性别：女 职称：副教授 邮箱：yuanguohui@uestc.edu.cn
个人简介：袁国慧(1982-)，女，博士，副教授，湖南衡阳人，美国电气与电子工程师协会（IEEE）会员。2003年、2006年于天津大学电子信息工程学院获学士、硕士学位，2005年起受英国政府奖学金和欧盟第六框架计划项目资助在英国Bristol大学攻读博士，2008年获博士学位，并于同年获国家留学基金管理委员会2008年度的“国家优秀自费留学生奖学金”（全球300名）。2009年底被电子科技大学聘为副教授。
科研工作：长期致力于深度学习与强化学习、多智能体协同控制、计算机视觉、光电子技术等领域的基础理论及交叉应用研究。已主持和参与包括国家自然科学基金重大项目、国家自然科学基金面上与青年项目、教育部高等学校博士学科点专项科研基金（新教师基金）、教育部留学回国人员科研启动基金、四川省自然科学基金面上项目、四川省国际科技合作与交流研究计划等国家级与省部级项目共10余项，横向项目若干。国外期间参与英国工程与物理研究委员会EPSRC项目、欧盟第六框架计划重大课题。在国内外学术刊物和国际会议上发表了与本项目相关的学术论文数十余篇（包括《Optics Express》《Information Sciences》《Neurocomputing》《Sustainable Energy Technologies and Assessments》《IEEE Photonics Technology Letters》《IEEE Journal of Quantum Electronics》《IEEE Journal of Selected Topics in Quantum Electronics》《Physical Review A》《Applied Optics》等国外高水平SCI期刊），已获得国家发明专利授权20余项，担任包括IEEE、OSA等多个重要相关专业期刊审稿人。
近年来，主持和承担的重要课题如下：
1. 衢州市财政专项资助科研项目（2023D001），“基于深度强化学习的无人集群区域覆盖方法研究”，负责人：袁国慧。研究年限：2023.09-2025.08。
2. 四川省自然科学基金（2022NSFSC0460），“复杂环境下基于强化学习的多智能体集群控制方法研究”，负责人：袁国慧。研究年限：2022.01-2023.12。
3. 衢州市人民医院横向项目，“糖尿病视网膜病变中的血管特性分析与提取研究”，负责人：袁国慧。研究年限：2022.06-2023.12。
4. 四川省留学人员科技活动项目择优资助（2019LXHGKJHD13），“"基于机器视觉的汽车辅助驾驶环境感知关键技术研究"，负责人：袁国慧。研究年限：2019.01-2020.12。
5. 教育部留学回国人员科研启动基金（2012GJ002），“超快非线性半导体微环激光器的理论与模拟研究”，负责人：袁国慧。研究年限：2013.01-2015.12。
6. 国家自然科学基金青年项目（61107088），“基于半导体环形激光器的光外差/光混频方法产生毫米波/太赫兹波的关键技术基础研究”，负责人：袁国慧。研究年限：2012.01-2014.12。
7. 教育部高等学校博士学科点专项科研基金（新教师基金课题）（20100185120016），“可集成半导体微环激光器的非线性与超快光信号处理机制的理论与模拟研究”，负责人：袁国慧。研究年限：2011.1 - 2013.12。
教学工作：承担本科生“电子工程数学方法”，“信号与系统”等课程教学工作。
人才培养：已指导本科生毕业设计20余人，各类创新（基金）创业计划、大学生科研训练计划（URTP）项目多项。已招收和培养硕士研究生30余人。
招收硕士生专业：信息与通信工程（081000），电子信息（085400）。
主要研究方向：
1. 强化学习与多智能协同控制；
2. 机器学习与深度学习；
3. 光电精密测控；
4. 计算机视觉算法及应用。
获奖及荣誉：
2008年度，“国家优秀自费留学生奖学金”（全球300名）。
主要论著：
学术论文：60余篇, 其中SCI检索40余篇。部分代表性论文如下：
1. Haohao Zhao, Dachao Xu, Zihan Wu, Liang Sun, Guohui Yuan, Zhuoran Wang . High-linear frequency-swept lasers with data-driven control. Photonics. 10(9): 1056, 2023.
