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Software as a service: the future of NDI data analysis in the cloud

机译:软件作为服务:云中未来NDI数据分析的未来

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The predictive or proactive maintenance of complex systems and infrastructure requires the capability to centralise all of the relevant information and perform a comprehensive analysis to derive insights for timely decision-making. Cloud computing services enable the development of a repository and the integration of online monitoring and offline non-destructive inspection (NDI) data for health condition assessment. NDI signal processing and data analysis can thus migrate to Cloud as a Service (CaaS). In this paper, the development of NDI software for data analytics is briefly reviewed and a case study involving a cloud-based solution is presented, which is cost effective and easy to implement. Cloud-based NDI data analysis comprises three basic steps: (1) transferring NDI data to a database in the cloud; (2) performing data analysis; and (3) presenting and delivering the results. In the case study, the ultrasonic C-scan data are processed in the Microsoft Azure cloud. The features of the ultrasonic data, such as maximum magnitude and time-of-flight (TOF), can be extracted and presented through a web-based service. The solution can be easily deployed to tablets and smartphones for the end-users to access.
机译:复杂系统和基础设施的预测或主动维护需要能力集中所有相关信息并进行全面的分析,以获得及时决策的见解。云计算服务能够开发存储库和在线监测和离线无损检测(NDI)数据的整合,用于健康状况评估。因此,NDI信号处理和数据分析可以迁移到云作为服务(CAAS)。本文简要介绍了对数据分析的NDI软件的开发,并提出了涉及基于云的解决方案的案例研究,这是具有成本效益且易于实现的。基于云的NDI数据分析包括三个基本步骤:(1)将NDI数据传输到云中的数据库; (2)进行数据分析; (3)提出并提供结果。在案例研究中,超声波C扫描数据在Microsoft Azure云中处理。可以通过基于Web的服务提取和呈现超声波数据的特征,例如最大幅度和飞行时间(TOF)。解决方案可以轻松部署到终端用户的平板电脑和智能手机访问。

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