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Semantic and syntactic interoperability in online processing of big Earth observation data

机译:大地球观测数据在线处理中的语义和句法互操作性

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摘要

The challenge of enabling syntactic and semantic interoperability for comprehensive and reproducible online processing of big Earth observation (EO) data is still unsolved. Supporting both types of interoperability is one of the requirements to efficiently extract valuable information from the large amount of available multi-temporal gridded data sets. The proposed system wraps world models, (semantic interoperability) into OGC Web Processing Services (syntactic interoperability) for semantic online analyses. World models describe spatio-temporal entities and their relationships in a formal way. The proposed system serves as enabler for (1) technical interoperability using a standardised interface to be used by all types of clients and (2) allowing experts from different domains to develop complex analyses together as collaborative effort. Users are connecting the world models online to the data, which are maintained in a centralised storage as 3D spatio-temporal data cubes. It allows also non-experts to extract valuable information from EO data because data management, low-level interactions or specific software issues can be ignored. We discuss the concept of the proposed system, provide a technical implementation example and describe three use cases for extracting changes from EO images and demonstrate the usability also for non-EO, gridded, multi-temporal data sets (CORINE land cover).
机译:实现大地球观测(EO)数据的全面和可重复的在线处理实现句法和语义互操作性的挑战仍未解决。支持两种类型的互操作性是有效地从大量可用的多时间网格数据集中提取有价值信息的要求之一。所提出的系统将世界模型(语义互操作性)包装到OGC Web处理服务(语法互操作性)中进行语义在线分析。世界模特以正式的方式描述时空实体及其关系。所提出的系统用作(1)技术互操作性的推动器,使用所有类型的客户端和(2)允许不同域的专家以协作努力一起开发复杂分析。用户在线将世界模型连接到数据,这些数据在集中存储中作为3D时空数据多维数据集维护。它还允许非专家从EO数据中提取有价值的信息,因为数据管理,低级交互或特定的软件问题可以忽略。我们讨论所提出的系统的概念,提供技术实现示例,并描述了三种用例,用于从EO图像中提取变化,并演示了非EO,网格,多时间数据集(柯林机覆盖)的可用性。

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