Real-time operation strategy of virtual power plants with optimal power disaggregation among heterogeneous resources

利用 计算机科学 虚拟发电厂 杠杆(统计) 网格 需求响应 灵活性(工程) 软件部署 利润(经济学) 水准点(测量) 分布式计算 可靠性工程 分布式发电 可再生能源 工程类 电气工程 统计 几何学 计算机安全 数学 大地测量学 机器学习 地理 经济 微观经济学 操作系统
作者
Qixin Chen,Ruike Lyu,Hongye Guo,Xiangbo Su
出处
期刊:Applied Energy [Elsevier BV]
卷期号:361: 122876-122876 被引量:6
标识
DOI:10.1016/j.apenergy.2024.122876
摘要

The virtual power plant (VPP) can aggregate flexible resources on the demand side to provide frequency regulation for the grid, helping address the supply–demand balance challenges. When deploying regulation, the VPP disaggregates the requested power adjustment in real time among its internal heterogeneous resources. Achieving optimal power disaggregation in this process is challenging due to the temporal coupling characteristics of the resources, the uncertain regulation signals, and the requirement for fast response. Therefore, existing research relies on heuristic methods, such as proportional disaggregation, and fails to leverage the heterogeneity of multiple resources. Here, we propose an optimal operation strategy for VPPs to provide regulation, exploiting the complementary characteristics of heterogeneous resources by prioritising the use of low-cost resources while considering temporal coupling. To reduce the computational overhead of online deployment, we further propose a fast disaggregation algorithm to eliminate the reliance on optimisation solvers. We conducted case studies on the operation of a VPP composed of resources including thermostatically controlled loads and industrial production processes. The results verified the reduced operation cost and increased profit of the VPP under the proposed strategy, with only milliseconds of online computation time. We believe that our work can help better exploit demand-side flexibility.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
大个应助甜美白昼采纳,获得10
刚刚
沈雨琦应助重要手机采纳,获得10
1秒前
研友_VZG7GZ应助鱼维尼采纳,获得10
1秒前
xuh发布了新的文献求助10
2秒前
研友RH完成签到,获得积分10
2秒前
!!!完成签到,获得积分10
2秒前
冷傲迎梦发布了新的文献求助10
3秒前
4545发布了新的文献求助10
3秒前
3秒前
李爱国应助3w要少睡觉采纳,获得10
4秒前
李爱国应助chenwei采纳,获得50
4秒前
4秒前
十三十四十五完成签到,获得积分10
5秒前
称心的仙人掌完成签到 ,获得积分10
5秒前
小胡完成签到,获得积分10
5秒前
Orange应助fanfan采纳,获得10
6秒前
6秒前
甜甜安荷发布了新的文献求助10
6秒前
SciGPT应助元谷雪采纳,获得10
6秒前
量子星尘发布了新的文献求助10
6秒前
6秒前
Z1987完成签到,获得积分10
7秒前
7秒前
科研通AI5应助王jj采纳,获得10
7秒前
7秒前
jiabao发布了新的文献求助10
9秒前
9秒前
10秒前
10秒前
10秒前
ChangchangShen完成签到,获得积分10
11秒前
荔枝发布了新的文献求助10
11秒前
杨可宇完成签到,获得积分10
11秒前
李健应助冷傲迎梦采纳,获得10
11秒前
11秒前
11秒前
HanZhang发布了新的文献求助10
12秒前
badyoungboy发布了新的文献求助10
12秒前
wanci应助欣喜的素采纳,获得10
12秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Manipulating the Mouse Embryo: A Laboratory Manual, Fourth Edition 1000
Comparison of spinal anesthesia and general anesthesia in total hip and total knee arthroplasty: a meta-analysis and systematic review 500
INQUIRY-BASED PEDAGOGY TO SUPPORT STEM LEARNING AND 21ST CENTURY SKILLS: PREPARING NEW TEACHERS TO IMPLEMENT PROJECT AND PROBLEM-BASED LEARNING 500
Founding Fathers The Shaping of America 500
Distinct Aggregation Behaviors and Rheological Responses of Two Terminally Functionalized Polyisoprenes with Different Quadruple Hydrogen Bonding Motifs 460
Writing to the Rhythm of Labor Cultural Politics of the Chinese Revolution, 1942–1976 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 纳米技术 计算机科学 内科学 化学工程 复合材料 物理化学 基因 催化作用 遗传学 冶金 电极 光电子学
热门帖子
关注 科研通微信公众号,转发送积分 4576877
求助须知:如何正确求助?哪些是违规求助? 3996040
关于积分的说明 12371262
捐赠科研通 3670085
什么是DOI,文献DOI怎么找? 2022574
邀请新用户注册赠送积分活动 1056697
科研通“疑难数据库(出版商)”最低求助积分说明 943826