Energy Efficiency最新文献

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Exploring the role of digital economy on carbon productivity: New evidence from the “Broadband China” Policy 探讨数字经济对碳生产率的影响:来自“宽带中国”政策的新证据
IF 3.2 4区 工程技术
Energy Efficiency Pub Date : 2025-04-15 DOI: 10.1007/s12053-025-10323-3
Weiliang Tao, Shimei Weng, Xue-Li Chen, Malin Song
{"title":"Exploring the role of digital economy on carbon productivity: New evidence from the “Broadband China” Policy","authors":"Weiliang Tao,&nbsp;Shimei Weng,&nbsp;Xue-Li Chen,&nbsp;Malin Song","doi":"10.1007/s12053-025-10323-3","DOIUrl":"10.1007/s12053-025-10323-3","url":null,"abstract":"<div><p>Under the new development paradigm, the digital economy has emerged as a crucial driver of China’s green development. Utilizing a quasi-natural experiment of the “Broadband China” strategy, this paper examines its impact on carbon productivity through a multi-period difference-in-differences model, a moderating effect model, and a spatial panel model. The findings indicate that the policy significantly enhances carbon productivity. As population size increases, the policy impact initially flattens, then rises, and eventually decreases before flattening again. The effect is particularly pronounced in the eastern and central regions, the southern region, and the first batch of demonstration cities. Furthermore, innovation, financial development, and urbanization amplify the policy’s effectiveness in boosting carbon productivity. From a spatial perspective, the digital economy positively influences carbon productivity of both local and neighboring areas. This research provides insights for further advancing Digital China and accelerating “dual carbon” goals.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 4","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143835535","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental study and feasibility analysis of gas absorption heat pump applications in Canada 气体吸收式热泵在加拿大应用的实验研究及可行性分析
IF 3.2 4区 工程技术
Energy Efficiency Pub Date : 2025-04-12 DOI: 10.1007/s12053-025-10321-5
Kajen Ethirveerasingham, Alan S. Fung, Rakesh Kumar
{"title":"Experimental study and feasibility analysis of gas absorption heat pump applications in Canada","authors":"Kajen Ethirveerasingham,&nbsp;Alan S. Fung,&nbsp;Rakesh Kumar","doi":"10.1007/s12053-025-10321-5","DOIUrl":"10.1007/s12053-025-10321-5","url":null,"abstract":"<div><p>The feasibility of a Natural Gas Absorption Heat Pump (GAHP) was assessed using an Excel-based technology screening tool that incorporated performance curves evaluated experimentally. The GAHP unit was installed at the Toronto and Region Conservation Authority's Archetype Sustainable Houses (ASH), and its heating and cooling capacities, Gas Utilization Efficiency (GUE), Coefficient of Performance (COP), and economic-environmental performances were analyzed. The GAHP's performance during the cooling season aligned with expectations. However, in the heating season, its effectiveness significantly declined at outdoor air temperatures below - 1.5 °C, rendering it less efficient than other natural gas-based technologies. This significant decrease in heating efficiency during extreme cold raises concerns about its practicality for use in Canadian houses. An Excel-based screen tool was created with a validated performance curve to assess the feasibility of the GAHP in five major Canadian cities (Toronto, Montreal, Halifax, Edmonton, and Vancouver). Vancouver achieved the highest GUE at 108%, while Edmonton had the lowest at 90%. Only Vancouver exceeded a GUE of 100% using a 50% Propylene Glycol (PG)/water mixture. During the cooling season, the GUE was about 58% for all chosen cities. Compared to an Air Source Heat Pump (ASHP), the GAHP offers lower operational costs, particularly with fluids with better heat transfer capabilities. Although GAHP is a promising technology, more experimental data is needed to assess its relevance fully in the context of the Canadian climate.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 4","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143824601","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Income/gender inequality and energy use in the European Union 欧洲联盟的收入/性别不平等和能源使用
IF 3.2 4区 工程技术
Energy Efficiency Pub Date : 2025-04-02 DOI: 10.1007/s12053-025-10314-4
Mihaela Simionescu, Bogdan Oancea
