苏涵光 讲师
教育经历
2015.9-2020.4 东北大学 信息科学与工程学院 控制理论与控制工程专业 博士学位 导师: 张化光教授
2013.9-2015.7东北大学 信息科学与工程学院 控制工程专业 硕士学位 导师:张化光教授
2009.9-2013.6 东北大学 信息科学与工程学院 自动化专业 学士学位
工作经历
2020.5至今 东北大学 信息科学与工程学院 讲师
2020.5至今 东北大学 信息科学与工程学院 博士后 合作导师:杨金柱教授
研究方向
综合能源系统；自适应动态规划；强化学习；智能控制；自适应控制。
招收博士/硕士方向
欢迎自动化、电气、数学等专业学生报考硕士研究生。
科研项目
1.国家自然科学基金-青年科学基金，62103087，综合能源系统分散式在线优化控制问题研究，2022.1-2024.12，主持；
2.中国博士后科学基金-面上项目，2021M690567，基于自适应动态规划方法的综合能源系统优化问题研究，2020.05-2022.04，主持；
3.中央高校基本科研业务费-青年教师科研创新项目，N2104016，基于自适应动态规划算法的分布式综合能源系统关键问题研究，2021.01-2022.12，主持；
4.东北大学博士后科研基金，20200207，基于强化学习算法的分布式信息能源系统设计，2020.05-2022.04，主持；
5.国家自然科学基金-面上项目，62173074，多能微网信息物理系统分层自愈协同控制，2022.01-2025.12，参与；
6.国家自然科学基金-面上项目，62173082，面向清洁能源消纳的能量枢纽互动调控与优化运行策略研究，2022.01-2025.12，参与；
7.国家自然科学基金-面上项目，61773005，含有非线性不可公度分数阶节点的复杂网络的全局同步控制研究2018.01-2021.12，参与；
8.中海油重大科技攻关课题，CNOOCDP-2013-0418，海底管道漏磁内检测器研制项目，2013.03-2015.12，参与；
9.国家重点研发计划变革性课题，2018YFA0702200，分布式信息能源系统的智能进化机理和设计，2019.09-2024.08，参与。
学术成果
期刊论文:
1.Hanguang Su, Huaguang Zhang, Xiaodong Liang, Chong Liu. Decentralized event-triggered online adaptive control of unknown large-scale systems over wireless communication networks. IEEE Transactions on Neural Networks and Learning Systems, 2020, 31(11): 4907 - 4919. (SCI、EI检索)
2.Hanguang Su, Huaguang Zhang, He Jiang, Yinlei Wen. Decentralized event-triggered adaptive control of discrete-time non-zero-sum games over wireless sensor-actuator networks with input constraints. IEEE Transactions on Neural Networks and Learning Systems, 2020, 31(10): 4254 - 4266. (SCI、EI检索)
3.Hanguang Su, Huaguang Zhang, David Wenzhong Gao, Yanhong Luo. Adaptive dynamics programming for H∞ control of continuous-time unknown nonlinear systems via generalized fuzzy hyperbolic models. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2020, 50(11): 3996 – 4008. (SCI、EI检索)
4.Hanguang Su, Huaguang Zhang, Shaoxin Sun, Yuliang Cai. Integral reinforcement learning-based online adaptive event-triggered control for non-zero-sum games of partially unknown nonlinear systems. Neurocomputing, 2020, 377: 243-255. (SCI、EI检索)
5.Hanguang Su, Huaguang Zhang, Yuling Liang, Yunfei Mu. Online event-triggered adaptive critic design for non-zero-sum games of partially unknown networked systems. Neurocomputing, 368: 84-98, 2019. (SCI、EI检索)
6.Hanguang Su, Huaguang Zhang, Kun Zhang, Wenzhong Gao. Online reinforcement learning for a class of partially unknown continuous-time nonlinear systems via value iteration. Optimal Control Applications & Methods, 39(2): 1011-1028, 2018. (SCI、EI检索)
7.Huaguang Zhang, Hanguang Su, Kun Zhang, Yanhong Luo. Event-triggered adaptive dynamic programming algorithm for non-zero-sum games of unknown nonlinear systems via generalized fuzzy hyperbolic models. IEEE Transactions on Fuzzy Systems, 2019, 27(11): 2202-2214. (SCI、EI检索)
8.Jinhai Liu, Hanguang Su, Yanjuan Ma, Gang Wang, Yuan Wang, Kun Zhang. Chaos characteritics and least squares support vector machines based online pipeline small leakages detection. Chaos, Solitons, & Fractals, 91: 656-669, 2016. (SCI、EI检索)
9.Yunfei Mu, Huaguang Zhang, Hanguang Su, He Ren. Unknown input observer synthesis for discrete-time T-S fuzzy singular systems with application to actuator fault estimation. Nonlinear Dynamics, 100(4): 3399-3412, 2020. (SCI、EI检索)
10.He Ren, Huaguang Zhang, Hanguang Su, Yunfei Mu. Data-based stable value iteration optimal control for unknown discrete-time systems with time delays. Neurocomputing, 382: 96-105, 2020. (SCI、EI检索)
11.Huaguang Zhang, Yuling Liang, Hanguang Su, Chong Liu. Event-driven guaranteed cost control design for nonlinear systems with actuator faults via reinforcement learning algorithm. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 50(11): 4135-4150, 2020. (SCI、EI检索)
12.Huaguang Zhang, Chong Liu, Hanguang Su, Kun Zhang. Echo State Network-Based Decentralized Control of Continuous-Time Nonlinear Large-Scale Interconnected Systems. IEEE Transactions on Systems, Man, and Cybernetics: Systems,51(10): 6293-6303,2021. (SCI、EI检索)
