基于边缘计算和软件定义的站区运营分配一体化数据融合终端研究与应用

Wenchuan Sun, Diantao Shen, Yi Wang, Kai Huang, Bingzhen Niu, Yang Yu
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引用次数: 0

摘要

本文研究了一种基于边缘计算和软件定义的配电区域运行与分配一体化数据融合终端。首先,构建了配电区运营配送一体化数据融合终端的总体架构,并对终端的软硬件进行了全面设计。然后,提出了一种边缘数据流分层存储算法和一种基于深度确定性策略梯度(DDPG)强化学习算法的边缘计算资源分配方法。为了满足边缘计算的能力,对CPU的资源利用效率、运行时间和吞吐量效率进行了比较和分析。选择最优的CPU芯片,完成终端控制系统的优化设计。最后结合现场,对终端进行了应用。实现了数据监控、故障预警、拓扑识别、配电区域线损等功能,满足了营销和生产的专业化需求,降低了电网设备的投资成本,提高了现场维护效率。
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Research and Application of Integrated Data Fusion Terminal for Station Area Operation and Distribution Based on Edge Calculation and Software Definition
In this paper, we studied the integrated data fusion terminal for distribution area operation and distribution based on edge calculation and software definition. Firstly, the overall architecture of the integrated data fusion terminal for distribution area operation and distribution was constructed, and the software and hardware of the terminal were comprehensively designed. Then, an edge data stream hierarchical storage algorithm and an edge computing resource allocation method based on Deep Deterministic Policy Gradient (DDPG) reinforcement learning algorithm were proposed. In order to meet the capability of edge computing, the resource utilization efficiency, running time and throughput efficiency of CPU were compared and analyzed. The optimal CPU chip was selecited to complete the optimal design of terminal control system. Finally, combined with the field, the terminal was applied. The functions of data monitoring, fault early warning, topology identification and distribution area line loss were realized, which meets the professional needs of marketing and production, reduces the investment cost of power grid equipment and improves the on-site maintenance efficiency.
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