论文标题
使用后迪沙斯特异质数据集对气候变化的相关性分析和可视化
A Correlation Analysis and Visualization of Climate Change using Post-Disaster Heterogeneous Datasets
论文作者
论文摘要
在现实世界中,有许多地理气候和人为因素导致自然灾害的发生。除了研究这种灾难的原因和先决条件外,灾后分析对于有效管理灾难情况至关重要。根据气候变化相关的极端天气事件的频率和严重性的增加,此过程需要及时,准确的数据。灾难数据的分析涉及整合多个异构来源,数据摄入和可视化的具有挑战性的任务。本文旨在提供灾难数据的三维分析观点作为时间序列图表和统计模型,以评估灾难,气候变化与相应经济损害的发生之间的相关性(GDP的百分比)。因此,统计方法学被利用以在管理灾难中起重要作用,从准备到恢复和报告。图形表示提供了有关随后的区域趋势的见解,这与因各种损失中每种类型的灾难比例的比例有关。因此,获得有关人口,经济和气候的可靠信息对于风险管理和准备以及对灾难的反应至关重要。该研究提出了一种详细的统计方法,并具有空间维度,以研究灾难后对经济和基础设施的影响,从而确保了专门的援助。分析的推论证实了气候变化与自然灾害发生之间的正相关。因此,统计证据表明,像气候变化的重要现象影响自然灾害,使社会人群之间的意识更加环保。
There are numerous geo-climatic and human factors that contribute to the occurrence of natural disasters in the real-world scenario. Besides the study of causes and preconditions of such calamities, post-disaster analysis is essential for the efficient management of the disaster situation. This process needs timely and accurate data in light of the increasing frequency and severity of climate change-related extreme weather events. The analysis of disaster data involves the challenging task of integrating multiple heterogeneous sources, data ingestion and visualization. This paper aims at providing a three-dimensional analytical view of disaster data as time-series charts and a statistical model to evaluate the correlation between the occurrence of disasters, climate change and the corresponding economic damages (as a percentage of GDP). Therefore, statistical methodologies are leveraged to play important role in managing disasters, from preparation to recovery and reporting. The graphical representations provide insights on regional trends that follow, related to factors such as the proportion of each type of disaster in the various losses incurred. Therefore, obtaining reliable information about the population, the economy and climate are crucial both for risk management and preparedness and for responding to disasters. The research puts forth a detailed statistical methodology with a spatial dimension to study the impacts on the economy and infrastructure in the aftermath of a disaster thereby ensuring specialized assistance. The inference of the analysis confirmed a positive correlation between climate change and occurrence of natural disasters. Therefore, statistical evidence of an important phenomenon like climate change affecting natural disasters brings awareness among the population in the society to be more environmentally responsible.