使用夜间灯光和社交媒体跟踪电力损失及其感知原因
Samuel W Kerber1, Nicholas A Duncan1, Guillaume F L'Her1,2
1Department of Mechanical Engineering, The Colorado School of Mines, Golden, CO 80402, USA.
iScience
|November 30, 2023
概括
这项研究使用卫星数据和社交媒体来监测城市地区的停电及其原因. 调查结果揭示了公众对政府对广泛停电负有责任的看法.
科学领域:
- 城市基础设施弹性 城市基础设施弹性
- 遥感和社交媒体分析.
背景情况:
- 关键基础设施,如电力,对于城市的社会经济稳定至关重要.
- 在无法进入或受冲突影响的地区,评估基础设施状况,尤其是电力供应状况,是很困难的.
- 传统的地面层数据收集通常不适合监测广泛的干扰.
研究的目的:
- 用卫星图像和社交媒体数据展示一种用于监控停电的新方法.
- 分析公众对城市环境中停电原因的看法.
- 评估使用遥感和社交媒体进行基础设施监控的可行性.
主要方法:
- 利用夜间照明卫星数据确定委内瑞拉加拉加斯的停电范围 (2019年3月).
- 使用推特数据进行情绪分析和主题建模,以了解公众的看法.
- 进行统计分析,将卫星数据与社交媒体活动和公共话语相关联.
主要成果:
- 在停电期间,在夜间光线强度和Twitter活动之间观察到一个反向关系.
- 提到委内瑞拉总统的推特显示,消极和指责相关术语的增加.
- 在社交媒体上反映的公众看法表明,人们相信政府对停电负有责任.
结论:
- 卫星图像和社交媒体分析为监控像停电这样的大规模基础设施中断提供了可行的替代方案.
- 在社交媒体上对公众情绪的分析可以提供对基础设施故障的感知原因的见解.
- 这种方法对于传统数据收集具有挑战性的地区尤其有价值.
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