Xiaodong Zheng | 郑晓东
博士，西安交通大学电气工程学院助理教授。主要从事电力系统优化调度与主动控制研究，研究内容涵盖强化学习在无功调压/有功调频领域应用、电力市场智能交易、多智能体系统与大模型技术等方向。主持国家电网总部科技项目课题1项，作为骨干成员参与多项国家级、省部级重点项目。在 IEEE Transactions on Smart Grid、IEEE Transactions on Power Systems、电网技术等国内外知名期刊发表学术论文二十余篇。
20+
学术论文
4
SCI/EI 一作/通讯
1
国网总部课题
Representative Papers (First / Corresponding Author)
First Author · SCI
Sensitivity-Based Heterogeneous Ordered Multi-Agent Reinforcement Learning for Distributed Volt-Var Control in Active Distribution Network
IEEE Transactions on Smart Grid, vol. 16, no. 3, pp. 2115-2126, May 2025
提出基于电压-无功灵敏度的异构有序多智能体强化学习方法(SHOM)，用于主动配电网电压无功控制。通过灵敏度显式引导策略顺序更新，在异构网络约束下保证控制策略单调改进。
First Author · EI
Agentic Planning for Power System Simulation Task Orchestrations Based on Multi-Agent Systems
2025 8th International Conference on Robotics, Control and Automation Engineering (RCAE), pp. 576-584, Oct 2025
First Author
Two-Stage Flocking Formation Control Based on Constrained Boundary
5th Chinese Conference on Swarm Intelligence and Cooperative Control (CCSICC), Lecture Notes in Electrical Engineering, vol. 934, pp. 1112-1122, 2023
Preprint
Weighted-Sign Based Sequential Synchronization Control via Residual Reinforcement Learning
2025
Co-authored SCI/EI Journal Papers
SCI · IEEE TPWRS
Order-Based Heterogeneous Agents Reinforcement Learning Method With the Coordination of Distribution Network and Transmission Network for Load Frequency Control
IEEE Transactions on Power Systems, vol. 41, no. 1, pp. 413-424, 2026
SCI · EPSR
TS-DBC: A Teacher-Student Dual-Branch Classifier for Few-Shot Acoustic Fault Detection in Substations
Electric Power Systems Research, vol. 254, p. 112679, May 2026
SCI · Neurocomputing
STIMI: A Masked Image Modeling Framework for Spatiotemporal Wind Speed Reconstruction
Neurocomputing, vol. 674, p. 132945, Apr 2026
SCI · Renewable Energy
Learning Dynamic Inter-Farm Dependencies for Wind Power Forecasting via Adaptive Sparse Graph Attention Network
Renewable Energy, vol. 258, p. 124969, Feb 2026
SCI · EAAI
Adaptive Hierarchical Control of Quadcopters via Safe Reinforcement Learning from Human Demonstration
Engineering Applications of Artificial Intelligence, vol. 163, p. 113013, Jan 2026
SCI · IEEE TSMC
Leader-Following Formation Tracking of Multiagent Systems Using Adaptive Scaling Mechanism Under Spatial Constraints
IEEE Transactions on Systems, Man, and Cybernetics: Systems, pp. 1-12, 2023
SCI · Complexity
Fuzzy Model-Based Asynchronous Control for Markov Switching Systems with Stochastic Fading Channels
Complexity, 2020
Chinese Journal Papers
智慧电力
基于边缘计算的能量自治区域调度策略
智慧电力, vol. 49, no. 8, pp. 46-54, 2021
Conference Papers
ICAIS & ISAS 2025
Consensus Control via Edge-Event-Triggered Mechanism for Heterogeneous Multi-Agent Systems Under Disturbances
2025 Joint International Conference on Automation-Intelligence-Safety & ISAS, pp. 1-6, May 2025
ICIRA 2025
Fixed-Time Fault-Tolerant Control for Robotic Manipulators Based on Bias Neural Network with Input Saturation
Intelligent Robotics and Applications (ICIRA), Springer, 2025
ICIRA 2025
ExpertAP: Leveraging Multi-Unit Operational Patterns for Advanced Turbine Anomaly Prediction
Intelligent Robotics and Applications (ICIRA), Springer, 2025
SSRN Preprint
Spatiotemporal Context-Aware Imaging for Robust Imputation of Wind Speed Data in Regional Wind Farms
SSRN, 2025
Open Source Projects
Zotero-Notion-Paper-Flow
扫描 HuggingFace / arXiv 自动添加最新文献到 Notion & Zotero，支持大模型 API 自动总结
SHOM
基于多智能体强化学习的主动配电网电压无功控制 (IEEE TSG 论文代码)
ArxivLearner
iOS 端 arXiv 论文阅读与学习工具，高效管理和学习学术论文
ChatGPT2NotionParser
解决 ChatGPT 答案复制到 Notion 时公式不渲染的痛点
academic-paper-templates
学术论文模板集合 - IEEE、中文期刊等 LaTeX 和 Word 模板
model-forge
AI-Powered 3D Model Generation: Description to Prompt to Image to 3D Model