{"title":"Income/gender inequality and energy use in the European Union","authors":"Mihaela Simionescu,&nbsp;Bogdan Oancea","doi":"10.1007/s12053-025-10314-4","DOIUrl":"10.1007/s12053-025-10314-4","url":null,"abstract":"<div><p>In the context of energy crisis, the impact of household energy consumption on income and gender inequality in the European Union is a new challenge. The main aim of this study is related to the evaluation of the impact of energy consumption on Gini index as a measure of income inequality and on gender pay gap as a measure of gender inequality in the European Union. The baseline results for the period 2000–2021 based on dynamic panel data models indicate that more final energy consumption in households per capita reduced Gini index, but increased gender pay gap. For checking robustness of the results, a shorter period was considered (2010–2021) and the impact of final energy consumption on Gini index became positive. If various types of energy sources (natural gas, gas oil, gas diesel) and various purposes are considered for energy consumption (energy for heat, energy for ambiental heat) the evidence for the impact on Gini index and gender pay gap is mixed in the period 2010–2021. Besides these results based on dynamic panel data models, this study brings as novelty for literature the analysis of causal relationships between various types of energy consumption and income/gender inequality using a specific panel causality test that allow heterogenous parameters and Bayesian networks. The policy recommendations based on these results refer to the reduction of energy consumption in times of energy crisis to ensure less income and gender inequality.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 4","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12053-025-10314-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143761716","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The role of energy performance certificates and energy-related financial literacy in choosing an energy-efficient home: Evidence from Slovenian homeowners 能源绩效证书和能源相关金融知识在选择节能住宅中的作用:来自斯洛文尼亚房主的证据
IF 3.2 4区 工程技术
Energy Efficiency Pub Date : 2025-03-31 DOI: 10.1007/s12053-025-10320-6
Ivana Jovović, Nevenka Hrovatin, Jelena Zorić
{"title":"The role of energy performance certificates and energy-related financial literacy in choosing an energy-efficient home: Evidence from Slovenian homeowners","authors":"Ivana Jovović,&nbsp;Nevenka Hrovatin,&nbsp;Jelena Zorić","doi":"10.1007/s12053-025-10320-6","DOIUrl":"10.1007/s12053-025-10320-6","url":null,"abstract":"<div><p>Energy performance certificates serve to inform the public about the energy performance of buildings in a standardised way. Although there have been influential studies about energy performance certificates, their effectiveness in improving household energy efficiency by reducing information barriers has been underexplored. This paper addresses this gap with evidence from Slovenia, an EU member state using empirical data from an online survey. We employed discrete choice models to analyse a representative sample of 2,484 Slovenian homeowners. We find that financial literacy and correct life-cycle cost calculation positively and significantly influence the likelihood of selecting an energy-efficient home. The same results apply to the integrated concept of energy-related financial literacy. In addition, providing information in monetary terms, rather than in kWh per square meter, does not significantly impact the respondents’ decision, while trust in the energy performance certificates is a decisive factor in the choice of an energy-efficient home and thus plays an important role in their effectiveness. The obtained results advocate for the simplification of energy performance certificates and the enhancement of information campaigns to foster trust and improve energy literacy, which is found to be very low.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 4","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12053-025-10320-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143740931","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Energy efficiency gap and the limits to the effectiveness of non-price interventions: making the case for residential energy efficiency 能源效率差距和非价格干预有效性的限制:住宅能源效率的案例
IF 3.2 4区 工程技术
Energy Efficiency Pub Date : 2025-03-31 DOI: 10.1007/s12053-025-10316-2
Sunderasan Srinivasan
