长春理工大学 杨阳 Yang YANG, Changchun University of Science and Technology
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博士 Ph.D 教授 Professor 博士生导师 Doctoral Supervisor 电子邮件Email: cloneyang@126.com |
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招生信息POSTGRADUATE ENROLLMENT |
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博士Ph.D |
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0810信息与通信工程（学术型） Information and Communication Engineering |
085406控制工程（专业型） Control Engineering |
99J1人工智能（交叉学科） Artificial Intelligence |
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02信号与信息处理 Signal and Information Processing |
03智能感知与控制技术 Intellisense and Control Technology |
03 智能信息处理与决策 Intelligent Information Processing and Decision making |
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硕士Master |
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0811控制科学与工程（学术型） Control Theory and Control Engineering |
085406控制工程（专业型） Control Engineering |
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01控制理论与控制工程 Control Theory and Control Engineering |
03模式识别与人工智能 Pattern Recognition and Artificial Intelligence |
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研究兴趣 RESEARCH INTEREST |
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我的研究兴趣是了解复杂系统是如何工作的，致力于解释复杂系统行为，如涌现、自组织、混沌、临界现象、相变、鲁棒稳定等，以及如何建立、控制和优化更加可靠和高效的工程复杂系统，主要研究目标是为如无人系统集群、智能交通系统、智能电网、无线传感器网络等，甚至是社交或生医网络，建立基于动力学或统计物理的模型，利用控制理论，优化理论，博弈论，机器学习等多学科的方法，专注于这些由大量分布的动态组件组成的复杂系统的机制设计和优化控制，即使在随机、受攻击和动态环境中，也具有可靠性并保证性能。在理论研究之外，期望通过设计物理系统，验证所提出的机制、算法，并利用数据驱动控制方法解决单个模型的不确定性问题，同时寻求无人系统伺服控制的嵌入式智能化解决方案。 |
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My research interests lie in understanding how complex systems work, and I am committed to explaining the behaviors of complex systems, such as emergence, self-organization, chaos, critical phenomena, phase transitions, robustness and stability, etc. I also focus on how to establish, control and optimize more reliable and efficient engineering complex systems. The main research objective is to build models based on dynamics or statistical physics for complex systems like unmanned system swarms, intelligent transportation systems, smart grids, wireless sensor networks, and even social or biomedical networks. By using multi-disciplinary methods including control theory, optimization theory, game theory, and machine learning, I concentrate on the mechanism design and optimal control of these complex systems composed of a large number of distributed dynamic components. These systems are expected to maintain reliability and ensure performance even in random, attacked and dynamic environments. In addition to theoretical research, I hope to verify the proposed mechanisms and algorithms by designing physical systems, and solve the uncertainty problems of individual models by using data-driven control methods. Meanwhile, I will seek embedded intelligent solutions for the servo control of unmanned systems. |
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会员资格 MEMBERSHIP |
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电气与电子工程师协会会员 |
IEEE Member |
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中国自动化学会会员 |
Member of Chinese Association of Automation |
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吉林省自动化学会理事 |
Director of Jilin Association of Automation |
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吉林省机器人学会理事 |
Director of Jilin Association of Robot |
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吉林省兵工学会会员 |
Member of Jilin Ordnance Society |
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中国人工智能学会会员 |
Member of Chinese Association for Artificial Intelligence |
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Member of China Society of Image and Graphics |
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中国仿真学会会员 |
Member of China Simulation Federation |
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中国电子学会会员 |
Member of Chinese Institute of Electronics |
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教育经历 EDUCATION |
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Changchun University of Science and Technology, Changchun, China Ph.D., Optical Engineering Supervisor: Dr. Huilin Jiang, Academician of Chinese Academy of Engineering |
Sep. 2006 - Apr. 2013 |
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长春理工大学检测技术与自动化装置专业硕士研究生 Changchun University of Science and Technology, Changchun, China M.S., Detection Technique and Automatic Device |
Sep. 2003 - Jul. 2005 |
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四川大学自动化专业本科 Sichuan University, Chengdu, China B.S., Automatic Control |
