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UPS: Unified PMU-Data Storage System to Enhance T+D PMU Data Usability

机译:UPS:统一的PMU数据存储系统,可增强T + D PMU数据的可用性

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摘要

The emerging distribution-level phasor measurement unit (D-PMU) is expected to play an important role in enhancing distribution system observability and situational-awareness. It is a demanding yet challenging task to develop advanced D-PMU data management and analytics tools to improve D-PMU data usability and further promote D-PMU projects deployment. This paper focuses on D-PMU data processing and storage. It presents a brief review of existing D-PMU data storage systems and points out their limitations on high-performance, flexibility, and scalability. To overcome the limitations, a unified PMU-data storage system (UPS) is proposed. Specifically, a unified I/O interface between storage servers and computing jobs is developed to effectively reduce the overhead of managing various computing jobs and data analytics over multiple storage infrastructures; and PMUCache with PMUCache partitioning and PMUCache replacement algorithms are designed to support in-situ data processing and shared distributed data storage and further serve the computing jobs/queries with different quality of service (QoS) requirements. Through a series of experiments, it is demonstrated that UPS achieves high performance on fast and big data processing and storage, and efficiently increases the flexibility and scalability of PMU data management systems.
机译:新兴的配电级相量测量单元(D-PMU)有望在增强配电系统的可观察性和态势感知方面发挥重要作用。开发高级D-PMU数据管理和分析工具以提高D-PMU数据可用性并进一步促进D-PMU项目部署是一项艰巨而艰巨的任务。本文重点介绍D-PMU数据处理和存储。它简要介绍了现有D-PMU数据存储系统,并指出了它们在高性能,灵活性和可伸缩性方面的局限性。为了克服这些限制,提出了统一的PMU数据存储系统(UPS)。具体而言,开发了存储服务器和计算作业之间的统一I / O接口,以有效减少在多个存储基础架构上管理各种计算作业和数据分析的开销;具有PMUCache分区和PMUCache替换算法的PMUCache和PMUCache设计为支持原位数据处理和共享的分布式数据存储,并进一步满足具有不同服务质量(QoS)要求的计算作业/查询。通过一系列实验证明,UPS在快速和大数据处理和存储方面实现了高性能,并有效地提高了PMU数据管理系统的灵活性和可扩展性。

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