黄岳彩 博士 工学部电子与信息工程学院
通信工程系 特聘研究员
huangyuecai[at]scnu.edu.cn
研究方向
光网络管理与资源调度、强化学习
招生信息
本人每年招收3名左右全日制硕士研究生，包括学术型硕士（电路与系统）和专业学位硕士（通信工程）。欢迎具有自我驱动力，愿意接受挑战，善于沟通的同学加入。具有较好的英语基础和编程能力，具备项目经验，或者愿意从本科毕设开始进行本研贯通研究的优先。
个人经历
2019.10 至今 华南师范大学 特聘研究员
2016.11-2019.09 中山大学 特聘副研究员
2013.10-2016.03 日本大阪大学 博士后
2009.09-2013.08 香港城市大学 博士
2005.09-2009.07 山东大学 工学学士
承担课程
本科生课程：人工智能导论（秋季学期）、机器学习（春季学期）
研究生课程：论文写作与学术规范（秋季学习）、强化学习（春季学期）
荣誉奖励
广东省第六届高校（本科）青年教师教学大赛 二等奖，2022
华南师范大学教师教学大赛 青年教师教学技能组 一等奖，2021
华南师范大学优秀教师，2022
科研项目
主持，国家自然科学基金青年基金项目，强化学习在光网络动态资源分配中应用的研究，24万元，2021.01-2023.12
主持，广东省基础与应用基础研究基金 区域联合基金项目，基于强化学习的光网络动态路由和资源分配，10万元，2020.10-2023.09
近期成果
期刊
[1]Liufei Xu, Yue-Cai Huang*, Yun Xue, Xiaohui Hu, “Hierarchical Reinforcement Learning in Multi-domain Elastic Optical Networks to Realize Joint RMSA,” Journal of Lightwave Technology, vol. 41, no. 8, pp. 2276-2288, Apr. 2023.
[2]Liufei Xu, Yue-Cai Huang*, Yun Xue, Xiaohui Hu, “Deep Reinforcement Learning-based Routing and Spectrum Assignment of EONs by Exploiting GCN and RNN for Feature Extraction,” Journal of Lightwave Technology, vol. 40, no. 15, pp. 4945-4955, Aug. 2022.
[3] Bixia Tang, Yue-Cai Huang*, Yun Xue, Weixing Zhou, “Deep Reinforcement Learning-Based RMSA Policy Distillation for Elastic Optical Networks,” Mathematics, vol. 10, no. 18, pp. 3293, 2022.
[4] Bixia Tang, Yue-Cai Huang*, Yun Xue, Weixing Zhou, “Heuristic Reward Design for Deep Reinforcement Learning-based Routing, Modulation and Spectrum Assignment of Elastic Optical Networks,” IEEE Communications Letters, vol. 26, no. 11, pp. 2675-2679, Nov. 2022.
会议
[1]Xiaoying Lin, Yue-Cai Huang*, Han Zhang, and Jie Zhang “A Deep-Reinforcement-Learning-based Dynamic Scheduling of Delay-Tolerant Requests in Elastic Optical Networks,” in Proc. Asia Communications and Photonics Conference (ACP), Nov. 2023.
[2]ChengHao Li, Yue-Cai Huang*, and Liwei Mu, “Inter-core Crosstalk Aware Deep Reinforcement Learning Based Resource Allocation in Multicore Elastic Optical Networks,” in Proc. Asia Communications and Photonics Conference (ACP), Nov. 2023.
[3]Chengsheng Liang（本科生）, Yuqi Tu, and Yue-Cai Huang*, “Busyness level-based deep reinforcement learning method for routing, modulation and spectrum assignment of elastic optical networks”, in Proc. Applied Optics and Photonics China (AOPC), Jul. 2023.
[4]Yuqi Tu（本科生）, Bixia Tang, Yue-Cai Huang*, “Entropy-Based Reward Design for Deep Reinforcement Learning-based Routing and Spectrum Assignment of Elastic Optical Networks,” in Proc. Asia Communications and Photonics Conference (ACP), Nov. 2022.
[5]Yan Zhan, Liufei Xu, Yue-Cai Huang*, “Deep Reinforcement Learning-based Routing of EONs with Elastic Weight Consolidation,” in Proc. Asia Communications and Photonics Conference (ACP), Nov. 2022.
[6]Bixia Tang, Jianying Chen, Yue-Cai Huang*, Yun Xue*, and Weixing Zhou, “Optical Network Routing by Deep Reinforcement Learning and Knowledge Distillation,” in Proc. Asia Communications and Photonics Conference (ACP), Oct. 2021.
[7]Liufei Xu, Yue-Cai Huang*, Yun Xue*, and Xiaohui Hu, “Spectrum Continuity and Contiguity Aware State Representation for Deep Reinforcement Learning-based Routing of EONs,” in Proc. Optoelectronics Global Conference (OGC), Sept. 2021.
[8]Yue-Cai Huang, Jie Zhang, and Siyuan Yu, “Self-learning Routing for Optical Networks,” in Proc. Lecture Notes in Computer Science (2019 International conference on Optical Network Design and Modeling), Jan. 2020.
[9]Xin Wang, Yue-Cai Huang*, Jie Liu, Siyuan Yu, “A Subcarrier-Slot Autonomous Partition Scheme Based on Deep Reinforcement Learning in Elastic Optical Networks,” in Proc. Asia Communications and Photonics Conference (ACP), Chengdu, China, Nov. 2019.
专利
[1]黄岳彩，林晓英，弹性光网络的队列请求调动方法和装置，已授权（发明专利号：ZL 2023 1 0442377.1，授权公告日：2023年07月25日）
[2] 黄岳彩，詹燕，许柳飞，弹性光网络的频谱分配网络获取方法和频谱分配方法，已授权（发明专利号：ZL 202211359107.6，授权公告日：2023年1月18日）
[3]黄岳彩，许柳飞，薛云，胡晓晖，弹性光网络的频谱分配方法、装置、存储介质和设备，已授权（发明专利号：ZL 202210458407.3，授权公告日：2022年8月5日）
[4]唐碧霞，黄岳彩，陈建颖，薛云，周卫星，基于深度强化学习和知识蒸馏的光网络路由方法，已授权（发明专利号：ZL 202110721280.5，授权公告日：2022年8月2日）
[5]黄岳彩，王鑫，光网络动态频谱分区方法、装置、存储介质和计算机设备，已授权（发明专利号：ZL 20211565138.2，授权公告日：2022年2月25日）
[6]许柳飞，黄岳彩，薛云，胡晓晖，路由和频谱分配方法、装置、存储介质以及电子设备，已授权（发明专利号：ZL 202111000041.7，授权公告日：2021年11月23日）
公共服务
期刊 Computer Communications 技术委员会成员
期刊审稿人：IEEE Transactions on Communications, IEEE Transactions on Wireless Communications, Journal of Network and Computer Applications, Journal of Optical Communications and Networking, Computer Communications，华南师范大学学报