Sep. 1997 - Jul. 2001 |
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工作经历 APPOINTMENTS |
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高级研究学者 Senior Research Scholar 卡迪夫大学，英国威尔士（英国Top 20） Cardiff University, Wales, UK |
Cancelled due to COVID-19@2022 |
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访问研究员 Visiting Researcher 俄罗斯科学院科特尔尼科夫无线电工程与电子研究所，俄罗斯莫斯科 Kotelnikov Institute of Radioengineering and Electronics (IRE) of Russian Academy of Sciences, Moscow, Russia |
Aug. 2019 - Sep. 2019 |
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访问学者 Visiting Scholar 圣母大学电气工程系，美国印第安纳州（全美Top 15） University of Notre Dame, Department of Electrical Engineering, IN, USA Co-Advisor: Dr. Peter H. Bauer, IEEE Fellow |
Sep. 2011 - Sep. 2012 |
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主任 Director，吉林省先进控制技术与智能装备研发工程实验室 Jilin Advanced Control Technology And Intelligent Automation Equipment R & D Engineering Laboratory |
Jan. 2024 - Present |
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教授 Professor，长春理工大学 Changchun University of Science and Technology, Changchun, China |
Jan. 2023 - Present |
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博士生导师 Doctoral Supervisor，长春理工大学 Changchun University of Science and Technology, Changchun, China |
Jul. 2020 - Present |
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副教授 Associate Professor，长春理工大学 Changchun University of Science and Technology, Changchun, China |
Jan. 2014 -Dec. 2022 |
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讲师 Assistant Professor，长春理工大学 Changchun University of Science and Technology, Changchun, China |
Jan. 2007-Dec. 2013 |
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助教 Teaching Assistant，长春理工大学 Changchun University of Science and Technology, Changchun, China |
Sep. 2001 - Dec. 2006 |
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教学经历 TEACHING EXPERIENCE |
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B23040142: 非线性系统 Nonlinear System -博士研究生课程 Ph. D course |
Fall, 2024, …, 2022 |
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B12040011: 学科前沿讲座 Lectures on Frontier Discipline -博士研究生课程 Ph. D course |
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S12040171: 最优控制 Optimal Control -硕士研究生课程 Graduate course |
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S23040472自适应控制 Adaptive Control -硕士研究生课程 Graduate course |
Spring, 2018, 2017 |
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S1204007: 线性系统理论 Linear Systems Theory -硕士研究生课程 Graduate course |
Fall, 2015 |
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040831404: 计算机控制系统 Computer Control System -本科课程 Undergraduate course |
Spring, 2021 |
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040831403: 自动控制原理 Automatic Control Theory -本科课程 Undergraduate course |
Fall, 2024, …, 2016 |
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040832428: 自动化学科概论 Introduction to Automation -本科课程 Undergraduate course |
Spring, 2024, …, 2017 |
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040831402: 电机拖动基础 Basis of Motor and Driving -本科课程 Undergraduate course |
Fall, 2018, Spring, 2018, 2017 |
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获奖 HONORS and AWARDS |
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Advised students’ works which received Second Prize of China Post-Graduate Mathematical Contest in Modeling |
Dec. 2024, 2023 |
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指导学生荣获中国机器人及人工智能大赛国家三等奖 Advised students’ works which received Third Prize of China Robotics and Artificial Intelligence Competition |
Aug. 2024 |
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指导学生荣获中国大学生工程实践与创新能力大赛总决赛国家铜奖 Advised students’ works which received Bronze Award of China College Students' Engineering Practice and Innovation Ability Competition Finals |
Dec. 2023 |
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指导学生荣获“大唐杯” 全国大学生新一代信息通信技术大赛国家三等奖 Advised students’ works which received Third Prize of The "Datang Cup" National College Students' New Generation Information and Communication Technology Competition |
Aug. 2023 |
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The Excellent Master's Dissertation Award of Jilin Province 高文军、马金荣（2021年度），潘凯（2019年度） |
Wenjun Gao, Jinrong Ma(2021) Kai Pan(2019) |
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“挑战杯”吉林省大学生创业计划竞赛优秀指导教师 Excellent instructor of the “Challenge Cup” Jilin Undergraduate Entrepreneurship Plan Competition |
Jun. 2022 |
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大学生创新创业训练计划项目国家级立项6项 National Undergraduate Innovation and Entrepreneurship Training Programs for Approval（6） |
2019 - Present |