{"title":"Energy efficiency gap and the limits to the effectiveness of non-price interventions: making the case for residential energy efficiency","authors":"Sunderasan Srinivasan","doi":"10.1007/s12053-025-10316-2","DOIUrl":"10.1007/s12053-025-10316-2","url":null,"abstract":"<div><p>While ensuring efficient use of available energy is generally desirable with obvious benefits, consumers are known to be challenged with having to forecast equipment-utilization rates, evolution in applicable tariffs, savings accruing from EE equipment and other parameter values, and then to discount such streams to compare energy efficiency (EE) attributes of alternative options. Given such limitations, consumption from heightened equipment use (“rebound”) and, on occasion, higher than previous consumption (“back fire”) therefore reduce or negate the welfare effects from residential EE incentive programs. EE labels and other means to provide information have been used to overcome consumer ‘inattention’, and to attempt to convert EE procurement into ‘credence purchases’ – where equipment is purchased on faith in the label. The limits to such information campaigns (“nudge initiatives”) have been exposed in recent years. On the supply side, raising tariffs across the board might be politically unsustainable, and might not always lead to lower energy consumption, given the relative inelasticity of demand, especially in the context of residential end-use. Following a detailed review of relevant EE initiatives, the present paper advocates a mix of contemporary information signals that contribute first to <i>decision utility</i> with traditional price signals and those that impact the end-users’ <i>experience utility.</i> The paper posits that this two-pronged approach could eventually serve to shift discretionary consumption from peak to off-peak hours and subject to consumers’ budget constraints, to help conserve on energy used.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 4","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143740930","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Consumer purchases of energy-efficient appliances: A systematic literature review and research agenda 消费者购买节能电器:系统的文献回顾和研究议程
IF 3.2 4区 工程技术
Energy Efficiency Pub Date : 2025-03-28 DOI: 10.1007/s12053-025-10317-1
Hoang Viet Nguyen, Bao Ngoc Le, Weng Marc Lim, Thac Dang-Van, Ninh Nguyen
{"title":"Consumer purchases of energy-efficient appliances: A systematic literature review and research agenda","authors":"Hoang Viet Nguyen,&nbsp;Bao Ngoc Le,&nbsp;Weng Marc Lim,&nbsp;Thac Dang-Van,&nbsp;Ninh Nguyen","doi":"10.1007/s12053-025-10317-1","DOIUrl":"10.1007/s12053-025-10317-1","url":null,"abstract":"<div><p>Energy consumption has been identified as the key contributor to carbon dioxide emissions and the depletion of natural resources. Promoting the purchase of energy-efficient appliances is crucial for environmental sustainability. While numerous studies have explored consumer purchase decisions regarding energy-efficient appliances, the literature remains broad and fragmented. Anchoring in the Theory–Context–Characteristics–Methods (TCCM) framework, this systematic literature review aims to synthesize the available research and offer a complete overview of the current state of research into consumer purchases of energy-efficient appliances. Conducting a thorough analysis of 142 empirical studies, this study uncovers that the Theory of Planned Behavior is the most frequently used framework, and most studies adopted quantitative methods and focused on emerging Asian countries (e.g., China, Pakistan, and Malaysia). In addition, this study also points out socio-demographic, psychographic, situational, and marketing-related factors that affect consumer purchase behavior toward energy-efficient appliances. Based on these findings, this study proposes a research agenda for scholars to advance the research field and practical implications for policymakers, manufacturers, and marketers to encourage the adoption and purchase of energy-efficient products.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 4","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12053-025-10317-1.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143726651","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Overview about energy recovery applied to combustion engine focused on biofuels 以生物燃料为重点的内燃机能源回收综述
IF 3.2 4区 工程技术
Energy Efficiency Pub Date : 2025-03-25 DOI: 10.1007/s12053-025-10318-0
Felipe da Silva Frutuoso, Mona Lisa Moura de Oliveira, André Valente Bueno, Ludmila Corrêa de Alkmin e Silva