2. Jian Xiao, Guohui Yuan*, Zhuoran Wang. A multi-agent flocking collaborative control method for stochastic dynamic environment via graph attention autoencoder based reinforcement learning. Neurocomputing, 549: 126379, 2023.
3. Haohao Zhao, Guohui Yuan, Zhuoran Wang. Precise chirp control with model-based reinforcement learning for broadband frequency-swept laser of LiDAR. Optics Express, 31(12): 20286-20305, 2023.
4. Jian Xiao, Zhuoran Wang, Jinhui He, Guohui Yuan*. A graph neural network based deep reinforcement learning algorithm for multi-agent leader-follower flocking. Information Sciences, 641: 119074, 2023.
5. Jian Xiao, Guohui Yuan*, Jinhui He, Kai Fang, Zhuoran Wang. Graph attention mechanism based reinforcement learning for multi-agent flocking control in communication-restricted environment. Information Sciences, 620: 142-157, 2023.
6. Haohao Zhao, Guohui Yuan, Jian Xiao, Junfeng Li, Hai Zhang, Kai Fang, Zhuoran Wang. Linearization of nonlinear frequency modulated continuous wave generation using model-based reinforcement learning. Optics Express, 30(12): 20647-20658, 2022.
7. Guohui Yuan, Tao Ye, Hangming Fu, Lina Wang, Zhuoran Wang. Clustering based detection of small target pedestrians for smart cities. Sustainable Energy Technologies and Assessments, 52: 102300,2022.
8. Zhiyuan Lin, Zhuoran Wang, Guohui Yuan*, and Jean-Pierre Leburton, "Broadband transistor-injected dual doping quantum cascade laser ", Journal of the Optical Society of America B, 38(7): 2099-2103, 2021.
9. Hui Wang, Guohui Yuan, Xuegong Zhao, Lingbing Peng, Zhuoran Wang, Yanmin He, Chao Qu, Zhenming Peng,“Hard exudate detection based on deep model learned information and multi-feature joint representation for diabetic retinopathy screening”, Computer Methods and Programs in Biomedicine, 191, 105398, 2020.
10. Pengnian Zhang, Zhuoran Wang, Fangcao Peng, Zhiyuan Lin, Zhenming Peng, Ying Li, Guohui Yuan*, “Introducing waveguide loss: Another way to realize a high-sensitivity microring biosensor”, Optik, 203: 163339, 2020.
11. Guohui Yuan, Siying Cao, Pengnian Zhang, Fangcao Peng, Zhenming Peng, Zhuoran Wang, “Achieving wide-range photonics applications based on a compact grating-assisted silicon micro-ring resonator”, Optik, 183: 887-896, 2019.
12. Guohui Yuan, Fangcao Peng, Lei Guan, Zhenming Peng, Zhuoran Wang, “Autler-Townes splitting biosensing based on a nonuniform photonic crystal waveguide with feedback loop”, Applied Optics, 57(24): 6976-6981, 2018.
13. Zhiyuan Lin, Zhuoran Wang, Guohui Yuan*, Jean-Pierre Leburton, “Numerov Schrodinger solver with complex potential boundaries for open multilayer heterojunction systems”, Journal of the Optical Society of America B, 35(7): 1578-1584, 2018.
14. Fangcao Peng, Zhuoran Wang, Guohui Yuan, Lei Guan, Zhenming Peng, High-Sensitivity Refractive Index Sensing Based on Fano Resonances in a Photonic Crystal Cavity-Coupled Microring Resonator, IEEE Photonics Journal, 10(2): 6600808, 2018.
15. Zhuoran Wang, Lei Guan, Yuren Chen, Li Dong, Guohui Yuan*, “Single-waveguide-based microresonators for optical sensing”, Chinese Optics Letters, 15(1): 010006, 2017.
16. Zhiyuan Lin, Guohui Yuan*, Zhuoran Wang, “Analysis of ground state spectral splitting of quantum dot lasers aimed for tunable terahertz generation”, Journal of the Optical Society of America B, 33(10): 2114-2119, 2016.