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指导学生荣获长春理工大学优秀硕士学位论文奖 The Excellent Master’s Dissertation Award of CUST 赵广俣（2022）、高文军、马金荣、段红涛（2021），潘凯（2019） |
Guangyu Zhao(2022), W. Gao, J. Ma, H. Duan(2021), Kai Pan(2019) |
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第二届全国高校自动化类专业青年教师实验设备设计“创客大赛”铜奖 Bronze Award of the Second “Maker Competition” of Experimental Equipment Design for Young Teachers of Automation Major in National Colleges and Universities |
Aug. 2019 |
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国防科技进步一等奖 First Prize of National Defense Science and Technology Progress Award |
Dec. 2012 |
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Third Prize of Science and Technology Progress Award of Jilin Province |
Nov. 2008 |
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指导刘雪强等荣获西门子杯中国智能制造挑战赛国家三等奖 Advised Xueqiang Liu’s works which received Third Prize of Siemens Cup China Intelligent Manufacturing Challenge |
Jan. 2017 |
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指导欧阳序青等荣获全国大学生电子设计大赛国家一等奖 Advised Xuqing Ouyang’s works which received First Prize of National Undergraduate Electronics Design Contest |
Jul. 2005 |
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指导其他学生竞赛获奖数十项 Other cases do not been updated. |
2003 – Present |
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科研 PROJECTS (近5年 Last 5 years) |
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吉林省自然科学基金自由探索项目，人形机器人面部的关键技术研究，10万，2025.01-2027.12，第2名. Jilin Provincial Natural Science Foundation Free Exploration Project, Key Technology Research on Humanoid Robot Facial, ￥100,000, Jan. 2025-Dec. 2027, second place. |
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吉林省科技厅重点项目，农作物冠层下移动无人植保关键技术研究，50万，2025.01-2027.12，第2名. Key Project of Jilin Provincial Department of Science and Technology: Key Technologies for Unmanned Crop Protection by Moving Under the Canopy Layer of Crops, ￥500,000, Jan. 2025-Dec. 2027, second place. |
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吉林省自然科学基金面上项目，基于事件相机的视觉辅助驾驶关键技术研究，2025.01-2027.12，第2名. Jilin Provincial Natural Science Foundation General Project, Research on Key Technologies of Visual Assisted Driving Based on Event Camera, ￥100,000, Jan. 2025-Dec. 2027, second place. |
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吉林省科技厅重点项目，受攻击网络的应急无人机群智能态势感知技术研究，50万，2024.01-2026.12，主持. Key Project of Jilin Provincial Department of Science and Technology: Research on Intelligent Situation Awareness Technology for Emergency Drone Swarm in Attacked Networks, ￥500,000, Jan. 2024-Dec. 2026, PI. |
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吉林省科技厅重点项目，智能化植入型心律转复除颤器研究，50万，2024.01-2026.12，主要成员. Key Project of Jilin Provincial Department of Science and Technology: Research on Intelligent Implantable Cardioverter Defibrillator, ￥500,000, Jan. 2024-Dec. 2026, Key member. |
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吉林省科技厅重点项目，便携红外目标模拟器，50万，2024.01-2026.12，第3名. Key Project of Jilin Provincial Department of Science and Technology: Portable Infrared Target Simulator, ￥500,000, Jan. 2024-Dec. 2026, third place. |
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吉林省科技厅重点项目，基于无人机群的水面救援多源态势感知关键技术研究，50万，2023.01-2025.12，第2名. Key Project of Jilin Provincial Department of Science and Technology: Research on Key Technologies of Multi-Source Situation Awareness for Surface Rescue Based on UAV, ￥500,000, Jan. 2023-Dec. 2025, Key member. |
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吉林省教育厅项目，基于改进GAN的多智能体系统轨迹预测研究，2.5万，2021.01~2022.12，主持. Project of The Education Department of Jilin Province: Research on Trajectory Prediction of Multi-agent System Based on Improved GAN, ￥25,000, 2021-2022, PI. |
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“十三五”装备预研基金（国家级），××××技术研究，10万，2019.01~2020.12，主持. Advanced research Fund of General Armament Department: ** Technology Based on *** Information, ￥100,000, 2019-2020, PI. |
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吉林省科技厅重点项目，智能虚拟交互真三维显示系统关键技术研究，100万，2018.01~2022.07，主持. Key Project of Jilin Provincial Department of Science and Technology: Research on Key Technologies of Intelligent Virtual Interactive True 3D Display System, ￥1,000,000, 2018-2020, PI. |
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中航工业集团项目，双波段定向红外辐射源研究， 213万，2014~2020，主持. The Aviation Industry Corporation of China, Ltd.: Dual-band Directional Infrared Radiation Source, ￥2,130,000, 2014-2020, PI. |
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吉林省教育厅项目，真三维显示系统的关键技术研究， 3万，2017.01~2019.12，主持. Project of The Education Department of Jilin Province: Research on Key Technologies of True 3D Display System, ￥30,000, 2017-2019, PI. |