{"title":"Overview about energy recovery applied to combustion engine focused on biofuels","authors":"Felipe da Silva Frutuoso,&nbsp;Mona Lisa Moura de Oliveira,&nbsp;André Valente Bueno,&nbsp;Ludmila Corrêa de Alkmin e Silva","doi":"10.1007/s12053-025-10318-0","DOIUrl":"10.1007/s12053-025-10318-0","url":null,"abstract":"<div><p>Hybrid vehicles present promising application prospects, combining the tradition and autonomy of combustion engines with the reliability, efficiency, and environmental appeal of electrification. In Brazil, the eighth-largest vehicle producer globally, up to 70% of the fleet comprises flex-fuel vehicles (FFVs), capable of operating with gasoline E27 (27% anhydrous ethanol), hydrous ethanol E100, or any blend, representing a significant portion of the country’s transportation matrix. Energy recovery is an important strategy for power conservation and increasing the efficiency of hybrid vehicles that combine internal combustion engines (ICE) and electric engines with small-capacity batteries, commonly applied in low-level electrification. This paper proposes an overview of technologies for ICE energy recovery to improve hybrid FFVs efficiency, that should be the main strategy for comply new emission legislation in Brazil and others markets in the next years. It employs a two-step approach: a literature review followed by patent analysis. The discussion analyzes advance technologies for recovering ICE energy like turbocharger, hybridization, exhaust gas recirculation (EGR) and Homogeneous Charge Compression Ignition (HCCI), applied to FFV ICEs. The United States, China and Germany are the countries with the highest number of patents registered in all ICE sub-technologies analyzed. Turbocharging appears to be a well-developed technology while HCCI still has many challenges to be overcome before it can be offered commercially. Hybrid FFVs vehicles using biofuel only or blended with gasoline offer a swift response to the energy transition in the mobility sector towards 100% electrification powertrain and provide a quicky solution for countries like Brazil.</p><h3>Graphical abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 4","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143698582","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Relationship between the architectural and constructive characteristics of dwellings and the adaptive actions of their occupants 住宅的建筑和构造特征与居住者的适应性行为之间的关系
IF 3.2 4区 工程技术
Energy Efficiency Pub Date : 2025-03-25 DOI: 10.1007/s12053-025-10312-6
Alexis Pérez-Fargallo, Paula Gacitúa-Ferrada, Laura Marín-Restrepo, David Bienvenido-Huertas
{"title":"Relationship between the architectural and constructive characteristics of dwellings and the adaptive actions of their occupants","authors":"Alexis Pérez-Fargallo,&nbsp;Paula Gacitúa-Ferrada,&nbsp;Laura Marín-Restrepo,&nbsp;David Bienvenido-Huertas","doi":"10.1007/s12053-025-10312-6","DOIUrl":"10.1007/s12053-025-10312-6","url":null,"abstract":"<div><p>People spend most of their time in enclosed spaces, doing activities, which is why habitable spaces that meet minimum environmental comfort for occupants are sought. In Chile, high levels of energy consumption are needed to reach acceptable comfort levels and, therefore, high costs. For this reason, people use other strategies to maintain comfort, such as actions to adapt, changing elements in the space, or making personal changes such as wearing a sweater before turning on the heating. This study looks to analyze the relationship between the adaptive actions of occupants of dwellings in the Biobío Region and the architectural and constructive characteristics of their homes. Data collection was made using a survey where 72 households took part. The data analysis explored correlations between the studied variables. The results indicated that people perform personal actions before using any environmental ones, with the main factor behind this being the insulation level of the dwellings. This suggests that, in these contexts, people innately employ adaptive actions, generating energy savings.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 4","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143688429","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of the factors influencing the electricity consumption in a confectionery plant 某糖果厂用电影响因素分析
IF 3.2 4区 工程技术
Energy Efficiency Pub Date : 2025-03-20 DOI: 10.1007/s12053-025-10313-5
Youness Abourriche, Ayoub Tighazoui, Virginie Zint, Bertrand Rose, Jean-François Boudes, Daniel Mauer, Patrick Waldburger
