基于弹性分布数据集和有向无环图的潮流优化云计算系统设计研究
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(1.广东电网有限责任公司计量中心,广东 广州 510080; 2.浙江华云信息科技有限公司,浙江 杭州 310008)

作者简介:

化振谦(1973—),男,硕士,高级工程师,主要研究方向为电能计量自动化;E-mail:lushix1985@163.com
卢世祥(1985—),男,博士,高级工程师,主要研究方向为智能用电、电能量数据应用;
阙华坤(1986—),男,硕士,高级工程师,主要研究方向为智能用电、电能量数据应用。

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基金项目:

国家重大科技攻关项目资助(2016YFB0101900);广东电网有限责任公司科技项目资助(GDKJXM20161523)


Design and research of power flow optimization cloud computing system based on elastic distribution data set and directed acyclic graph
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(1. Metrology Center of Guangdong Power Grid Corporation, Guangzhou 510080, China;2. Zhejiang Huayun Information Science and Technology Co., Ltd., Hangzhou 310008, China)

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    摘要:

    随着智能电网数据量的不断增加,现有的电力平台无法满足系统高性能计算的需求。针对这一问题,引入云计算进行分布式电力系统内存计算框架的设计,在分布式文件系统中存储智能电表、电子设备等采集数据。结合内存计算框架Spark和牛顿-拉夫逊法,提出弹性分布数据集(RDD)和有向无环图(DAG)优化的牛顿-拉夫逊法。通过实验分析潮流计算时间、加速比和实验集群规模,验证所提算法具有良好的性能。所做研究工作为国内智能电网发展提供参考和借鉴。

    Abstract:

    With the increasing amount of data in smart grid, the existing power platform can not meet the demand of high performance computing. In order to solve this problem, cloud computing is introduced to design the memory computing framework of distributed power system, and intelligent meters and electronic devices are stored in distributed file system. combining the memory computing framework Spark and Newton-Raphson method, the Newton-Raphson method power flow calculation method based on elastic distribution data set (RDD) and directed acyclic graph (DAG) is proposed. Through the analysis of power flow calculation time, acceleration ratio and experimental cluster size, it is verified that the proposed algorithm has good performance. The research work can provide reference for the development of smart grid in China. This work is supported by National Key Scientific and Technological Project (No. 2016YFB0101900) and Science and Technology Project of Guangdong Power Grid Co., Ltd. (No. GDKJXM20161523).

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化振谦,卢世祥,阙华坤,等.基于弹性分布数据集和有向无环图的潮流优化云计算系统设计研究[J].电力系统保护与控制,2019,47(23):160-165.[HUA Zhenqian, LU Shixiang, QUE Huakun, et al. Design and research of power flow optimization cloud computing system based on elastic distribution data set and directed acyclic graph[J]. Power System Protection and Control,2019,V47(23):160-165]

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  • 收稿日期:2019-03-14
  • 最后修改日期:2019-05-22
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  • 在线发布日期: 2019-11-30
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