姓名:郑乐
职称:讲师,硕士生导师
所在院系:mgm美高梅79906
研究方向:
电力系统稳定分析与优化控制
大数据、机器学习和人工智能及其在电力系统中的应用
新能源电力系统优化与分析
联系方式:
办公地址:mgm美高梅79906主楼A817
电子邮箱:zhengl20@ncepu.edu.cn
一、个人简介及主要荣誉称号
郑乐,2011年在清华大学电气工程专业获得工学学士学位,2017年在清华大学电力系统及其自动化专业获得工学博士学位,2017-2019年在美国斯坦福大学大数据中心从事博士后研究工作,2020年8月起加入mgm美高梅79906。
长期从事电力系统稳定分析与优化控制、新能源电力系统分析与优化、机器学习与人工智能在电力系统中的应用等方面的研究工作。先后参与国家自然科学基金项目1项、参与国家863子课题2项,参与10余项企事业单位委托科研项目。以第一作者发表SCI和EI收录论文20余篇,获国家发明专利授权12项。获2017年日内瓦国际发明展金奖等奖励。担任IEEETRANS(PowerSystems、SmartGrid、SustainableEnergy)、MPCE等刊物审稿人。
二、代表性论著
Le Zheng, Wei Hu, Yong Min, and Jin Ma. “A Novel Method to Monitor and Predict Voltage Collapse: The Critical Transitions Approach”, IEEE Transactions on Power Systems, vol. 33, no. 2, 2018.
Le Zheng, Wei Hu, and Yong Min. “Raw Wind Data Preprocessing: A Data-Mining Approach,” IEEE Transactions on Sustainable Energy, vol. 6, no. 1, 2015.
Le Zheng, Wei Hu, Qiuyu Lu, and Yong Min. “Optimal Energy Storage System Allocation and Operation for Improving Wind Power Penetration,” IET Transactions on Generation, Transmission & Distribution, vol. 9, no. 16, 2015.
Shuang Wu, Le Zheng, Wei Hu, etc. “Improved Deep Belief Network and Model Interpretation Method for Power System Transient Stability Assessment,” Journal of Modern Power System & Clean Energy, 2019.
Wei Hu, Le Zheng, Qiuyu Lu, and Yong Min. “Research on a Hierarchical Dynamic Automatic Voltage Control System Based on the Discrete Event-Driven Method,” Energies, vol. 6, no. 6, 2013.
Le Zheng, Oliver Wang, ShiyingHao, etc. “Development of an Early Warning System for High Risk Patients for Suicide Attempt Using Deep Learning and Electronic Health Records”, Nature Translational Psychiatry, 2019.
Le Zheng, Yan Zhang, ShiyingHao, etc. “A Proteomic Clock for Malignant Gliomas: the Role of the Environment in Tumorigenesis at the Presymptomatic Stage”, PloS one, 2019.
Le Zheng, Yue Wang, ShiyingHao, etc. “Web-based Real-Time Case Finding for the Population Health management of Patients With Diabetes Mellitus: A Prospective Validation of the Natural Language Processing-Based Algorithm With Statewide Electronic Medical Records,” JMIR Medical Informatics, vol. 4, no. 4, 2016.
Zhou Tan*, Rui Liu*, Le Zheng*, ShiyingHao, and etc. “Cerebrospinal Fluid Protein Dynamic Driver Network: At the Crossroads of Brain Tumorigenesis,” Methods, vol. 83, 2015. *Co-first author.
Qiuyu Lu, Wei Hu, Le Zheng, Yong Min, and etc. “Integrated Coordinated Optimization Control of Automatic Generation Control and Automatic Voltage Control in Regional Power Grids,” Energies, vol. 5, 2012.
Yifan Zhou, Wei Hu, Yong Min, Le Zheng. “Active splitting strategy searching approach based on MISOCP with consideration of power island stability,” Journal of Modern Power Systems and Clean Energy, vol. 7, no. 3, 2019.
郑乐, 胡伟, 闵勇等. “基于临界转变理论的电力系统电压稳定分析与预警,”中国电机工程学报, vol. 24, no. 1, 2016.
郑乐,胡伟,陆秋瑜,闵勇等. “储能系统用于提高风电接入的规划和运行综合优化模型,” 中国电机工程学报,vol. 16, no. 1, 2013.
胡伟,郑乐,闵勇,等. “基于深度学习的电力系统故障后暂态稳定评估研究,”电网技术, vol. 41, no. 10, 2017.
陆秋瑜,胡伟,郑乐,闵勇,等. “多时间尺度的电池储能系统建模及分析应用,”中国电机工程学报, vol. 33, no. 16, 2013.
Le Zheng, Wei Hu, Yong Min, Yifan Zhou, etc. “Deep Belief Network based nonlinear representation learning for transient stability assessment,” 2017 IEEE PES General Meeting, in Chicago, USA.
Le Zheng, Wei Hu, KaiyuanHou, Xingwei Xu, etc. “Real-time transient stability assessment based on deep recurrent neural network,” 2017 IEEE Innovative Smart Grid Technologies – Asia, in Auckland, New Zealand.