Optimal time recommendation model for home appliances: HSB living lab + dishwasher study

IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Energy Efficiency Pub Date : 2024-12-28 DOI:10.1007/s12053-024-10290-1
Elena Malakhatka, Sofie Hagejärd, Mohammadreza Mazidi, Katja Corcoran, Kathrin Röderer, Holger Wallbaum
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Abstract

This study investigates the effectiveness of an Optimal Time Recommendation model (OTR) in encouraging citizens to shift the usage of their home appliances, such as dishwasher to off-peak hours. The research was conducted at the HSB Living Lab + in Gothenburg city, involving 74 participants from diverse social groups, including students, one-person households, couples, and families with kids. The study employed a mixed-methods approach, combining surveys, interviews, and data from self-reporting QR-code or iPad-based web-interface. Participants were provided with personalised recommendations generated by the OTR model, which considered factors such as energy demand, grid load, electricity pricing and level of CO2. The recommendations aimed to assist users in identifying the optimal time slots for operating their home appliances during off-peak, motivated by the lower price, lower CO2 emission or both. Results indicated a positive response from participants across all social groups. Most participants reported an increased awareness of their energy consumption patterns and a willingness to adopt delay shifting practices. However, some frictions and obstacles to adopt shifting time of the behaviour were highlighted as well. The findings from this case study contribute to the existing knowledge on flexibility and Demand-Side Management (DSM). These findings can inform home appliances producers to increase the delay start function usability, policymakers to emphasise the eco-design of the white goods, and researchers in developing effective strategies to encourage energy conservation practices on a larger scale.

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家用电器最佳时间推荐模型:HSB生活实验室+洗碗机研究
本研究探讨了最优时间推荐模型(OTR)在鼓励市民将家用电器(如洗碗机)的使用转移到非高峰时段的有效性。这项研究是在哥德堡市的HSB生活实验室+进行的,涉及来自不同社会群体的74名参与者,包括学生、单身家庭、夫妇和有孩子的家庭。这项研究采用了一种混合方法,结合了调查、访谈和来自自我报告的qr码或基于ipad的网络界面的数据。参与者得到了由OTR模型生成的个性化建议,该模型考虑了能源需求、电网负荷、电价和二氧化碳水平等因素。这些建议旨在帮助用户确定在非高峰时段使用家用电器的最佳时段,因为价格较低,二氧化碳排放量较低,或两者兼而有之。结果表明,所有社会群体的参与者都做出了积极的反应。大多数参与者报告说,他们对自己的能源消耗模式的认识有所提高,并愿意采取延迟转移的做法。然而,也强调了一些摩擦和障碍,以采用位移时间的行为。本案例研究的发现有助于现有的灵活性和需求侧管理(DSM)知识。这些发现可以帮助家电生产商提高延迟启动功能的可用性,政策制定者强调白色家电的生态设计,研究人员制定有效的策略来鼓励更大规模的节能实践。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Energy Efficiency
Energy Efficiency ENERGY & FUELS-ENERGY & FUELS
CiteScore
5.80
自引率
6.50%
发文量
59
审稿时长
>12 weeks
期刊介绍: The journal Energy Efficiency covers wide-ranging aspects of energy efficiency in the residential, tertiary, industrial and transport sectors. Coverage includes a number of different topics and disciplines including energy efficiency policies at local, regional, national and international levels; long term impact of energy efficiency; technologies to improve energy efficiency; consumer behavior and the dynamics of consumption; socio-economic impacts of energy efficiency measures; energy efficiency as a virtual utility; transportation issues; building issues; energy management systems and energy services; energy planning and risk assessment; energy efficiency in developing countries and economies in transition; non-energy benefits of energy efficiency and opportunities for policy integration; energy education and training, and emerging technologies. See Aims and Scope for more details.
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