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一种数据驱动的分析方法,用于在城市地区的电力碳排放轨迹
Yi Gao1, Dawei Yan1, Xiangyu Kong2
1State Grid Tianjin Electric Power Company Economic and Technological Research Institute, Tianjin, China.
Big data
|June 16, 2023
概括
工业4.0需要通过分散控制来解决碳排放 (CE). 本研究提出了城市电力CE的数据驱动模拟方法,将能源和大数据视角整合起来,以改善环境管理.
科学领域:
- 环境科学 环境科学
- 计算机科学 计算机科学
- 能源系统工程 能源系统工程
背景情况:
- 工业4.0需要可适应的数字生产模式.
- 解决碳排放 (CE) 问题需要在电力系统中从集中控制转向分散控制.
- 强大的CE监测,报告和验证对于未来的电力系统模拟至关重要.
研究的目的:
- 提出一种数据驱动的方法来分析城市电力碳排放 (CE) 轨迹.
- 整合宏观能源和大数据概念,对电力系统进行整体分析.
- 开发一个模拟环境,用于模型,代理人和人类参与者之间的动态交互.
主要方法:
- 使用经验模式分解来分析CE动态.
- 获取多源异质质量数据.
- 整合统计,因果和行为分析来提取数据.
主要成果:
- 开发了一种基于数据的方法来模拟城市电力碳排放 (CE).
- 该方法有效地整合了各种数据源和分析技术.
- 建立了一个模拟环境,以支持动态交互.
结论:
- 拟议的数据驱动方法为了解和模拟城市电力碳排放 (CE) 提供了一种新的方法.
- 结合宏观能源和大数据视角对于工业4.0中的有效环境管理至关重要.
- 开发的模拟环境有助于对电力系统动态及其环境影响进行更全面的分析.
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