林文婷
博士,副教授,硕士生导师。
QQ:824703511
Email:[email protected]
地址:新濠峰娱乐
楼(致用楼) 405室
研究方向
研究方向涉及联邦学习、深度学习、强化学习、数据挖掘以及其在智能电网中的应用。长期致力于电力系统建模及优化、分布式优化算法设计及智能电网控制系统研发:1)分布式优化理论及算法;2)联邦学习算法;3)复杂电力系统建模及相关控制系统开发,包含能碳耦合综合能源系统优化,以及隐私保护下的能碳协同规划。在国际知名期刊和国际顶尖会议发表文章15篇,第一作者发表SCI期刊论文13篇。同时,开发了若干智能电网控制系统。
教育经历
2017.9-2020.6 华中科技大学 控制科学与工程 工学博士
2011.9-2014.3 法国巴黎高科 清洁与可再生能源 工学硕士(华科联合培养,第二学位)
2011.9-2014.3 华中科技大学 制冷及低温工程 工学硕士
2007.9-2011.6 华中科技大学 热能与动力工程 工学学士
工作经历
2020.6-2022.8 中南大学 自动化新濠峰娱乐
l 大数据环境下联邦学习算法设计
l 分布式优化算法设计
科研工作
国家自然科学基金/青年项目,隐私保护的多能系统群分布式能碳协同规划及激励机制设计。
重庆市自然科学基金/面上项目,隐私保护的多能系统群分布式协同。
重庆市教委/科学技术研究青年项,碳排放约束下多能源系统的分布式优化调度。
重庆市社科规划项目。
重庆市全职博士后出站留(来)渝资助。
重庆师范大学/博士启动项目,网络攻击下多能源系统的分布式优化调度。
已发表论文
[1] Wenting Lin, Yanwu Wang et al. Global Optimization: A Distributed Compensation Algorithm and Its Convergence Analysis. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, 51(4): 2355-2369.(JCR一区,影响因子:11.471)
[2] Wenting Lin, Guo Chen et al. Incentive Edge-Based Federated Learning for False Data Injection Attack Detection on Power Grid State Estimation: a Novel Mechanism Design Approach, Applied Energy, Volume 314, 15 May 2022, 118828. (JCR一区,影响因子:11.446 )
[3] Wenting Lin, Guo Chen et al. Distributed carbon-aware energy trading of virtual power plant under denial of service attacks: A passivity-based neurodynamic approach, Energy, Volume 257, 2022, 124751. (JCR一区, 影响因子:8.857 )
[4] Wenting Lin, Yanwu Wang et al. Distributed resource allocation via accelerated saddle point dynamics, IEEE/CAA Journal of Automatica Sinica, 2021, 8(9): 1588-1599. (JCR一区,影响因子:7.847)
[5] Wenting Lin, Guo Chen et al. Distributed generalized Nash equilibrium seeking: A singular perturbation-based approach, Neurocomputing, Volume 482, 2022, 278-286. (JCR一区,影响因子:5.779)
[6] Wenting Lin, Yanwu Wang et al. Distributed resource allocation: an indirect dual ascent method with an exponential convergence rate. Nonlinear Dynamics, 2020, 102(3): 1685-1699. (JCR一区,影响因子:5.741 )
[7] Wenting Lin, Guo Chen, et al. Carbon-Aware Load Balance Control of Big Data Centers With Renewable Generations, IEEE Transactions on Cloud Computing, 2023, 11(2), 1111 - 1121. (JCR一区,影响因子:5.697 )
[8] Wenting Lin, Guo Chen et al. Risk-Averse Energy Trading Among Peer-to-Peer Based Virtual Power Plants: A Stochastic Game Approach, International Journal of Electrical Power and Energy System, Volume 132, November 2021, 107145. (JCR一区, 影响因子:5.659)
[9] Wenting Lin, Yanwu Wang et al. Predefined-time optimization for distributed resource allocation. Journal of the Franklin Institute, 2020, 357(16): 11323-11348. (JCR一区,影响因子:4.246)
[10] Wenting Lin, Guo Chen, Xiaojun Zhou. Privacy-preserving federated learning for detecting false data injection attacks on power system. Electric Power Systems Research, 2024, 229: 110150. (JCR一区,影响因子:3.9)
[11] Wenting Lin, Chaojie Li. Distributed asynchronous non-smooth optimization with coupled equality and bounded constraints. Neural Computing and Applications, 2024, 36(6): 2853-2866. (JCR一区,影响因子:6.0)
[12] Wenting Lin, Chaojie li. Carbon-Aware Economic Dispatch: a Singular Perturbation Approach, 2021 International Conference on Neuromorphic Computing (ICNC). IEEE, 2021: 320-325. (EI收录)
[13] Wenting Lin, Yanwu Wang, et al. Distributed Optimization with Multiple Linear Equality Constraints and Convex Inequality Constraints, 2019 Chinese Control And Decision Conference (CCDC). IEEE, 2019: 50-55.(EI收录)