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Exploring household natural gas consumption patterns and their influencing factors: An integrated clustering and econometric method

机译:探索家庭天然气消耗模式及其影响因素:综合聚类和计量方法

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Understanding household natural gas consumption patterns and their influencing factors can help implement specific energy consumption policies and improve energy efficiency. Based on a dataset of natural gas consumption bills for 3995 households in Hefei city, China, this study identifies different household gas consumption patterns using intelligent cluster analysis, taking into account the increasing block tariffs (IBTs) and temperature factors. Subsequently, the survey data of 348 households are matched with the billing and weather data to explore the key drivers of natural gas consumption patterns in different households. The results show that (1) household gas consumption patterns can be divided into four types: a single-point spike, double-point flat-peak, micro-peak, and linear. Among them, single-point spike type consumers and double-point flat-peak type consumers belong to the second and third levels of consumers with high gas consumption, and consumers using wall-hung boilers account for a high proportion of households. (2) For the whole sample, both the IBT policy and the temperature have a significant negative impact on household gas consumption. In terms of different types of consumers, micro-peak and linear consumers are more sensitive to the IBT policy, whereas temperature has the greatest impact on the gas consumption of single-point peak consumers.(c) 2021 Elsevier Ltd. All rights reserved.
机译:了解家庭的天然气消费模式及影响因素可以帮助实现特定的能源消耗政策,提高能源利用效率。基于对天然气消费账单合肥市3995户的数据集,中国,这项研究确定采用智能聚类分析,不同的家庭天然气消费模式,考虑到阶梯式水价(IBTS)和温度的因素。随后,348户调查数据与计费和气象数据进行匹配,探讨不同家庭的天然气消费模式的关键驱动因素。结果表明:(1)家用燃气消费模式可分为四种类型:单点尖峰,双点平峰值,微峰,和线性。其中,单点秒杀型消费者和双点平峰型的消费者属于消费者提供高耗气的第二级和第三级,和消费者使用壁挂炉占家庭比例高。 (2)对于整个样品,无论是IBT政策和温度对家用燃气消耗显著负面影响。在不同类型的消费者,微峰和线性消费者而言是至IBT政策更敏感,而温度对单点峰消费者的燃气消耗量的影响最大。(c)中2021 Elsevier公司版权所有。

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