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Variability of electricity load patterns and its effect on demand response: A critical peak pricing experiment on Korean commercial and industrial customers

机译:电力负荷模式的变化及其对需求响应的影响:韩国商业和工业客户的关键峰值电价实验

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To the extent that demand response represents an intentional electricity usage adjustment to price changes or incentive payments, consumers who exhibit more-variable load patterns on normal days may be capable of altering their loads more significantly in response to dynamic pricing plans. This study investigates the variation in the pre-enrollment load patterns of Korean commercial and industrial electricity customers and their impact on event-day loads during a critical peak pricing experiment in the winter of 2013. Contrary to conventional approaches to profiling electricity loads, this study proposes a new clustering technique based on variability indices that collectively represent the potential demand-response resource that these customers would supply. Our analysis reveals that variability in pre-enrollment load patterns does indeed have great predictive power for estimating their impact on demand-response loads. Customers in relatively low-variability clusters provided limited or no response, whereas customers in relatively high-variability clusters consistently presented large load impacts, accounting for most of the program-level peak reductions. This study suggests that dynamic pricing programs themselves may not offer adequate motivation for meaningful adjustments in load patterns, particularly for customers in low-variability clusters. (C) 2015 Elsevier Ltd. All rights reserved.
机译:在某种程度上,需求响应表示对价格变化或奖励措施的有意用电调整,在正常工作日内表现出更多变化的用电量的消费者可能会响应动态定价计划而更显着地改变其用电量。这项研究调查了2013年冬季的关键峰值电价实验期间,韩国商业和工业用电客户的注册前负荷模式的变化及其对事件日负荷的影响。与常规的电力负荷分析方法相反,本研究提出了一种基于可变性指数的新聚类技术,该可变性指数共同代表了这些客户将提供的潜在需求响应资源。我们的分析表明,注册前负荷模式的可变性确实具有很大的预测能力,可用来估计其对需求响应负荷的影响。可变性相对较低的群集中的客户提供的响应有限或没有响应,而可变性相对较高的群集中的客户始终对负载造成较大影响,这占了程序级峰值减少的大部分。这项研究表明,动态定价程序本身可能无法为负载模式的有意义的调整提供足够的动力,特别是对于低变异性集​​群中的客户而言。 (C)2015 Elsevier Ltd.保留所有权利。

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