17. Zhiyuan Lin, Zhuoran Wang, Guohui Yuan. “Spectral and carrier transfer characteristics of 1.55−μm InAs/InP coupled-quantum-dot lasers”, Physical Review A, 92(1): 013808, 2015.
18. Guohui Yuan, Zhuoran Wang, “Nonlinear mechanisms for multistability in microring lasers”, Physical Review A, 92(4): 043833, 2015.
19. Zhuoran Wang, Jia Yao, Guohui Yuan, Li Yang, “Analysis of optical sensing behavior of a novel optical bean-shaped resonator biosensor integrated with MZI configuration”, Journal of Modern Optics, 61(13): 1103~1108, 2014.
20. Guohui Yuan, Liang Gao, Yuren Chen, Xinli Liu, Jun Wang, Zhuoran Wang. “Improvement of optical sensing performances of a double-slot-waveguide-based ring resonator sensor on silicon-on-insulator platform”. Optik, 125(2): 850-854, 2014.
21. Guohui Yuan, Xin Zhang, Zhuoran Wang. “Generation and Synchronization of Feedback-induced Chaos in Semiconductor Ring Lasers by Injection-Locking”. Optik, 125(8): 1950-1953, 2014.
22. Zhuoran Wang, Guohui Yuan. “Fast all-optical multistate flip-flop operation realized by a single self-sustained micro-ring laser memory cell”. Laser Physics Letters, 10: 075402, 2013.
23. Guohui Yuan, Xin Zhang, Zhuoran Wang, “Chaos generation in a semiconductor ring laser with an optical injection”, Optik, 124(22): 5715-5718, 2013.
24. Guohui Yuan, Xin Zhang, Zhuoran Wang. “Chaos generation in a semiconductor ring laser with an optical injection”. Optik, 124(22): 5715-5718, 2013.
25. Guohui Yuan, Zhuoran Wang. “Theoretical and Numerical Investigations of Wavelength Bi/Multistability in Semiconductor Ring Lasers”. IEEE Journal of Quantum Electronics. 47(11): 1375 -1382, November 2011.
26. Guohui Yuan, Zhuoran Wang. “Theoretical and Numerical Investigations of Wavelength Bi/Multistability in Semiconductor Ring Lasers”. IEEE Journal of Quantum Electronics. 47(11): 1375 -1382, November 2011.
27. Guohui Yuan, Zhuoran Wang. “Theoretical and Numerical Investigations of Wavelength Bi/Multistability in Semiconductor Ring Lasers”. IEEE Journal of Quantum Electronics, 47, (1): 1375-1382, 2011.
28. Zhuoran Wang, Guohui Yuan, Xinlun Cai, et al. “Error-Free 10-Gb/s All-Optical Switching Based on a Bidirectional SRL with Miniaturized Retro-Reflector Cavity”. IEEE Photonics Technology Letters, 22(24): 1805-1807, 2010.
29. Guohui Yuan, Zhuoran Wang, Bei Li, Muhammad Irfan Memon, Siyuan Yu, “Theoretical and experimental studies on bistability in semiconductor ring lasers with two optical injections,” IEEE Journal of Selected Topics in Quantum Electronics, 14(3): 903-910, 2008.
30. Guohui Yuan, Siyuan Yu, “Bistability and Switching Properties of Semiconductor Ring Lasers with External Optical Injection,” IEEE Journal of Quantum Electronics, 44(1): 41-48, 2008.
31. Guohui Yuan, Siyuan Yu, “Analysis of dynamic switching behavior of bistable semiconductor ring lasers triggered by resonant optical pulse injection,” IEEE Journal of Selected Topics in Quantum Electronics, 13(5): 1227-1234, 2007.
32. Guohui Yuan, Zhuoran Wang, Siyuan Yu, “Dynamic Switching Response of Semiconductor Ring Lasers to NRZ and RZ Injection Signals,” IEEE Photonics Technology Letters, 20(10): 785-787, 2008.