基于建筑碳排放和城市活力组合类型的发展战略--中国北京的多源数据驱动法

Land Pub Date : 2024-07-16 DOI:10.3390/land13071062
Jingyi Xia, Jiali Wang, Yuan Lai
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摘要

在面对快速城市化和气候变化的双重挑战时,虽然已有大量研究探讨了城市碳排放的影响因素和城市活力的实践策略,但二者之间的相互关系以及协同优化的发展策略尚不明确,需要进一步深入分析。本研究探讨了北京五环内城市活力与低碳可持续发展之间的微妙平衡。通过整合 OpenStreetMap、土地利用、人口和建筑碳排放数据,我们开发了一种可重复的方法来估算碳排放总量和排放强度。此外,我们还引入活力指数数据来区分居住用地和非居住用地的活力评价,并应用交叉组合分类技术来剖析城市碳排放与城市活力之间的空间相关性。结果显示,四种组合类型在居住用地上表现出较为明显的差异性和规律性。基于空间相关性的发现,本研究根据地理位置和城市发展政策的要求,分别对这四种类型提出了相应的发展策略建议。总之,我们的研究强调了在可持续城市规划中综合考虑碳排放和城市活力的重要性,并提出各种土地利用组合需要有针对性的发展策略来实现这一目标,其中需要考虑人口、能源、服务设施等不同方面。
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Development Strategy Based on Combination Typologies of Building Carbon Emissions and Urban Vibrancy—A Multi-Sourced Data-Driven Approach in Beijing, China
When confronting the dual challenges of rapid urbanization and climate change, although extensive research has investigated the factors influencing urban carbon emissions and the practical strategies regarding urban vibrancy, the unclear mutual nexus between them and the development strategy for collaborative optimization requires further in-depth analysis. This study explores the delicate balance between urban vibrancy and low-carbon sustainability within the confines of Beijing’s Fifth Ring Road. By integrating OpenStreetMap, land use, population, and buildings’ carbon emission data, we have developed a reproducible method to estimate total carbon emissions and emission intensity. Furthermore, we have introduced vibrancy index data to distinguish the vibrancy evaluation of residential and non-residential land and applied cross-combinational classification technology to dissect the spatial correlation between urban carbon emissions and urban vibrancy. The results reveal that the four combination typologies show more significant differences and regularity in residential land. Based on the discovery of spatial correlation, this study puts forward corresponding development strategy suggestions for each of these four typologies based on the geographical location and requirements of urban development policies. In conclusion, our study highlights the importance of integrating carbon emissions and urban vibrancy comprehensively in sustainable urban planning and proposes that various land use combinations need targeted development strategies to achieve this goal, which need to consider population, energy, service facilities, and other diverse aspects.
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