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基于Q学习算法的家庭空调用电策略
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作者 夏实秋 刘帅 +3 位作者 张健钊 吴许晗 冯世通 夏元兴 《电子科学技术》 2017年第3期112-115,共4页
本文研究背景为在家庭智能网关下,以家庭用户经济性和舒适度最优为目标函数,构建家庭空调设备的用电量模型,采用增强学习算法(Q学习算法)计算空调的优化用电策略,既满足了用户的用电需求,也减少了用户的用电费用,响应了国家节能减排的... 本文研究背景为在家庭智能网关下,以家庭用户经济性和舒适度最优为目标函数,构建家庭空调设备的用电量模型,采用增强学习算法(Q学习算法)计算空调的优化用电策略,既满足了用户的用电需求,也减少了用户的用电费用,响应了国家节能减排的号召。 展开更多
关键词 家庭智能网关 家庭空调设备 Q学习算法.
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Analytic Formulae for Estimating Motor Proportion of Load Model Under Small Disturbance
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作者 Ping Ju shiqiu xia +1 位作者 Yuqing Jin Lu Cao 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2024年第4期1599-1607,共9页
In the composite load model(CLM),which is commonly used in China,an equivalent motor and equivalent static load are used to represent all electrical equipment and networks connected to a load bus.Existing research has... In the composite load model(CLM),which is commonly used in China,an equivalent motor and equivalent static load are used to represent all electrical equipment and networks connected to a load bus.Existing research has determined typical values of electrical and mechanical parameters for load models of different load types,which improves the basis for load modeling.However,the motor proportion parameter is not the same for different load buses or at different times;therefore,obtaining the actual motor proportion is key to establishing an accurate load model.In the existing load modeling method,motor proportion is commonly identified along with other parameters under rare large disturbances;therefore,the value of the motor proportion is fixed by the time when a large disturbance occurs.In this paper,formulae are derived to estimate motor proportion under small disturbances,and these formulae allow direct calculation of motor proportion without using any optimization algorithm.The proposed estimation formulae do not rely on any parameters of load model or power system but instead rely only on measurement of the voltage and active power at steady-state points before and after a small disturbance.Because of universality of small disturbances in power systems,estimating time-varying motor proportion under small disturbances will be helpful for solving the time-varying problem of load models.Finally,the proposed motor proportion estimation formulae are validated by simulations,physical experiments,and field experiments. 展开更多
关键词 Composite load model load modeling motor proportion parameter estimation
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