黄岳彩  博士，专业硕士导师

通信工程系 特聘研究员

huangyuecai[at]scnu.edu.cn

广州市番禺区大学城 云顶yd222线路检测 云顶yd222线路检测 理8栋615 (邮编：510006)

研究方向

光网络管理与资源调度、强化学习

个人经历

2019.10 至今          云顶yd222线路检测    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    特任研究员

2009.09-2013.08    香港城市大学    博士

2005.09-2009.07    山东大学           工学学士

教学情况

本科生课程：秋季学期《人工智能导论》、春季学期《机器学习》
研究生课程：秋季学期《论文写作与学术规范》、春季学期《强化学习》

广东省第六届高校（本科）青年教师教学大赛 二等奖 2022

云顶yd222线路检测第三届教师教学大赛 青年教师教学技能组 一等奖，2021

链接：砺儒云课堂

科研项目

主持，国家自然科学基金青年基金项目，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，10万元，2020.10-2023.09

近期论文

--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 [pdf]

2. Bixia Tang, Yue-Cai Huang*, Yun Xue, Weixing Zhou, "Deep Reinforcement Learning-Based RMSA Policy Distillation for Elastic Optical Networks," Mathematics, 2022, 10(18), 3293 [pdf]

3. 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 [pdf]

4. 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 [pdf]

--会议--

1. 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,", Asia Communications and Photonics Conference (ACP), Nov. 2022

2. Yan Zhan, Liufei Xu, Yue-Cai Huang*, "Deep Reinforcement Learning-based Routing of EONs with Elastic Weight Consolidation," Asia Communications and Photonics Conference (ACP), Nov. 2022

3. Bixia Tang, Jianying Chen, Yue-Cai Huang*, Yun Xue*, and Weixing Zhou, "Optical Network Routing by Deep Reinforcement Learning and Knowledge Distillation," Asia Communications and Photonics Conference (ACP), Oct. 2021

4. 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," Optoelectronics Global Conference (OGC), Sept. 2021

5. Yue-Cai Huang, Jie Zhang, and Siyuan Yu, "Self-learning Routing for Optical Networks," Lecture Notes in Computer Science (2019 International conference on Optical Network Design and Modeling), Jan. 2020

6. Xin Wang, Yue-Cai Huang*, Jie Liu, Siyuan Yu, "A subcarrier-Slot Autonomous Partition Scheme Based on Deep Reinforcement Learning in Elastic Optical Networks," Asia Communications and Photonics Conference (ACP), Chengdu, China, Nov. 2019

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，云顶yd222线路检测学报