储能科学与技术

• •    

基于动态规则优化的船舶燃料电池混合动力系统能量管理方法

安楠楠(), 崔秀芳(), 曾杰熙, 陈科佳   

  1. 上海海洋大学,上海 201306
  • 收稿日期:2025-08-22 修回日期:2025-10-11
  • 通讯作者: 崔秀芳 E-mail:m230801479@st.shou.edu.cn;xfcui@shou.edu.cn
  • 作者简介:安楠楠(2001—),男,硕士研究生,船舶与海洋结构物设计制造,E-mail:m230801479@st.shou.edu.cn
  • 基金资助:
    农业农村部渔船船用产品企业产品认可清单管理项目(D-8005-17-0052);上海市工程技术研究中心建设计划(19DZ2254800)

A dynamic rule-based optimization method for energy management of ship fuel cell hybrid power systems

Nannan AN(), Xiufang CUI(), Jiexi ZHENG, Kejia CHEN   

  1. Shanghai Ocean University, Shanghai 201306, China
  • Received:2025-08-22 Revised:2025-10-11
  • Contact: Xiufang CUI E-mail:m230801479@st.shou.edu.cn;xfcui@shou.edu.cn

摘要:

燃料电池混合动力系统因其清洁高效的特性,已成为新能源船舶领域的重要研究方向。然而,较高的运行维护成本制约了其进一步的推广应用。为降低船舶燃料电池混合动力系统的运行成本,提出一种基于动态规则优化的船舶燃料电池混合动力系统能量管理方法,并引入包含燃料消耗成本、燃料电池和锂电池性能衰退成本、等效电能消耗成本的系统综合运行成本模型。该方法将规则参数作为可调变量嵌入优化框架,结合壮丽细尾鹩莺算法实现对规则参数的迭代更新与优化,通过成本模型,实现系统综合运行成本最小化的多源协同控制,并在经典船舶工况下,将所提方法与传统能量管理方法进行对比研究。实验结果表明,所提方法的系统综合运行成本与状态机、等效能耗最小化能量管理方法相比,分别降低11.47%和17.76%。进一步分析发现,该方法能够在燃料电池功率输出、锂电池荷电状态波动及系统能量分配方面实现更优平衡,从而减缓锂电池与燃料电池的性能衰退,延长使用寿命。本研究为燃料电池混合动力船舶的经济高效运行提供了一种可行的能量管理方法,并对新能源船舶的推广应用具有积极的参考意义。

关键词: 燃料电池, 能量管理方法, 动态规则, 混合动力船舶

Abstract:

Fuel cell hybrid propulsion systems, owing to their clean and efficient characteristics, have emerged as a prominent research focus in the field of new-energy vessels. However, their widespread adoption is constrained by relatively high operational and maintenance costs. To address this challenge, this study proposes a dynamic rule-optimized energy management strategy for marine fuel cell-battery hybrid power systems, underpinned by a comprehensive operational cost model that incorporates hydrogen fuel costs, performance degradation costs of fuel cells and lithium-ion batteries, and equivalent electric energy consumption costs. The proposed strategy embeds rule parameters as tunable variables within an optimization framework and employs the superb fairy-wren optimization algorithm (SFOA) to iteratively update and optimize these parameters. By leveraging the cost model, the strategy achieves multi-source coordinated control aimed at minimizing the total operational cost of the system. Under a standard marine operating profile, the proposed method is benchmarked against conventional energy management strategies. Experimental results demonstrate that the proposed strategy reduces total operational costs by 11.47% and 17.76% compared with state-machine-based and equivalent hydrogen consumption minimization strategies, respectively. Further analysis reveals that the strategy achieves superior balance in fuel cell power output, lithium-ion battery state-of-charge fluctuations, and system energy distribution, thereby mitigating the performance degradation of both the fuel cell and the battery and extending their service life. This research provides a viable energy management approach for the cost-effective operation of fuel cell hybrid vessels and offers valuable insights for the promotion and application of new-energy ships.

Key words: Fuel Cells, Energy Management Strategy, Dynamic Rules, Hybrid-Powered Ships

中图分类号: