- 工学院
夏丹
夏丹,女,工学博士,2023年博士毕业于华南理工大学机械工程专业。主要从事新一代信息通信技术与先进制造的交叉融合研究,聚焦于工业物联网系统架构、智能工厂中网络资源动态分配、具身智能与人机协同等方向。主持国家自然科学基金青年项目、中国博士后科学基金面上项目各1项,作为技术骨干参与国家重点研发计划等国家级、省部级项目3项。近年来在IEEE Journal on Selected Areas in Communications(JSAC)、ACM Computing Surveys等国际权威期刊及会议累计发表SCI/EI论文10余篇,申请/授权发明专利4件。长期担任IEEE Transactions on Industrial Informatics、IEEE Transactions on Wireless Communications、IEEE Internet of Things Journal等期刊审稿人。
研究方向:工业物联网系统架构,网络资源动态分配,具身智能与人机协同
科研项目:
1. 主持,国家自然科学基金-青年基金项目,2025.01-2027.12,混流制造系统中多智能体自适应通信与协同决策方法研究,在研
2. 主持,中国博士后面上资助项目,2024.01-2026.01,基于图深度学习的混流制造多智能体分布式决策方法研究,已结题
3. 参与,国家自然科学基金-广东省联合基金项目,2019.01-2022.12,面向智能工厂的工业物联网关键技术研究,已结题
4. 参与,国家重点研发计划项目,2018.01-2020.06,基于语义数据与知识推理的可重构智能产线关键技术研究与示范应用,已结题
5. 参与,广东省重点领域研发计划项目,2019.01-2021.12,面向多品种多型号热水器柔性制造的机器人自动化生产线及应用示范,已结题
发表论文:
1. Xia D, Xu P, Han G, Jiang J. Emerging Perspectives on Embodied Intelligence in Future Smart Manufacturing. Journal of Industrial Information Integration, vol. 50, 2026.
2. Xia D, Han G, Lin C, Li R, Liu M. Quality of Service-Driven Adaptive Deployment Optimization Strategy for Edge Intelligent Networks in Discrete Manufacturing Smart Factories. IEEE Journal on Selected Areas in Communications, vol. 43, no. 10, pp. 3456-3471, 2025.
3. Xia D, Jiang C, Wan J, Jin J, Leung VCM, Martínez-García M. Heterogeneous Network Access and Fusion in Smart Factory: A Survey. ACM computing surveys, vol. 55, no. 6, pp. 1-31, 2022.
4. Xia D, Shi J, Wan K, Wan J, Martínez-García M, Guan X. Digital Twin and Artificial Intelligence for Intelligent Planning and Energy-efficient Deployment of 6G Networks in Smart Factories. IEEE Wireless Communications, vol. 30, no. 3, pp. 171-179, 2023.
5. Xia D, Wan J, Xu P, Tan J. Deep Reinforcement Learning-based QoS Optimization for Software-defined Factory Heterogeneous Networks. IEEE Transactions on Network and Service Management, vol. 19, no. 4, pp. 4058-4068, 2022.
6. Xu P, Xia D(co-first), Cheng J, Pang J, Xie L. Design and evaluation of hybrid upper limb exoskeleton considering human–robot interaction force. Intelligent Service Robotics, vol. 18, no. 3, pp. 631-645, 2025
7. Xia D, Xu P. Energy Efficiency Optimization Method for Heterogeneous Networks in Smart Factories. 2025 International Wireless Communications and Mobile Computing (IWCMC), pp. 97-102, 2025.
8. Xu P, Xia D, Zheng B, Huang L, Xie L. A novel compensatory motion detection method using multiple signals and machine learning. IEEE Sensors Journal, vol. 22, no. 17, pp. 17162-17172, 2022.
9. Xu P, Xia D, Li J, Zhou J, Xie L. Execution and perception of upper limb exoskeleton for stroke patients: a systematic review. Intelligent Service Robotics, pp. 1-22, 2022.
10. Su C, Zhang C, Xia D, Han B, Wang C, Chen G, Xie L. Evolution strategies-based optimized graph reinforcement learning for solving dynamic job shop scheduling problem. Applied Soft Computing, 2023: 110596.
11. Tan J, Wan J, Xia D. Automobile Component Recognition Based on Deep Learning Network with Coarse‐Fine‐Grained Feature Fusion. International Journal of Intelligent Systems, 2023, 2023(1): 1903292.
发明专利:
1. 万加富,谭劲标,夏丹. 一种基于视觉特征识别的辅助装配系统, ZL202110061685.0, 发明专利授权,2023.08.
2. 夏丹,韩光洁,刘美燕. 一种面向离散制造的边缘智能网络自适应部署方法和系统, ZL202411456359.X,发明专利授权, 2025.12.
3. 夏丹,韩光洁,李若光. 基于CVAE与Ball Query算法的灵巧手抓取位姿生成方法及系统, CN202510758009.7, 发明专利受理, 2025.07.
4. 夏丹,韩光洁,李若光. 一种基于DRL的多源异构数据自适应压缩传输方法及系统, CN202511107968.9, 发明专利受理, 2025.08.
联系方式:03462@zjhu.edu.cn