Remote sensing of night-time lights and electricity consumption: A systematic literature review and meta-analysis

IF 3.1 1区 社会学 Q1 GEOGRAPHY Geography Compass Pub Date : 2023-03-07 DOI:10.1111/gec3.12684
Dipendra Bhattarai, Arko Lucieer, Heather Lovell, Jagannath Aryal
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引用次数: 1

Abstract

Night-time light (NTL) satellite imagery can provide unique insights into the energy sector. Nevertheless, there are limited studies that have systematically reviewed the literature on the relationship between electricity consumption and NTL. Therefore, this paper aims to provide a systematic review of studies that have explored this relationship. The review identified over 200 regression models estimating electricity consumption using NTL satellite images. The key finding of the review was that there was a large variability in regression performance for model prediction of electricity consumption from NTL imagery, indicating a need for further work to refine the techniques and approaches in this emerging field of remote sensing research. The level of spatial aggregation had an important influence on model performance with larger geographical areas, such as countries or states, providing better estimations.

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夜间灯光和电力消耗的遥感:系统的文献综述和meta分析
夜间照明(NTL)卫星图像可以为能源部门提供独特的见解。然而,有有限的研究系统地审查了电力消耗和NTL之间关系的文献。因此,本文旨在对探讨这一关系的研究进行系统回顾。该综述确定了200多个回归模型,利用NTL卫星图像估计电力消耗。审查的主要发现是,从NTL图像对电力消耗进行模型预测的回归性能存在很大差异,这表明需要进一步改进这一新兴遥感研究领域的技术和方法。空间聚集水平对较大地理区域(如国家或州)的模型性能有重要影响,从而提供更好的估算。
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来源期刊
Geography Compass
Geography Compass GEOGRAPHY-
CiteScore
6.00
自引率
6.50%
发文量
61
期刊介绍: Unique in its range, Geography Compass is an online-only journal publishing original, peer-reviewed surveys of current research from across the entire discipline. Geography Compass publishes state-of-the-art reviews, supported by a comprehensive bibliography and accessible to an international readership. Geography Compass is aimed at senior undergraduates, postgraduates and academics, and will provide a unique reference tool for researching essays, preparing lectures, writing a research proposal, or just keeping up with new developments in a specific area of interest.
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