Performance Evaluation of Peer-to-Peer Energy Sharing Models

被引:51
|
作者
Zhou, Yue [1 ]
Wu, Jianzhong [1 ]
Long, Chao [1 ]
Cheng, Meng [1 ]
Zhang, Chenghua [1 ]
机构
[1] Cardiff Univ, Cardiff CF24 3AA, S Glam, Wales
基金
欧盟地平线“2020”;
关键词
Energy sharing; Peer to peer; Prosumers; Performance evaluation; Agent-based modelling; Reinforcement learning;
D O I
10.1016/j.egypro.2017.12.768
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
With the increasing installation of distributed generation at the demand side, an increasing number of consumers become prosumers, and many peer-to-peer (P2P) energy sharing models have been proposed to reduce the energy bill of the prosumers through stimulating energy sharing and demand response. In this paper, a three-stage evaluation methodology is proposed to assess the economic performance of P2P energy sharing models. First of all, joint and individual optimization are established to identify the value contained in the energy sharing region. The overall energy bill of the prosumer population is then estimated through an agent-based modelling with reinforcement learning for each prosumer. Finally, a performance index is defined to quantify the economic performance of P2P energy sharing models. Simulation results verify the effectiveness of the proposed evaluation methodology, and compare three existing P2P energy sharing models in a variety of electricity pricing environments. (C) 2017 The Authors. Published by Elsevier Ltd.
引用
收藏
页码:817 / 822
页数:6
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