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Monitoring the Impact of Land Cover Change on Surface Urban Heat Island through Google Earth Engine: Proposal of a Global Methodology, First Applications and Problems

机译:通过Google Earth Engine监测土地覆盖变化对城市地表热岛的影响:全球方法论,首次应用和问题的建议

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All over the world, the rapid urbanization process is challenging the sustainable development of our cities. In 2015, the United Nation highlighted in Goal 11 of the SDGs (Sustainable Development Goals) the importance to “Make cities inclusive, safe, resilient and sustainable”. In order to monitor progress regarding SDG 11, there is a need for proper indicators, representing different aspects of city conditions, obviously including the Land Cover (LC) changes and the urban climate with its most distinct feature, the Urban Heat Island (UHI). One of the aspects of UHI is the Surface Urban Heat Island (SUHI), which has been investigated through airborne and satellite remote sensing over many years. The purpose of this work is to show the present potential of Google Earth Engine (GEE) to process the huge and continuously increasing free satellite Earth Observation (EO) Big Data for long-term and wide spatio-temporal monitoring of SUHI and its connection with LC changes. A large-scale spatio-temporal procedure was implemented under GEE, also benefiting from the already established Climate Engine (CE) tool to extract the Land Surface Temperature (LST) from Landsat imagery and the simple indicator Detrended Rate Matrix was introduced to globally represent the net effect of LC changes on SUHI. The implemented procedure was successfully applied to six metropolitan areas in the U.S., and a general increasing of SUHI due to urban growth was clearly highlighted. As a matter of fact, GEE indeed allowed us to process more than 6000 Landsat images acquired over the period 1992–2011, performing a long-term and wide spatio-temporal study on SUHI vs. LC change monitoring. The present feasibility of the proposed procedure and the encouraging obtained results, although preliminary and requiring further investigations (calibration problems related to LST determination from Landsat imagery were evidenced), pave the way for a possible global service on SUHI monitoring, able to supply valuable indications to address an increasingly sustainable urban planning of our cities.
机译:在世界各地,快速的城市化进程正在挑战我们城市的可持续发展。 2015年,联合国在可持续发展目标(可持续发展目标)的目标11中强调了“使城市具有包容性,安全性,复原力和可持续性”的重要性。为了监控有关SDG 11的进展,需要有适当的指标来代表城市状况的各个方面,显然包括土地覆盖(LC)的变化和城市气候的最鲜明特征,即城市热岛(UHI)。 。 UHI的一个方面是地面城市热岛(SUHI),多年来已经通过机载和卫星遥感进行了调查。这项工作的目的是展示Google Earth Engine(GEE)在处理庞大且不断增长的免费卫星地球观测(EO)大数据方面的潜在潜力,以便对SUHI及其与之的长期和广泛的时空监视LC变化。在GEE下实施了大规模的时空程序,这也得益于已经建立的气候引擎(CE)工具从Landsat影像中提取地表温度(LST),并引入了简单指标Detrended Rate Matrix来代表全球LC变化对SUHI的净影响。实施的程序已成功应用于美国的六个大都市地区,并且由于城市发展而引起的SUHI的总体增长也得到了明显的强调。实际上,GEE确实使我们能够处理1992-2011年期间采集的6000多张Landsat图像,从而对SUHI与LC变化监测进行了长期而广泛的时空研究。尽管初步且需要进一步研究(已证明与Landsat影像确定LST有关的校准问题),但所提议程序目前的可行性和令人鼓舞的结果为SUHI监测可能的全球服务铺平了道路,能够提供有价值的指示解决我们城市日益可持续的城市规划。

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