A Queueing Network Analysis of a Hierarchical Communication Architecture for Advanced Metering Infrastructure

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초록

In the smart grid roadmap, the number of smart meter installations has grown at a large scale from the grid to homes. To accommodate such a large scale of smart meter installations, advanced metering infrastructure (AMI) facilitates a hierarchical communication architecture for bidirectional data flows between a meter data management system (MDMS) and smart meters via data concentrator units (DCUs). This paper evaluates the traffic load, throughput and end-to-end delay performance of meter data collection and processing and their communications in a hierarchical architecture. To evaluate the performance, we model the hierarchical AMI by a tree-structured feedforward open queueing network and approximately analyze the delay and system throughput using a parametric decomposition method. From the analytical results, we find that increasing the number of DCUs affects the levels of traffic and delay performance. However, the system throughput is bounded by the processing complexity of the MDMS, regardless of the number of DCUs. Based on these findings, we conclude that the number of smart meters and DCUs and the collection frequency can be properly arranged when designing a large-scale AMI. The performance results can be utilized for developing advanced metering applications without violating delay constraints.

키워드

MetersSmart metersDelaysMeasurementComputer architectureThroughputTelecommunication trafficAdvanced metering infrastructuredelayperformancequeueing analysissystem throughputtraffic loadDATA AGGREGATIONSMART
제목
A Queueing Network Analysis of a Hierarchical Communication Architecture for Advanced Metering Infrastructure
저자
Choi, Jin SeekLee, SunghwanChun, Se Joon
DOI
10.1109/TSG.2021.3088879
발행일
2021-09
유형
정기학술지(Article(Perspective Article포함))
저널명
IEEE Transactions on Smart Grid
12
5
페이지
4318 ~ 4326