Analysis of nighttime lights over the cities of Cape Town, Durban and Johannesburg, South Africa

Zandile Mncube , Sifiso Xulu , Nkanyiso Mbatha
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Abstract

Remote sensing of nighttime light (NTL) offers a unique and practical means of assessing human developments through snapshots of nocturnal lighting captured from space. The Visible Infrared Imaging Radiometer Suite (VIIRS) Day/Night Band (DNB) is one of the widely used NTL products and is now publicly available on Google Earth Engine (GEE), which allows accelerated analysis using different geospatial approaches. Here, we perform a comparative trajectory analysis of NTL over the three largest cities of South Africa between 2014 and 2023, and project the changes for 2027 based on Markov chain analysis. Our results show that the NTL increased steadily for the city of Durban (from 27.93 nW cm−2.sr−1 in 2014 to 29.45 nW cm−2.sr−1 in 2023) but decreased in the cities of Cape Town (from 32.30 nW cm−2.sr−1 in 2014 to 31.14 nW cm−2.sr−1 in 2023) and Johannesburg (from 52.19 nW cm−2.sr−1 in 2014 to 46.82 nW cm−2.sr−1 in 2023). The unstable power supply of South African cities can affect the NTL data. In addition, from our results, a similar pattern for each of these cities is observed to be in line with load shedding events in the country, especially for Cape Town and Johannesburg. Regarding the spatiotemporal distribution of the NTL, the central areas have medium to high radiance and have been spreading to the periphery of the cities since 2014. Moreover, land use and land cover (LULC) analysis reveals that developed urban areas, shown by dense built-up areas, coincide with the locations of medium and high NTL radiances. The assessment of NTL changes across low, medium, and high classes indicates a stable configuration with no large changes between classes; this is also observed on the spatial projection of NTL for the year 2027. Our results shed light on NTL mapping in large cities, an area that is constantly evolving due to new developments in remote sensing.
南非开普敦、德班和约翰内斯堡的夜间灯光分析
夜间灯光遥感(NTL)通过从太空捕获的夜间灯光快照,提供了一种评估人类发展的独特而实用的手段。可见光红外成像辐射计套件(VIIRS)昼/夜波段(DNB)是广泛使用的NTL产品之一,现在在谷歌地球引擎(GEE)上公开提供,它允许使用不同的地理空间方法加速分析。本文对2014年至2023年南非三个最大城市的NTL进行了比较轨迹分析,并基于马尔可夫链分析预测了2027年的变化。结果表明,德班市的NTL从27.93 nW cm−2开始稳步增加;sr−1在2014年至29.45 nW cm−2。2023年sr−1),但开普敦的城市有所下降(从32.30 nW cm−2下降)。sr−1在2014年上升至31.14 nW cm−2。2023年sr−1)和约翰内斯堡(52.19 nW cm−2)。sr−1在2014年上升至46.82 nW cm−2。2023年Sr−1)。南非城市电力供应不稳定会影响NTL数据。此外,从我们的结果来看,观察到这些城市的相似模式与该国的减载事件一致,特别是开普敦和约翰内斯堡。从时空分布上看,2014年以来,NTL呈中高辐射分布,并向城市外围扩散。此外,土地利用和土地覆盖(LULC)分析表明,发达的城市地区,即密集的建成区,与中等和高NTL辐射的位置一致。对低、中、高三个等级NTL变化的评估表明,各等级之间的NTL变化不大,呈稳定状态;在2027年NTL的空间预测中也观察到这一点。我们的研究结果揭示了大城市NTL制图,这一领域由于遥感技术的新发展而不断发展。
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