Google Earth Engine: empowering developing countries with large-scale geospatial data analysis—a comprehensive review

IF 1.827 Q2 Earth and Planetary Sciences Arabian Journal of Geosciences Pub Date : 2024-03-27 DOI:10.1007/s12517-024-11948-x
Shanmugam Vijayakumar, Ravisankar Saravanakumar, Mariadoss Arulanandam, S. Ilakkiya
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Abstract

Google Earth Engine (GEE) serves as a versatile platform for processing and visualising geospatial datasets, with its primary aim being to provide an open platform for planetary-scale geospatial analysis. Over time, GEE has proven itself as a valuable and robust tool, offering access to a wide array of imagery within a single consolidated system. Its cloud computing environment and computational power eradicate the need to store, process and analyse vast amount of satellite imagery on local computers. GEE has the potential to address some of the challenges associated with earth observation and geospatial applications, particularly in developing countries. Its development has lessened the reliance on high-speed processors and extensive storage capacities. Moreover, GEE presents users with a unique opportunity to conduct analyses with minimal financial investment and equipment requirements. The platform has showcased its capability to perform spatial and temporal analyses on global-scale data at significantly accelerated computational speed, rendering it an attractive tool for the scientific community, offering both versatility and accessibility. Its application spread across various sectors including crop inventory, vegetation mapping and monitoring, land cover mapping, disaster management, hydrological studies, urban planning and management, wetland conservation and management, climate change analysis and forestry analysis. For researchers in developing countries, who often grapple with challenges related to data accessibility, funding for computer hardware and software and resource limitations, GEE opens up new avenues. However, despite its potential, the utilization of GEE in developing countries has fallen short of expectations. Therefore, it is crucial for developing countries to fully leverage this platform to accelerate their sustainable development.

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谷歌地球引擎:通过大规模地理空间数据分析增强发展中国家的能力--全面审查
谷歌地球引擎(GEE)是一个处理和可视化地理空间数据集的多功能平台,其主要目的是为地球尺度的地理空间分析提供一个开放的平台。随着时间的推移,GEE 已证明自己是一个有价值的强大工具,可在一个单一的综合系统内访问大量图像。它的云计算环境和计算能力消除了在本地计算机上存储、处理和分析大量卫星图像的需要。GEE 有潜力解决与地球观测和地理空间应用相关的一些挑战,特别是在发展中国家。它的开发减少了对高速处理器和大量存储容量的依赖。此外,GEE 还为用户提供了一个独特的机会,使他们能够以最少的资金投入和设备要求进行分析。该平台展示了以显著加快的计算速度对全球尺度数据进行空间和时间分析的能力,使其成为对科学界具有吸引力的工具,提供了多功能性和可访问性。它的应用遍及各个领域,包括作物清查、植被绘图和监测、土地覆被绘图、灾害管理、水文研究、城市规划和管理、湿地保护和管理、气候变化分析和林业分析。发展中国家的研究人员往往面临数据获取、计算机硬件和软件资金以及资源限制等方面的挑战,全球环境评估为他们开辟了新的途径。然而,尽管 GEE 具有潜力,但发展中国家对它的利用却没有达到预期。因此,发展中国家必须充分利用这一平台来加速其可持续发展。
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来源期刊
Arabian Journal of Geosciences
Arabian Journal of Geosciences GEOSCIENCES, MULTIDISCIPLINARY-
自引率
0.00%
发文量
1587
审稿时长
6.7 months
期刊介绍: The Arabian Journal of Geosciences is the official journal of the Saudi Society for Geosciences and publishes peer-reviewed original and review articles on the entire range of Earth Science themes, focused on, but not limited to, those that have regional significance to the Middle East and the Euro-Mediterranean Zone. Key topics therefore include; geology, hydrogeology, earth system science, petroleum sciences, geophysics, seismology and crustal structures, tectonics, sedimentology, palaeontology, metamorphic and igneous petrology, natural hazards, environmental sciences and sustainable development, geoarchaeology, geomorphology, paleo-environment studies, oceanography, atmospheric sciences, GIS and remote sensing, geodesy, mineralogy, volcanology, geochemistry and metallogenesis.
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