基于LMDI分解和GA-BP模型的中国碳峰值建设路径的研究
1College of Civil Engineering, Jiangxi Science and Technology Normal University, No. 605 Fenglin Avenue, Nanchang, 330013, China.
Environmental science and pollution research international
|February 27, 2024
概括
中国建筑业的碳排放可能已经达到峰值,预计2029年的峰值将达到56.09亿. 制定有针对性的减排战略对于实现建筑的低碳未来至关重要.
科学领域:
- 环境科学 环境科学
- 建筑科学 建筑科学
- 能源政策 能源政策
背景情况:
- 建筑行业是碳排放的主要贡献者,阻碍了中国2030年碳峰值目标.
- 建筑物中有限的可再生能源整合加剧了碳强度.
- 预测碳排放对于制定有效的低碳路线图至关重要.
研究的目的:
- 预测中国建筑业碳排放的峰值和时间.
- 确定建筑碳强度的关键驱动因素.
- 为实现低碳建筑行业提出方案.
主要方法:
- 基于卡雅身份的扩展对数平均分数指数 (LMDI) 分解模型被用于分析驱动因素.
- 一种混合预测模型 (IGA-BP),将遗传算法与两层隐藏神经网络集成在一起,用于预测.
- 模拟了四种不同的场景,预测2020年至2050年的排放峰值,时间和强度.
主要成果:
- 建筑碳强度主要由最终的排放因子驱动,工业结构作为关键限制因素.
- 与其他模型相比,IGA-BP模型在捕获碳排放演变模式方面表现出卓越的准确性.
- 预计中国的建筑碳强度已经达到峰值,Pathway 12预计2029年的峰值将达到56.09亿.
结论:
- 该研究表明,中国建筑业已达到碳排放峰值.
- 实现预计的低碳路径需要精确和可行的建筑减排战略.
- 调查结果为在减少建筑行业排放方面做出明智决策提供了关键参考.
相关概念视频
Mass Spectrometry: Branched Alkane Fragmentation
1.0K
This lesson delves into the mass spectrometry of branched alkane fragmentation. Branched alkanes possess secondary or tertiary carbon atoms, which generate relatively stable carbocations if the cleavage occurs at the branching point. The high stability of carbocations drives the instant fragmentation of branched alkanes. Accordingly, the branched alkane's molecular ion peak is very weak or invisible in the mass spectra, especially in comparison to a linear alkane.
1.0K
¹³C NMR: Distortionless Enhancement by Polarization Transfer (DEPT)
1.1K
When proton-coupled carbon-13 spectra are simplified by a broadband proton decoupling technique, structural information about the coupled protons is lost. Distortionless enhancement by polarization transfer (DEPT) is a technique that provides information on the number of hydrogens attached to each carbon in a molecule. While the DEPT experiment utilizes complex pulse sequences, the pulse delay and flip angle are specifically manipulated. The resulting signals have different phases depending on...
1.1K


