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储能系统技术
★ 5.0
可再生能源与储能优化以最小化铁路全球成本
Renewable Sources and Energy Storage Optimization to Minimize the Global Costs of Railways
| 作者 | |
| 期刊 | IEEE Transactions on Vehicular Technology |
| 出版日期 | 2025年1月 |
| 技术分类 | 储能系统技术 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 气候变化 铁路电气化 可再生能源 储能系统 成本优化 |
语言:
中文摘要
气候变化是当今人类面临的最大全球性问题之一,其影响愈发严峻。交通运输部门约占温室气体排放总量的30%,亟需实现脱碳。铁路电气化是一种低碳解决方案,但它仍依赖会产生碳排放的电网。为进一步推动铁路电气化脱碳,有人提出了将可再生能源(RESs)和储能系统(ESS)集成到铁路牵引电网的方案。本文开发了能源管理系统,用于计算能量流和总成本。此外,还考虑了接触线损耗和转换损耗。通过暴力算法解决了寻找光伏电站、风力电站和储能系统的最佳容量和位置以实现最低每日总成本的优化问题。以英国高速铁路2号线的牵引网络为例进行了研究。结果显示,同时安装储能系统和可再生能源设施可大幅降低总成本和碳排放。在仅安装储能系统的情景下,通过捕获并再利用再生能源可节省1.3%的总成本。此外,当分别集成光伏电站和风力电站时,这一节省比例分别提高到10%和62%。综合考虑所有变量后发现,安装风力电站比安装光伏电站更具经济性。研究还表明,根据不同情景,电站和储能系统的最佳安装位置也有所不同。
English Abstract
Climate change is one of the biggest global issues for humanity these days, and its effect has become more severe. The transport sector accounts for around 30% of greenhouse gas emissions, which need to be decarbonized urgently. Railway electrification is one of the low-carbon solutions, but it still relies on power grids causing carbon emissions. To further decarbonize electric railways, the renewable energy sources (RESs) and energy storage system (ESS) integration scheme for railway traction power network has been proposed. This paper developed the energy management system to calculate the energy flow and global cost. Moreover, contact wire loss and conversion loss were considered. The optimization problem to find the optimal capacity and location of the PV farm, wind farm and energy storage system to achieve the lowest global daily costs was solved by the Brute Force Algorithm. The traction network of the High Speed 2 Railway in the U.K. has been taken as a case study. Results revealed that the global cost and carbon emissions are reduced considerably with both ESS and RESs installed. In the scenario of the ESS alone, 1.3% of the global cost is saved by capturing the regenerative energy and reusing it. Furthermore, this figure goes up to 10% and 62% when the PV and wind farms are integrated, respectively. When considering all variables, it is found that installing the wind farm is a more economical option than the PV farm. The study also shows that the optimal locations to install the plants and ESS vary by scenario.
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SunView 深度解读
该研究聚焦铁路系统的可再生能源与储能协同优化,为阳光电源在轨道交通领域的业务拓展提供了重要的技术参考和市场洞察。
从业务价值角度,该研究验证了储能系统在铁路牵引网络中捕获再生制动能量的经济性,单独部署ESS即可节省1.3%的全局成本,这为阳光电源的储能产品在轨道交通场景提供了明确的应用价值支撑。更值得关注的是,当储能系统与光伏、风电协同配置时,成本节约分别提升至10%和62%,这充分印证了阳光电源"光储一体化"解决方案的技术优势。研究中对接触网损耗和转换损耗的精细化建模,也为我司光伏逆变器和储能变流器的高效率设计提供了应用场景的技术要求。
从技术成熟度评估,该研究基于英国高铁2号线的实际案例,采用暴力算法求解最优容量和位置配置,具有较强的工程可行性。这表明铁路光储系统已进入从理论研究向工程应用过渡的阶段,与阳光电源在电站级储能和大型光伏系统的技术积累高度契合。
技术挑战方面,铁路牵引负荷的高动态特性对储能系统的功率响应速度和循环寿命提出严苛要求,需要我司进一步优化储能系统的控制策略和电池管理技术。同时,研究显示风电经济性优于光伏,提示我们在轨道交通场景需强化多能互补的系统集成能力。
市场机遇上,全球铁路脱碳是万亿级市场,该研究为阳光电源开拓轨道交通这一新兴细分领域提供了技术路线图,建议加快布局铁路专用储能产品和能量管理系统的研发。