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论文 PUBLICATIONS （近5年 Last 5 years） |
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期刊论文 Journal Papers |
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Jingfeng Jie, Yang Yang*, Ping Zhang. The construction method of chaotic system model based on state variables and uncertain variables and its application in image encryption. Applied Mathematical Modelling, Volume 144, 2025. (SCI，中科院二区，IF 4.4) |
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Liu P, Zhu Y, Yang Y*, et al. A novel spatio-temporal feature interleaved contrast learning neural network from a robustness perspective. Knowledge-Based Systems, 2025, 309(000). (SCI，中科院一区Top，IF 7.4) |
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Jie, J., Wang, Q., Zhang, P., Li, D., & Yang Y*. Model construction and image encryption application of chaotic system under the influence of memristor and unknown parameters. Nonlinear Dynamics, 2025: 1-25. (SCI，中科院二区，IF 5.2) |
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Yang Y, Liu X, Wang D, et al. A CE-GAN based approach to address data imbalance in network intrusion detection systems. Scientific Reports, 2025, 15(1):1-19. (SCI，中科院三区，IF 4.3) |
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Jie J, Zhang P, Yang Y*. Dynamic behavior of multi-dimensional chaotic systems based on state variables and unknown parameters with applications in image encryption. Physica Scripta, 2025, 100(2). (SCI，中科院三区，IF 2.6) |
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S. Lyu, P. Liu and Y. Yang*. Robust Heterogeneous Feature Discriminant Embedding Used for Remote Sensing Feature-Level Domain Adaptation. IEEE Access, vol. 13, pp. 36665-36678, 2025. (SCI，中科院四区，IF 3.7) |
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Jie J, Zhang P, Yang Y*, et al. Exploring the dynamic behavior of system model construction with unknown parameters and achieving synchronous control of fuzzy neural networks. Chaos, Solitons & Fractals, 2024, 188(000). (SCI，中科院一区Top，IF 5.4) |
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J. Liu, Y. Yang* and Y. Song. Optimal Asynchronous Guaranteed Cost Control of Uncertain Markov Jump Systems With Actuator Saturation and Nonideal Transition Probabilities. IEEE Access, vol. 13, pp. 24345-24357, 2025. (SCI，中科院四区，IF 3.7) |
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J. Liu, Y. Yang* and Y. Song. Observer-Based Asynchronous Guaranteed Cost Control of 2-D Markov Jump Roesser Systems with Nonideal Transition Probabilities. IEEE Access, vol. 13, pp. 2239-2251, 2025. (SCI，中科院四区，IF 3.7) |
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Yang Yang, Tianyun Luan, Zhangjun Yu, Min Zhang, Fengtian Li, Xing Chen*, Fei Gao and Zhijun Zhang. Technological Vanguard: the outstanding performance of the LTY‑CNN model for the early prediction of epileptic seizures. Journal of Translational Medicine, 2024, 22:162. (SCI，中科院二区Top，IF 7.4) |
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Jie J, Zhang P, Zhu Y, Yang Y*. Dynamic behavior of small system under the influence of parameters and application of image encryption. European Physical Journal Plus, 2024, 139(3): 214. (SCI，中科院三区，IF 3.4) |
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Jie J, Zhang P, Yang Y*, et al. Exponential Change Characteristics of State Variables and Circuit Simulation of Classical Autonomous Systems. Arabian Journal for Science and Engineering, 2024: 1-13. (SCI，中科院四区，IF 2.9) |
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Jiazheng Liu*, Yang Yang, Yaodong Zhu and Chenjie Zhang. Asynchronous event-triggered guaranteed cost control of two-dimensional Markov jump Roesser systems. Transactions of the Institute of Measurement and Control, 2024, Vol. 46(2) 268–279. (SCI，中科院四区，IF 1.8) |
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Zhao, G., Liu, P.*, Sun, K., Yang, Y., Lan, T., & Yang, H. Research on data imbalance in intrusion detection using CGAN. PLoS ONE, 2023, 18(10). (SCI，中科院三区，IF 3.7) |
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N. Zhu, G. Zhao, Y. Yang, H. Yang* and Z. Liu. AEC_GAN: Unbalanced Data Processing Decision-Making in Network Attacks Based on ACGAN and Machine Learning. IEEE Access, vol. 11, pp. 52452-52465, 2023. (SCI，中科院三区，IF 3.9) |
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Zhen Wang, Jin Duan*, Haobo Xu, Xue Song and Yang Yang. Enhanced Pelican Optimization Algorithm for Cluster Head Selection in Heterogeneous Wireless Sensor Networks. Sensors, 2023, 23, 7711. (SCI，中科院三区，IF 3.9) |
