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风电变流技术 储能系统 工商业光伏 多物理场耦合 ★ 5.0

从投入到产出:中国风电效率与装机容量耦合协调的时空格局及驱动因素解析

From input to output: Unraveling the Spatio-temporal pattern and driving factors of the coupling coordination between wind power efficiency and installed capacity in China

作者 Pihui Liua · Mengdi Lib · Chuanfeng Hanb · Lingpeng Mengc · Zhiguo Shaod
期刊 Applied Energy
出版日期 2025年1月
卷/期 第 396 卷
技术分类 风电变流技术
技术标签 储能系统 工商业光伏 多物理场耦合
相关度评分 ★★★★★ 5.0 / 5.0
关键词 Measured wind power generation efficiency of 31 Chinese provinces with SBM-DDF model.
语言:

中文摘要

摘要 作为一种清洁可再生能源利用方式,风能在全球能源体系中的地位日益突出。深入理解其生产投入与发电效率之间的关系,对于优化产业布局具有重要意义。然而,现有研究往往难以有效揭示这两者之间的时空错配特征及其影响因素。本研究采用SBM-DDF模型测度2015年至2023年中国31个省份的风电发电效率;运用标准差椭圆模型分析风电发电效率与装机容量的时空演化特征,并通过改进的耦合协调度(CCD)模型评估二者之间的相互关系;进一步地,借助时空地理加权回归模型探究影响耦合协调度的关键因素。结果表明,2015—2023年间,中国省级风电发电效率总体稳步提升,但区域差异有所扩大。西部和东部省份的效率水平高于中部省份,而风电装机容量则集中在东南—东北方向,东部地区增长尤为显著。整体而言,风电发电效率与装机容量之间的耦合协调度不断增强,尤其在西北、华北和东部地区表现明显;中部地区的协调水平在2022年实现显著提升,逐步形成“中心—外围”辐射型空间格局。初期,第二、第三产业增加值、科技支出以及政府干预对耦合协调度产生负面影响,而金融相关变量和社会用电量则具有正向作用。至2023年,政府干预的影响转为正向,而金融机构的作用则变为负向。区域层面,西部地区受上述因素的影响程度较东部地区更为显著。

English Abstract

Abstract As a clean and renewable energy utilization mode, wind power's status in the global energy system is increasingly prominent. Understanding the relationship between its production inputs and generation efficiency is crucial for optimizing the industrial layout. However, existing research often struggles to address the spatio-temporal mismatch and influencing factors of these two aspects. This research uses the SBM - DDF model to assess the wind power generation efficiency across 31 Chinese provinces from 2015 to 2023. The standard deviation ellipse model analyzes the spatio - temporal evolution of wind power generation efficiency and installed capacity, while an improved coupling coordination degree (CCD) model evaluates their interrelationship . Additionally, a spatio-temporal geographically weighted regression model investigates the factors influencing the CCD. The results show that between 2015 and 2023, China's provincial wind power generation efficiency steadily steadily, though regional differences widened. Western and eastern provinces exhibited higher efficiency than central provinces, while wind power installed capacity was concentrated in the southeast-northeast direction, with significant growth in the east. Overall, the CCD between wind power generation efficiency and installed capacity strengthened, particularly in northwest, north China, and eastern regions, with the central region's coordination improving significantly in 2022, forming a “center-periphery” radiation pattern. Initially, factors such as the added value of secondary and tertiary industries, scientific and technological expenditures, and government intervention negatively impacted the CCD, while financial variables and social electricity consumption had a positive effect. By 2023, the impact of government intervention turned positive, while the influence of financial institutions became negative. Regionally, the western region was more significantly affected by these factors than the eastern region.
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SunView 深度解读

该研究揭示的风电效率与装机容量时空错配问题,对阳光电源储能系统(ST系列PCS、PowerTitan)具有重要应用价值。研究发现中西部地区风电效率高但装机集中于东南-东北走向,这为储能系统配置提供了优化依据:在高效率低装机区域通过储能提升消纳能力,在高装机区域通过削峰填谷提升整体效率。研究中的耦合协调度模型可应用于iSolarCloud平台,实现风光储多能互补智能调度。此外,区域差异化影响因素分析为阳光电源制定东西部差异化储能解决方案提供决策支持,特别是在政府干预转正、金融机构影响转负的2023年市场环境下,需强化技术驱动的市场竞争力。