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带有热能存储的大型建筑地表水源离心式热泵最优部分负荷运行策略
Optimal partial-load operation strategies of surface water-source centrifugal heat pumps with thermal energy storage for large buildings
| 作者 | Hyun Ho Shina1 · Changho Hana1 · Yeonsook Heo · Hoseong Lee · Yongchan Kim |
| 期刊 | Applied Energy |
| 出版日期 | 2025年1月 |
| 卷/期 | 第 388 卷 |
| 技术分类 | 储能系统技术 |
| 技术标签 | 储能系统 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | Surface water-source heat pumps (SWHPs) are sustainable energy solutions. |
语言:
中文摘要
摘要 地表水源热泵(SWHPs)是实现大型办公建筑可持续供热与制冷的有前景解决方案。然而,关于采用离心式压缩机并结合热能存储(TES)的SWHPs在部分负荷条件下的性能研究仍较为匮乏。本研究提出了一种针对配备离心式压缩机和热能存储系统的SWHPs的最优运行策略,旨在通过优化大型办公建筑中的部分负荷运行来提高能源效率并降低运行成本。通过动态仿真分析了多种运行工况,考虑了建筑负荷率、水温以及最大部分负荷率(PLR)等因素。本文提出了一种新颖的部分负荷率限制策略(TPSC),相较于满负荷运行策略(TFSC),可有效降低能耗。进一步地,采用人工神经网络与多目标遗传算法对TPSC策略进行优化,以确定最优的PLR设定值及TES温度设定。优化后的TPSC策略(TPSCo)实现了夜间最大电力消耗比达80.4%,而TFSC和TPSC策略分别为66.7%和68.4%。相应地,在保持能耗水平相当的前提下,TPSCo策略相比TFSC策略整体运行成本降低了16.8%,相比TPSC策略降低了9.3%。研究结果表明,TPSCo策略在能源效率与经济性方面均表现出优越性能,凸显了先进SWHP运行策略作为大型办公建筑可持续供热与制冷方案的巨大潜力。
English Abstract
Abstract Surface water-source heat pumps (SWHPs) are promising solutions for sustainable heating and cooling in large office buildings. However, the partial load performance of SWHPs with centrifugal compressors and thermal energy storage (TES) has been reported sparsely. This study proposes an optimal operating strategy for SWHPs with centrifugal compressors and TES to enhance energy efficiency and reduce operating costs by optimizing partial-load operations in large office buildings. Dynamic simulations are conducted to analyze operational scenarios considering the building load ratio, water temperature, and maximum partial load ratio (PLR). A novel PLR–limiting strategy was proposed (TPSC) to reduce energy consumption compared to the full-load operation strategy (TFSC). Furthermore, the TPSC was optimized using artificial neural networks and a multi-objective genetic algorithm to determine optimal PLR settings and TES temperatures. The optimized TPSC strategy (TPSCo) achieved a maximum nighttime power consumption ratio of 80.4%, compared to 66.7% and 68.4% for the TFSC and TPSC strategies, respectively. Accordingly, the TPSCo reduced overall operating costs by 16.8% compared to the TFSC, and by 9.3% compared to the TPSC, while maintaining comparable energy consumption. These findings demonstrate that the TPSCo delivers superior energy efficiency and cost-effectiveness, highlighting the potential of advanced SWHP strategies as sustainable heating and cooling solutions for large office buildings.
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SunView 深度解读
该研究的部分负荷优化策略与阳光电源ST系列储能变流器及PowerTitan系统高度契合。论文提出的多目标遗传算法优化方法可借鉴至储能系统充放电策略,通过神经网络预测负荷曲线,优化PCS功率调度。研究实现80.4%夜间用电占比及16.8%成本削减,验证了储能削峰填谷价值。可结合iSolarCloud平台开发商业建筑冷热电联供解决方案,将热泵储能与电化学储能协同控制,提升大型建筑综合能效管理能力,拓展ST系列在楼宇侧应用场景。