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A Heuristic to Create Prosumer Community Groups in the Social Internet of Energy

机译:创新在社会能源互联网中创建专业社区团体的启发式

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摘要

Contrary to the rapid evolution experienced in the last decade of Information and Communication Technologies and particularly the Internet of Things, electric power distribution systems have remained exceptionally steady for a long time. Energy users are no longer passive actors; the prosumer is expected to be the primary agent in the Future Grid. Demand Side Management refers to the management of energy production and consumption at the demand side, and there seems to be an increasing concern about the scalability of Demand Side Management services. The creation of prosumer communities leveraging the Smart Grid to improve energy production and consumption patterns has been proposed in the literature, and several works concerned with scalability of Demand Side Management services group prosumers to improve Demand Side Management services scalability. In our previous work, we coin the term Social Internet of Energy to refer to the integration between devices, prosumers and groups of prosumers via social relationships. In this work, we develop an algorithm to coordinate the different clusters we create using the clustering method by load profile compatibility (instead of similarity). Our objective is to explore the possibilities of the cluster-by-compatibility heuristic we proposed in our previous work. We perform experiments using synthetic and real datasets. Results show that we can obtain a global reduction in Peak-to-Average Ratio with datasets containing up to 200 rosumers and creating up to 6 Prosumer Community Groups, and imply that those Prosumer Community Groups can perform load rescheduling semi-autonomously and in parallel with each other.
机译:与过去十年的信息和通信技术的快速进化相反,尤其是事物互联网,电力分配系统持续很长一段时间。能源用户不再是被动演员;预计法案预计将成为未来网格中的主要试剂。需求方管理是指需求方的能源生产和消费管理,似乎对需求侧管理服务的可扩展性似乎越来越担心。在文献中提出了利用智能电网来提高能源生产和消费模式的专业社区的创建,以及有关需求侧管理服务集团的可扩展性的几项工作,以提高需求侧管理服务可扩展性。在我们以前的工作中,我们投入了社会能源互联网的术语,以通过社会关系指的是设备,吸取和制度群体之间的整合。在这项工作中,我们开发了一种算法来协调我们使用群集方法创建的不同群集通过加载配置文件兼容性(而不是相似性)。我们的目标是探讨我们在以前的工作中提出的逐个兼容发生态的可能性。我们使用合成和实时数据集执行实验。结果表明,我们可以通过含有多达200个roSumers的数据集获得全球峰值平均比率,并创建多达6个法制社区群体,并暗示这些法案社区团体可以半自动地和并行地执行负荷重新安排。彼此。

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