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马门内陆泻湖(西班牙)及其流域监测系统:大规模异构数据集成的应用。

Monitoring System of the Mar Menor Coastal Lagoon (Spain) and Its Watershed Basin Using the Integration of Massive Heterogeneous Data.

机构信息

Institute of Agricultural and Environment Research and Development of Murcia-IMIDA, Mayor Street, La Alberca, 30150 Murcia, Spain.

Department of Mining and Civil Engineering, Universidad Politécnica de Cartagena, 30203 Cartagena, Spain.

出版信息

Sensors (Basel). 2022 Aug 29;22(17):6507. doi: 10.3390/s22176507.

Abstract

The tool created aims at the environmental monitoring of the Mar Menor coastal lagoon (Spain) and the monitoring of the land use of its watershed. It integrates heterogeneous data sources ranging from ecological data obtained from a multiparametric oceanographic sonde to agro-meteorological data from IMIDA's network of stations or hydrological data from the SAIH network as multispectral satellite images from Sentinel and Landsat space missions. The system is based on free and open source software and has been designed to guarantee maximum levels of flexibility and scalability and minimum coupling so that the incorporation of new components does not affect the existing ones. The platform is designed to handle a data volume of more than 12 million records, experiencing exponential growth in the last six months. The tool allows the transformation of a large volume of data into information, offering them through microservices with optimal response times. As practical applications, the platform created allows us to know the ecological state of the Mar Menor with a very high level of detail, both at biophysical and nutrient levels, being able to detect periods of oxygen deficit and delimit the affected area. In addition, it facilitates the detailed monitoring of the cultivated areas of the watershed, detecting the agricultural use and crop cycles at the plot level. It also makes it possible to calculate the amount of water precipitated on the watershed and to monitor the runoff produced and the amount of water entering the Mar Menor in extreme events. The information is offered in different ways depending on the user profile, offering a very high level of detail for research or data analysis profiles, concrete and direct information to support decision-making for users with managerial profiles and validated and concise information for citizens. It is an integrated and distributed system that will provide data and services for the Mar Menor Observatory.

摘要

该工具旨在对马略卡岛潟湖(西班牙)的环境进行监测,并对其流域的土地利用情况进行监测。它集成了来自各种异构数据源的数据,包括从多参数海洋探测仪获得的生态数据,到 IMIDA 站网络的农艺气象数据,或 SAIH 网络的水文数据,以及来自 Sentinel 和 Landsat 太空任务的多光谱卫星图像。该系统基于免费和开源软件,旨在保证最大程度的灵活性和可扩展性,以及最小的耦合性,以便新组件的加入不会影响现有组件。该平台旨在处理超过 1200 万条记录的数据量,在过去六个月中经历了指数级增长。该工具允许将大量数据转化为信息,通过具有最佳响应时间的微服务提供信息。作为实际应用,该平台允许我们非常详细地了解马略卡岛潟湖的生态状况,无论是在生物物理和营养水平上,都能够检测到缺氧期并划定受影响的区域。此外,它还便于详细监测流域的耕地,在地块级别上检测农业用途和作物周期。它还可以计算降落在流域上的水量,并监测在极端事件中产生的径流量和进入马略卡岛潟湖的水量。信息将根据用户配置文件以不同的方式提供,为研究或数据分析配置文件提供非常详细的信息,为具有管理配置文件的用户提供具体和直接的信息,为公民提供经过验证和简明的信息。这是一个集成和分布式系统,将为马略卡岛潟湖观测站提供数据和服务。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cea6/9459706/4aa06b58188a/sensors-22-06507-g011.jpg

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