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基于最小均方四次的物联网技术微电网状态估计算法

Least mean square fourth based microgrid state estimation algorithm using the internet of things technology.

作者信息

Rana Md Masud

机构信息

Department of Electronics and Communication Eegineering, Khulna University of Engineering and Technology, Khulna, Bangladesh.

出版信息

PLoS One. 2017 May 1;12(5):e0176099. doi: 10.1371/journal.pone.0176099. eCollection 2017.

Abstract

This paper proposes an innovative internet of things (IoT) based communication framework for monitoring microgrid under the condition of packet dropouts in measurements. First of all, the microgrid incorporating the renewable distributed energy resources is represented by a state-space model. The IoT embedded wireless sensor network is adopted to sense the system states. Afterwards, the information is transmitted to the energy management system using the communication network. Finally, the least mean square fourth algorithm is explored for estimating the system states. The effectiveness of the developed approach is verified through numerical simulations.

摘要

本文提出了一种创新的基于物联网(IoT)的通信框架,用于在测量中存在数据包丢失的情况下监测微电网。首先,结合可再生分布式能源的微电网由状态空间模型表示。采用嵌入物联网的无线传感器网络来感知系统状态。然后,利用通信网络将信息传输到能量管理系统。最后,探索了最小均方四阶算法来估计系统状态。通过数值模拟验证了所提出方法的有效性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd80/5411074/40bd0ab75d18/pone.0176099.g001.jpg

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