分析气候变化研究中大数据带来的机遇和挑战及其社会影响

Prateek Mangal, A. Rajesh, Richa Misra
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摘要

第四次工业革命是有代价的;我们的地球正在经历人口、基础设施、自然资源等方面的同步变化及其对全球气候的累积不良影响。这些变化加上技术的进步,即传感器和数据挖掘技术,导致了气候数据研究的增长。气候变化研究是一个数据密集型学科,在数据收集方法和使用大数据分析研究数据方面有许多创新。气候变化及其影响的研究一直是大气候数据分析实施的重中之重。然而,通过最近的方法对气候数据的研究揭示了数据挖掘文献中以前未记录的几个挑战。本文的目的是概述大数据在气候变化研究中的应用,以及与之相关的机遇和挑战及其社会影响。
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Analysis of opportunities and challenges presented by big data in climate change research and its social impact
The fourth industrial revolution has come at a cost; our planet earth is enduring concurrent changes in population, infrastructure, natural resources etc. and its cumulative ill effects on global climate. These changes coupled with advancements in technology viz. sensors and data mining techniques have led to a growth in study of climate data. Climate change study is a data intensive subject which has seen numerous innovations in data collection methods, and study of that data using big data analytics. The study of climate change and its effects has been one of the top priorities in big climate data analytics implementations. However, the study of climate data by recent methods has revealed several challenges previously unrecorded in data mining literature. The purpose of this paper is to provide an overview of use of big data in climate change research and the opportunities and challenges pertaining to it and its social impact.
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