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Qi Zhang, Yang Yang*, Xue Song, Xiaoran Xie, Naibo Zhu, Zhi Liu. Optimal consensus control for double-integrator multi-agent systems with unknown dynamics using adaptive dynamic programming. Optimal Control Applications and Methods, Article ID: OCA3014, January 23, 2023. (SCI，中科院四区，IF 1.8) |
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Qi Zhang, Yang Yang*, Xiaoran Xie, Chunming Xu, Han Yang. Dynamic Event-Triggered Consensus Control for Multi-Agent Systems Using Adaptive Dynamic Programming. IEEE Access, Vol. No.10, 2022, pp.110285-110293. (SCI，中科院三区，IF 3.9) |
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Lin Qin, Yang Yang*, Dandan Huang, Naibo Zhu, Han Yang, Zhisong Xu. Visual Tracking with Siamese Network based on Fast Attention Network. IEEE Access, Vol. No.10, 2022, pp.35632-35642. (SCI，中科院三区，IF 3.9) |
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Xinzhi Feng, Yang Yang*, Xiaozhong Qi, Chunming Xu, Ze Ji. Output Feedback NCS of DoS Attacks Triggered by Double-ended Events. Security and Communication Networks, Vol. 2021, Article ID 6643034, 2021.02. (SCI，中科院四区，IF 1.8) |
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Ye Tian, Yang Yang*, Han Yang and Ze Ji. Model Implementation and Analysis of True 3D Display System. Computer Systems Science and Engineering. Vol. No.3, 2021, pp.403-414. (SCI，中科院四区，IF 2.2) |
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Wenjun Gao, Yang Yang*, Hongtao Duan, Mingsheng Li, Jinrong Ma and Songwei Jin. Output Feedback Robust H∞ Control for Discrete 2D Switched Systems. Computer Systems Science and Engineering, Vol.39, No.1, 2021, pp.69-85. (SCI，中科院四区，IF 2.2) |
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会议论文 Conference Papers |
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没发顶会之前暂停更新Updates are temporarily suspended until a paper is published in a top conference. |
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其他知识产权INTELLECTUAL PROPERTY（近5年 Last 5 years） |
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专利PATENT |
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基于自适应时空融合网络的癫痫信号特征确定方法及系统. ZL202510180237.0, 2025.03 |
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一种质子密度加权和T1加权MRI图像转换方法及系统. ZL202411196383.4, 2025.01 |
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一种多尺度轻量化网络系统的高效癫痫检测方法及系统. ZL202410147319.0, 2024.04 |
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基于HF-GAN的心脏病诊断缺失数据填补方法及系统. ZL202410263338.X, 2024.06 |
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一种轴承故障诊断中小样本数据处理方法及装置. ZL202411025618.3, 2024.11 |
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基于增强空间构造与生成对抗网络的心率预测方法及系统. ZL202410381113.4, 2024.06 |
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一种网络攻击检测中数据不均衡问题的处理方法及装置. ZL202411073725.3, 2024.12 |
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一种复杂光学环境下激光动态回波衰减信号野外模拟方法. ZL202011636722.8, 2023.03 |
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基于真三维显示系统的Roesser模型及其实现方法. ZL201810507622.1, 2022.10 |
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一种自动消除视轴误差的远场激光能量探测方法. ZL 201810289036.4, 2020.04 |
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软件著作权SOFTWARE COPYRIGHT |
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民用喷气式飞机飞行性能计算软件. 2022SR1420440, 2022.10 |
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基于轻量注意力网络的视觉目标追踪软件. 2022SR1464007, 2022.11 |
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电气工程及其自动化系统. 2022SR0969261, 2022.07 |
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最优控制与工程博弈论. 清华大学出版社，9787302684206，2025.03 |
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科研条件SCIENTIFIC RESEARCH |
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实验室 |
吉林省先进控制技术与智能自动化装备研发工程实验室（省发改委） 地点：南区实训楼608、610，长春理工大学中山研究院，校外实习基地 |
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主要设备 |
现有价值数百万元设备，主要包括GPU工作站多台，二轴伺服跟踪转台1套，自研三轴伺服转台2套，VICON运动捕捉系统1套，至强处理器工作站1台，NAO人形机器人3台，无人机n套，DMD显示开发套件2套，自研真三维显示系统1套，以及实验室常用设备和开发板。 |
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招生优势ENROLLMENT ADVANTAGES |
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不主动延毕学生，不主动延毕学生，不主动延毕学生。（重要的事情说三遍） |
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近年获得省优硕士学位论文3人，校优硕士论文5人； |
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学生发表符合实验室规定的成果，可获得相应奖励； |
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学生助研助教期间，按贡献每月发放补助； |
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优秀研究生可申请硕博连读，鼓励并推荐学生实习，毕业推荐读博或一线城市工作。 |
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Last updated on April 22nd 2025. |
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