基于模糊逻辑的甲醇混合动力系统多模式能量管理与实时控制Multi-mode energy management and real-time control of methanol hybrid power system based on fuzzy logic
李钊,隆武强,田华
摘要(Abstract):
针对内河船舶节能减排需求,提出一种基于模糊逻辑的甲醇混合动力系统多模式协同控制策略。通过集成甲醇发动机台架试验数据,构建了高保真度准稳态仿真模型,以精确表征其油耗与排放特性。分别设计了基于规则(rule-based,RB)的控制器和模糊逻辑控制器,并利用NI PXIe硬件在环(hardware-in-the-loop,HIL)平台对2种策略进行实时性能验证。仿真对比结果表明,所提出的模糊逻辑控制策略在应对系统非线性和工况不确定性方面显著优于基于规则的基准策略,在动态航行条件下可实现甲醇消耗量降低26.42%,HC、CO_2和NO_x等污染物排放平均削减38.89%。该研究为甲醇混合动力船舶提供了一种实时性强、适应性好的智能能量管理方案,兼具理论与工程应用价值。
关键词(KeyWords): 模糊逻辑;甲醇混合动力系统;能量管理策略;仿真验证;硬件在环
基金项目(Foundation): 国家重点研发计划项目(2022YFB4300700);; 中央高校基本科研业务费(DUT24ZD407)
作者(Author): 李钊,隆武强,田华
DOI: 10.16508/j.cnki.11-5866/n.2025.06.003
参考文献(References):
- [1]VAKILI S,WHITE P,TURNOCK S. Advancing a sustainable maritime future:integrating energy efficiency and underwater radiated noise reduction strategies in commercial shipping[J].Marine Pollution Bulletin,2025,215:117835.
- [2]WANG C,HUANG L Z,MA R Q,et al. Navigational path optimization methodology for wing-diesel hybrid ship based on improved double deep Q-Network[J]. Ocean Engineering,2025,341(Part 1):122543.
- [3]GOH K C,KURNIAWAN T A,MEIDIANA C,et al. Hospital waste management in Germany and the European Union during the industry 5. 0 era for carbon neutrality by 2050:a critical review[J/OL]. Waste Management&Research,2025:1-10.(2025-09-07)[2025-10-01]. https://sage. cnpereading. com/paragraph/article/?doi=10. 1177/0734242X251361726.
- [4]SAVU S V,SAVU I D,BENGA G C,et al. Emission control technologies and certification test methods for inland vessel engines[J]. Advanced Engineering Forum,2019,34:221-226.
- [5]曹文明,康见见,熊卫东,等.甲醇燃料促进船舶动力能源转型的研究[J].内燃机与配件,2025(17):127-129.CAO W M,KANG J J,XIONG W D,et al. Research on methanol fuel promoting the transformation of ship power energy[J].Internal Combustion Engine&Parts,2025(17):127-129.(in Chinese)
- [6]田佳鑫,陈伟,孙会东,等.绿色甲醇发展现状及建议[J].石油炼制与化工,2025,56(2):149-155.TIAN J X,CHEN W,SUN H D,et al. The current status and suggestions for the development of green methanol[J]. Petroleum Processing and Petrochemicals,2025,56(2):149-155.(in Chinese)
- [7]中华人民共和国国家质量监督检验检疫总局,中国国家标准化管理委员会.船舶电力推进系统技术条件:GB/T 13030—2009[S].北京:中国标准出版社,2009.General Administration of Quality Supervision,Inspection and Quarantine of the People′s Republic of China,Standardization Administration of the People′s Republic of China. Specification for electric propulsion plant of ship:GB/T 13030-2009[S].Beijing:Standards Press of China,2009.(in Chinese)
- [8]YANG Q,ZHANG S C,ZHAO W H,et al. A two-stage energy management strategy for hybrid ship power systems considering the dynamic output characteristics of batteries[J]. Applied Energy,2025,396:126232.
- [9]白慧泉.船舶气电混合动力系统能量管理控制策略研究[D].哈尔滨:哈尔滨工程大学,2021.BAI H Q. Research on energy management and control strategy of ship gas-electric hybrid power system[D]. Harbin:Harbin Engineering University,2021.(in Chinese)
- [10]项勇兵.基于群智能算法的柴电混合动力船舶能量管理控制策略优化研究[D].武汉:武汉理工大学,2021.XIANG Y B. Research on optimization of energy management control strategy for diesel electric hybrid ship based on swarm intelligence algorithm[D]. Wuhan:Wuhan University of Technology,2021.(in Chinese)
- [11]韩北川.基于模糊控制的混合动力船舶能量管理策略研究[J].机电工程技术,2019,48(7):84-87.HAN B C. Research on energy management system for hybrid ship based on fuzzy control[J]. Mechanical&Electrical Engineering Technology,2019,48(7):84-87.(in Chinese)
- [12]ACANFORA M,BALSAMO F,FANTAUZZI M,et al. Design of an electrical energy storage system for hybrid diesel electric ship propulsion aimed at load levelling in irregular wave conditions[J].Applied Energy,2023,350:121728.
- [13]KANG J,SU T,DAI H Y,et al. Risk analysis of hydrogen leakage from hydrogen fuel cell ships based on bidirectional reasoning mechanisms[J]. Ocean Engineering,2025,341(Part 2):122638.
- [14]GU Y J,LIU H W,ZHANG P P,et al. Individual blade-pitch system for tidal current turbines with fuzzy logic control based on load reproduction[J]. Renewable Energy,2026,256(Part F):124353.
- [15]YILMAZ B M,UNVER S,SELIM E,et al. Self learning fuzzy logic-based robust control of robotic manipulators driven with BLDC motors:a task space control approach[J/OL]. IEEE Transactions on Cybernetics,2025:1-10.(2025-09-24)[2025-10-01]. https://ieeexplore. ieee. org/document/11178094.