引用本文: | 陈智雄,唐逸凡,苏新鹏.计及非理想传输的虚拟电厂设备异构通信网络接入选择算法[J].电力系统保护与控制,2025,53(13):105-116.[点击复制] |
CHEN Zhixiong,TANG Yifan,SU Xinpeng.Heterogeneous communication network access selection algorithm for virtual power plants considering non-ideal transmission[J].Power System Protection and Control,2025,53(13):105-116[点击复制] |
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摘要: |
虚拟电厂(virtual power plant, VPP)可利用异构网络实现分布式新能源聚合调度,实现综合效益提升。为了提高VPP在不同网络下的丢包与时延等非理想传输能力,提出面向异构通信网络的设备接入优化算法。首先,分析总结了VPP设备充放电容量、出力特性、接入网络时延、网络承载能力等约束条件,考虑异构网络下设备接入的丢包率和时延理论性能构建了以收益损失最小化为目标的优化模型。然后,利用分层求解和贪婪算法进行模型求解,获得设备的接入方式。最后,仿真验证了所提模型和算法的有效性和可靠性。结果表明,所提算法可提高网络接入容量并降低系统收益损失,实现收益最大化。 |
关键词: 虚拟电厂 功率调度 无线接入 异构通信网络 数据丢包 通信时延 |
DOI:10.19783/j.cnki.pspc.241285 |
投稿时间:2024-09-23修订日期:2025-02-17 |
基金项目:国家自然科学基金项目资助(61601182);中央高校科研业务费专项基金资助(2023MS113) |
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Heterogeneous communication network access selection algorithm for virtual power plants considering non-ideal transmission |
CHEN Zhixiong1,2,TANG Yifan1,SU Xinpeng1 |
(1. Department of Electronics and Communication Engineering, North China Electric Power University, Baoding 071003, China;
2. Key Laboratory of Electric Power Internet of Things Technology of Hebei Province, Baoding 071003, China) |
Abstract: |
Virtual power plants (VPPs) can leverage heterogeneous networks to aggregate and dispatch distributed renewable energy resources, thereby enhancing overall system benefits. To improve the VPP’s performance under non-ideal transmission conditions, such as packet loss and delay across different networks, a device access optimization algorithm for heterogeneous communication networks is proposed. First, the constraints of VPP devices, such as charging/discharging capacity, power generation characteristics, access network delay, and network carrying capacity are analyzed and summarized. An optimization model is then developed to minimize revenue loss by considering the packet loss rate and theoretical delay performance under heterogeneous networks. Next, the hierarchical solution and greedy algorithm are used to solve the model to obtain the access mode of the device. Finally, simulations verify the effectiveness and reliability of the proposed model and algorithm. The results show that the proposed algorithm improves the network access capacity, reduces system revenue loss, and maximizes overall gains. |
Key words: virtual power plant (VPP) power scheduling wireless access heterogeneous communication network packet loss communication delay |