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Load modelling and simulation of household electricity consumption for the evaluation of demand-side management strategies

机译:载荷建模与仿真家庭用电力消耗评价需求侧管理策略

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In order to evaluate the effectiveness of demand-side management techniques, mechanisms to simulate electricity consumption activities at a granular level are required. A bottom-up approach that uses a non-homogeneous Markov chain to model each appliance within each household is proposed. This model is time-aware and captures the variability of the transition probabilities as they change throughout the day. A simulator was developed based on this model and it was configured with data obtained from a household electricity survey conducted in the UK. The resultant load curves from a simulation of a thousand households are compared with the average hourly load reported in the survey, with significant similarities observed between the two. The same model can be parametrised to simulate hypothetical scenarios, such as a future where electric vehicles are more popular. The simulation framework also supports a plug-in mechanism through which demand control policies can be integrated into the system such that the effects and performance of demand-side management strategies can be evaluated.
机译:为了评估需求侧管理技术的有效性,需要在粒度下模拟电力消耗活动的机制。提出了一种自下而上的方法,使用非同质马尔可夫链来模拟每个家庭内的每个设备。此模型是时间感知的,并在整天改变时捕获转换概率的可变性。基于该模型开发了一种模拟器,它配置了从英国进行的家庭电力调查中获得的数据。从调查中报告的平均每小时载荷进行比较来自千户仿真的所得负载曲线,两者之间观察到的显着相似之处。相同的模型可以是参数化以模拟假设场景,例如电动车辆更受欢迎的未来。仿真框架还支持插件机制,需求控制策略可以集成到系统中,从而可以评估需求侧管理策略的效果和性能。

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