagementUTD24FT50202535(5): 1824-1845The Value of Blending—Managing Ameliorating Inventory Using Deep Reinforcement LearningAlexander Pahr, Martin Grunow被引 2阅读 1高影响力 前 10%开放获取管理信息系统金融风险与机器学习
EM-T1Reliability Engineering & System Safety2027278: 113509Mitigating cascading failures through intentional line removal: A conditional reinforcement learning approachAref Hakimzadeh, Abdorasoul Ghasemi, Babak Nasersharif被引 0开放获取电气与电子工程复合灾害与灾害链
EM-T2Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability2026240(5): 1767-1777Dynamic maintenance model for a load sharing k-out-of-n: G system using deep reinforcement learningMahla Mohamadalizadedareh, Abdollah Safari, Firoozeh Haghighi被引 0阅读 1安全、风险、可靠性与质量
EM-T1Accident Analysis & Prevention2025222: 108161-108161Two-step deep reinforcement learning for traffic signal control to improve pedestrian safety using connected vehicle dataA. Dian Ren, B Gongquan Zhang, C. Fangrong Chang, D. Helai Huang被引 10阅读 1高影响力 前 10%基金开放获取控制与系统工程
EM-T1Reliability Engineering & System Safety2025265: 111478-111478Resilience-based post disaster recovery optimization for infrastructure system via deep reinforcement learningHuangbin Liang, Beatriz Moya, Francisco Chinesta C, Eleni Chatzi被引 34阅读 2高影响力 前 1%基金开放获取土木与结构工程复合灾害与灾害链
EM-T1Journal of Flood Risk Management202215(4)Modelling the behaviour of corporations during the flood damage recovery process using multi‐agent deep reinforcement learningShaofeng Yang, Yoshiki Ogawa, Koji IKEUCHI, Ryosuke Shibasaki 等 5 人被引 5阅读 3基金开放获取全球变化洪涝风险与减灾
EM-T1International Journal of Disaster Risk Reduction2026145: 106439A deep reinforcement learning framework for coastal multi-hazard emergency responseMarcello Sano, Davide Mauro Ferrario, Silvia Torresan, Andrea Critto被引 0阅读 2基金开放获取社会学与政治学应急物资配置与人道物流复合灾害与灾害链洪涝风险与减灾大模型与智能体应急治理与韧性政策
EM-WoSComputers & Industrial Engineering2026222: 112366Hierarchical deep reinforcement learning for multi-timescale Robotic Mobile Fulfillment System optimizationXiaoying Yang, Fuhua Jia, Tianxiang Cui, Jianfeng Ren 等 5 人被引 0阅读 3开放获取工业与制造工程
EM-T1Reliability Engineering & System Safety2025266: 111767-111767Deep reinforcement learning for optimal planning of production line maintenance with deteriorationMichael Geurtsen, Cas Leenen, Ivo Adan, Zümbül Atan被引 4阅读 1开放获取安全、风险、可靠性与质量
EM-T1Reliability Engineering & System Safety2024252: 110466-110466A reinforcement learning agent for maintenance of deteriorating systems with increasingly imperfect repairsAlberto Pliego Marugán, Jesús María Pinar-Pérez, Fausto Pedro Garcı́a Márquez被引 31阅读 2高影响力 前 10%基金开放获取安全、风险、可靠性与质量金融风险与机器学习
EM-T1Reliability Engineering & System Safety2022224: 108529-108529A prescriptive Dirichlet power allocation policy with deep reinforcement learningYuan Tian, Minghao Han, Chetan S. Kulkarni, Olga Fink被引 24阅读 2基金开放获取人工智能
