姓名:崔璨
职称/职务:副教授,博士生导师
泰山学者青年专家、山东省海外优秀青年基金获得者
电子信箱:cuican_ouc@126.com
研究方向:
[1] 工业人工智能;
[2] 深度强化学习理论与应用;
[3] 智能控制与优化决策;
[4] 海洋平台结构健康监测;
授课:
本科生课程:《自动化仪表与过程控制》、《机器学习》、《电工学》
研究生课程:《先进控制理论与应用》
研究生招生:
招收本专业及跨专业(海工、信息、能动、数学等)具有较好数理、编程基础的硕/博研究生。
本科生科研:
欢迎本校学有余力的优秀本科生提前加入课题组开展科研工作,探索感兴趣的研究课题。
主要学术成果:
发表SCI期刊论文22篇 (均Top期刊,1作/通讯12篇);发表国际会议论文10篇;出版Springer-Nature英文专著1本 (3 Chapters);
部分代表作:
[1] C. Cui*, Y. Liu. A Hierarchical HVAC Optimal Control Method for Reducing Energy Consumption and Improving Indoor Air Quality Incorporating Soft Actor-Critic and Hybrid Search Optimization [J]. Energy Conversion and Management, 2024, 302: 118118. 影响因子:10.4;中科院一区
[2] C. Cui*, J. Xue. Energy and Comfort Aware Operation of Multi-zone HVAC System Through Preference-inspired Deep Reinforcement Learning [J]. Energy, 2024, 292C: 130505. 影响因子:9;中科院一区
[3] C. Li, C. Cui*, M. Li. A proactive 2-stage indoor CO2-based demand-controlled ventilation method considering control performance and energy efficiency[J]. Applied Energy, 2023, 329: 120288. 影响因子:11.2;中科院一区
[4] C. Cui*, C. Li, M. Li. An Online Reinforcement Learning Method for Multi-zone Ventilation Control with Pre-Training[J]. IEEE Transactions on Industrial Electronics, 2022, 70(7): 7163-7172. 影响因子:7.7;中科院一区
[5] C. Cui, X. Zhang *, W. Cai, et al. A novel air balancing method for HVAC systems by a full data-driven duct system model[J]. IEEE Transactions on Industrial Electronics, 2020, 68(12): 12595-12606. 影响因子:7.7;中科院一区
专利:
第一发明人授权中国发明专利13项
部分授权专利:
[1] ZL202311640639.1 一种海洋平台动力定位控制方法
[2] ZL202311286903.6 船舶或海洋平台用预制式舱室通风系统通风控制方法
[3] ZL202210124691.0 基于温度和硫化氢浓度控制的海洋平台通风系统控制方法
[4] ZL202310986399.4 一种基于奇异值阈值算法的海洋平台舱室舒适度评估方法
[5] ZL202111580810.5 离线预训练-在线学习的通风系统风量控制方法
项目:
主持国家自然科学基金项目 1 项,省部级项目 2 项,其他项目 3 项;
Name: Can Cui
Title: Associate Professor, Supervisor (PhD, MEng)
Taishan Scholars, Shandong Provincial Distinguished Young Scholars (Overseas)
E-mail: cuican_ouc@126.com;
Research interests:
[1] Industrial artificial intelligence
[2] Deep reinforcement learning theory and its applications;
[3] Intelligent control and optimization decision-making;
[4] Health monitoring of offshore platform;
[5] HVAC system modeling, design and operation;
Course:
Undergraduate courses: Process Automation and Instrumentation; Electrotechnics; Machine Learning
Graduate courses: Advanced control: Theory and Applications
Major academic achievements:
Published one book (Springer Nature, 3 chapters), and more than 20 Top SCI papers.
Representative publications are as follows:
[1] C. Cui*, Y. Liu. A Hierarchical HVAC Optimal Control Method for Reducing Energy Consumption and Improving Indoor Air Quality Incorporating Soft Actor-Critic and Hybrid Search Optimization [J]. Energy Conversion and Management, 2024, 302: 118118.
[2] C. Cui*, J. Xue. Energy and Comfort Aware Operation of Multi-zone HVAC System Through Preference-inspired Deep Reinforcement Learning [J]. Energy, 2024, 292C: 130505.
[3] C. Li, C. Cui*, M. Li. A proactive 2-stage indoor CO2-based demand-controlled ventilation method considering control performance and energy efficiency[J]. Applied Energy, 2023, 329: 120288.
[4] C. Cui*, C. Li, M. Li. An Online Reinforcement Learning Method for Multi-zone Ventilation Control with Pre-Training[J]. IEEE Transactions on Industrial Electronics, 2022, 70(7): 7163-7172.
[5] C. Cui, X. Zhang *, W. Cai, et al. A novel air balancing method for HVAC systems by a full data-driven duct system model[J]. IEEE Transactions on Industrial Electronics, 2020, 68(12): 12595-12606.