计算机应用与软件2024,Vol.41Issue(5):49-53,84,6.DOI:10.3969/j.issn.1000-386x.2024.05.008
基于改进ADMM的新能源发电与新能源汽车动态消纳微网控制模型
NEW ENERGY GENERATION AND NEW ENERGY VEHICLE DYNAMIC CONSUMPTION MICROGRID CONTROL MODEL BASED ON IMPROVED ADMM
摘要
Abstract
Aimed at the problem that the strong randomness of photovoltaic and wind power generation leads to difficulties in energy consumption,a new energy generation and new energy vehicle dynamic consumption microgrid control model based on improved ADMM is proposed.The LSTM model was improved by the retained analysis method to predict the generation power of new energy and the charging load of new energy vehicles,so as to achieve the purpose of predicting the power supply capacity and power load.The improved ADMM was used to control the charging load of new energy vehicles according to the difference between the predicted power supply capacity and the predicted user load,so as to achieve dynamic control and consumption of new energy generation.Experimental results show that this method can improve the energy utilization rate by 57%compared with the traditional method.关键词
新能源发电/新能源汽车/留存分析/改进LSTM/改进ADMM/动态控制消纳Key words
New energy power generation/New energy vehicles/Retention analysis/Improved LSTM/Improved ADMM/Dynamic control and consumption分类
动力与电气工程引用本文复制引用
陈思宏,杨俊杰..基于改进ADMM的新能源发电与新能源汽车动态消纳微网控制模型[J].计算机应用与软件,2024,41(5):49-53,84,6.基金项目
国家自然科学基金项目(61401269,61572311) (61401269,61572311)
上海市教育发展基金会和上海市教育委员会"曙光计划"项目(17SG51). (17SG51)