13.Yuliang Cai, Huaguang Zhang, Hanguang Su, Juan Zhang, Qiang He. The Bipartite Edge-Based Event-Triggered Output Tracking of Heterogeneous Linear Multiagent Systems.IEEE Transactions on Cybernetics, doi:10.1109/TCYB.2021.3089488,2021. (SCI、EI检索)
14.Yunfei Mu, Huaguang Zhang, Hanguang Su, Kun Zhang. Observer-based actuator fault estimation and proportional derivative fault tolerant control for continuous-time singular systems. Optimal Control Applications & Methods, 40(6):979-997, 2019. (SCI、EI检索)
15.Yinlei Wen, Huaguang Zhang, Hanguang Su, He Ren. Optimal tracking control for non-zero-sum games of linear discrete-time systems via off-policy reinforcement learning. Optimal Control Applications & Methods, 41(4): 1233-1250, 2020. (SCI、EI检索)
16.Yunfei Mu, Huaguang Zhang, Hanguang Su, Yingchun Wang. Robust normalization and H-infinity stabilization for uncertain Takagi-Sugeno fuzzy singular systems with time-delays. Applied Mathematics and Computation, 388: 125534, 2021. (SCI、EI检索)
17.Pengda Liu, Huaguang Zhang, Hanguang Su, He Ren. Online event-based adaptive critic design with experience replay to solve partially unknown multi-player nonzero-sum games. Neurocomputing,458:219-231,2021. (SCI、EI检索)
18.Shaoxin Sun, Huaguang Zhang, Hanguang Su, Yuling Liang. Robust reliable H-infinity optimization control for uncertain discrete-time Takagi-Sugeno fuzzy systems with time-varying delay. Optimal Control Applications & Methods, 42(3): 848-876, 2021. (SCI、EI检索)
19.Kun Zhang, Huaguang Zhang, Zhiyun Gao, Hanguang Su. Online adaptive policy iteration based fault-tolerant control algorithm for continuous-time nonlinear tracking systems with actuator failures. Journal of the Franklin Institute - Engineering and Applied Mathematics, 355(15)：6947-6968, 2018. (SCI、EI检索)
20.Jinhai Liu, Yanjuan Ma, Huaguang Zhang, Hanguang Su, Geyang Xiao. A modified fuzzy min-max neural network for data clustering and its application on pipeline internal inspection data. Neurocomputing, 238：56-66, 2017. (SCI、EI检索)
21.Kun Zhang, Huaguang Zhang, Geyang Xiao, Hanguang Su. Tracking control optimization scheme of continuous-time nonlinear system via online single network adaptive critic design method. Neurocomputing, 251: 127-135, 2017. (SCI、EI检索)
22.Huaguang Zhang, Yuliang Cai, Wang, Yingchun, Hanguang Su. Adaptive bipartite event-triggered output consensus of heterogeneous linear multiagent systems under fixed and switching topologies. IEEE Transactions on Neural Networks and Learning Systems, 31(11): 4816-4830, 2020. (SCI、EI检索)
23.Liu, Pengda, Huaguang Zhang, Chong Liu, Hanguang Su. Online dual-network-based adaptive dynamic programming for solving partially unknown multi-player non-zero-sum games with control constraints. IEEE Access, 8: 182295-182306, 2020. (SCI、EI检索)
24.Chong Liu, Huaguang Zhang, Yanhong Luo, Hanguang Su. Dual Heuristic Programming for Optimal Control of Continuous-Time Nonlinear Systems Using Single Echo State Network. IEEE Transactions on Cybernetics, 52(3):1701-1712,2022. (SCI、EI检索)
会议论文：
1.Hanguang Su, Huaguang Zhang, Yanhong Luo, Qiuye Sun. Event-based integral reinforcement learning algorithm for non-zero-sum games of partially unknown nonlinear systems. 2021 IEEE 10th Data Driven Control and Learning Systems Conference (DDCLS), 2021.
2.Jinhai Liu, Mingrui Fu, Zhenning Wu, Hanguang Su. An ELM-based classifier about MFL inspection of pipeline. 2016 IEEE 28th Chinese Control and Decision Conference (CCDC): 1952-1955, 2016.
专利成果：
1. 一种基于边缘计算的微电网分布式协同控制系统及方法,CN112701729A,中国发明专利.
2. 一种基于NARX神经网络的电力信息网络安全检测系统及方法,CN113191485A,中国发明专利.
3. 一种面向综合能源系统基于边缘计算的智能终端及其控制方法,CN113037837A,中国发明专利.
4. 一种基于云-边-端架构的信息能源系统及其管控方法,CN112865196A,中国发明专利.
科技奖励
1.辽宁省科技进步奖二等奖，大范围油气管网云边协同安全运行监测技术与应用，第三完成人。
学术兼职
1.中国人工智能学会会员，智能自适应协同优化控制专业委员会副秘书长
2.中国自动化学会会员，自适应动态规划与强化学习(ADPRL)专业委员会委员，平行控制与管理专业委员会委员
3.IEEE会员
4.国际期刊《IEEE Transactions on Industry Applications》副主编
5.国际期刊《IEEE Transactions on Cybernetics》、《IEEE Transactions on Neural Networks and Learning Systems》, 《IEEE Transactions on Industrial Electronics》、《Neural Networks》、《Soft computing》审稿人
联系方式
办公室：信息学馆604
邮箱：suhanguang@ise.neu.edu.cn
