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储能系统技术
★ 5.0
基于非线性模型预测控制的燃料电池/电池混合动力船舶多目标分层能量管理策略
Multi-objective hierarchical energy management strategy for fuel cell/battery hybrid power ships
| 作者 | Hanyou Liu · Ailong Fan · Yongping Li · Richard Bucknall · Nikola Vladimir |
| 期刊 | Applied Energy |
| 出版日期 | 2025年1月 |
| 卷/期 | 第 379 卷 |
| 技术分类 | 储能系统技术 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | Hierarchical energy management strategy based on multi-objective optimisation was proposed. |
语言:
中文摘要
摘要 船舶能量管理系统中的能量管理策略与本地控制器相互关联,共同影响混合推进系统的性能。为实现氢燃料电池(FC)与电池混合动力系统的高效运行,本文在对混合动力系统建模与分析的基础上,提出了一种基于非线性模型预测控制(NMPC)的能量管理策略,并设计了动态虚拟阻抗下垂控制器和经典的比例-积分(PI)控制器作为本地控制器。通过采用硬件在环(HiLs)技术,模拟设计的随机负载工况、脉冲负载工况以及实际航行工况,对六种不同的能量管理策略及其与本地控制器协同下的综合性能进行了比较与分析。从能耗、运行压力、控制精度、实时性及鲁棒性等方面进行性能对比,结果证明,基于NMPC并结合PI控制器的能量管理策略在整体上优于其他策略,能够有效平衡氢气消耗与混合动力系统的稳定运行。与现有的能量管理策略相比,在所设计的航行工况和实际航行工况下,所提出的NMPC+PI策略分别可使氢气消耗降低7.00%和40.29%,燃料电池运行压力降低44.96%和49.88%。
English Abstract
Abstract The energy management strategy and the local controller in the ship energy management system are interconnected, impacting the performance of the hybrid propulsion system . To achieve the efficient operation of the hydrogen fuel cell (FC) and battery hybrid power system , based on the modelling and analysis of the hybrid power system, a nonlinear model predictive control (NMPC) based energy management strategy is proposed, and a dynamic virtual impedance droop controller and a classical proportional-integral (PI) controller are designed as local controllers. By simulating the designed random load conditions, pulse load conditions, and actual sailing conditions using hardware-in-the-loop (HiLs) technology, six different energy management strategies and their comprehensive performance with local controllers are compared and analysed. Comparing performance in terms of energy consumption, operating pressure, control accuracy, real-time performance, and robustness, it has been proven that the energy management strategy based on NMPC, coupled with a PI controller, is superior to other strategies overall. It can balance hydrogen consumption and the stable operation of the hybrid power system. Compared to existing energy management strategies, the proposed NMPC+PI strategy can reduce hydrogen consumption by 7.00 % and 40.29 %, and FC operating pressure by 44.96 % and 49.88 %, respectively, under both designed navigation conditions and actual navigation conditions.
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SunView 深度解读
该燃料电池/储能混合动力船舶能量管理策略对阳光电源ST系列储能变流器及海事电力系统具有重要借鉴价值。文中NMPC+PI控制架构可应用于PowerTitan储能系统的多能源协调管理,动态虚拟阻抗下垂控制与阳光VSG技术理念契合,可优化GFM/GFL混合并网控制。该策略实现氢耗降低7-40%、运行压力降低45-50%,为阳光开发船舶岸电系统、港口光储充一体化方案及氢储耦合系统提供分层控制架构参考,提升多能互补系统实时性与鲁棒性。