{"title":"Analysis of the factors influencing the electricity consumption in a confectionery plant","authors":"Youness Abourriche,&nbsp;Ayoub Tighazoui,&nbsp;Virginie Zint,&nbsp;Bertrand Rose,&nbsp;Jean-François Boudes,&nbsp;Daniel Mauer,&nbsp;Patrick Waldburger","doi":"10.1007/s12053-025-10313-5","DOIUrl":"10.1007/s12053-025-10313-5","url":null,"abstract":"<div><p>With growing environmental concerns, the management of energy consumption has become a key focus for production firms. Consequently, increased attention has been directed by decision-makers and academic researchers toward modeling and forecasting energy consumption. However, only a limited number of studies have specifically examined electricity consumption modeling for industrial cases. To address this gap, an analysis was conducted to identify the factors influencing electricity consumption in a specific case from the confectionery industry in France. Multiple linear regression and multiple exponential regression techniques were utilized to establish an equation correlating consumption with various influencing factors. By examining a comprehensive set of factors, including production volume, operating hours, ambient temperature, and water flow of air handling units, a thorough understanding of the relationship between these factors and electricity consumption in significant energy uses was achieved. The analysis of data collected from a representative confectionery plant revealed significant correlations between the influencing factors and electricity consumption. Based on the derived equation, a model was proposed to estimate electricity consumption using the values of these influencing factors. Additionally, a user-friendly interface was designed, enabling plant operators to apply the model with ease. The findings of this study motivated the company to explore decarbonization initiatives, leading to notable energy savings and a positive financial impact. These insights contribute to a deeper understanding of the drivers of electricity consumption in the confectionery industry and offer valuable guidance for developing strategies to optimize energy usage and enhance sustainability in this sector.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 4","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143655205","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring user engagement and perceptions towards smart energy applications in Norway: Insights from a text mining analysis of user reviews 探索挪威用户对智能能源应用的参与和看法:来自用户评论文本挖掘分析的见解
IF 3.2 4区 工程技术
Energy Efficiency Pub Date : 2025-03-17 DOI: 10.1007/s12053-025-10309-1
Chandra Prakash Paneru, Ari K. M. Tarigan, Cristian Toșa
{"title":"Exploring user engagement and perceptions towards smart energy applications in Norway: Insights from a text mining analysis of user reviews","authors":"Chandra Prakash Paneru,&nbsp;Ari K. M. Tarigan,&nbsp;Cristian Toșa","doi":"10.1007/s12053-025-10309-1","DOIUrl":"10.1007/s12053-025-10309-1","url":null,"abstract":"<div><p>Smart energy applications can be powerful tools for two-way communication between energy providers and end-users. These apps offer real-time usage insights and present consumption data through intuitive and visually appealing interfaces. In parallel, these platforms allow users to provide ratings, reviews, and comments directly within or via app provision platforms, thereby helping energy providers improve their overall services. Long-term engagement with such energy apps could benefit sustainable energy consumption practices, as such digital platforms can empower users to make informed energy-efficient choices. Nonetheless, there is a lack of a systematic approach to analysing users’ engagement towards such smart energy apps and users’ opinions about their practical functionalities and features. This study examines how users interact with smart energy apps, assess their functionalities, and share their opinions through ratings, reviews, and comments. It offers unique insights into end-user perspectives through advanced text-mining techniques incorporating word analysis, sentiment analysis, topic modelling, and exploratory qualitative analysis. By analysing over 3,000 publicly available user-generated reviews, the research identifies patterns such as monitoring energy consumption, managing appliances, and integrating smart home features like EV charging. The findings highlight diverse motivations for app engagement, extending beyond cost savings to include empowerment, convenience, and alignment with sustainability goals. While users express predominantly positive sentiments about the app’s intuitive design, real-time feedback, and gamification features, reviews also reveal areas for improvement, emphasizing the importance of user-centred design in enhancing app usability and functionality. The findings provide actionable insights for improving app design, advancing smart energy solutions, and informing energy efficiency and conservation initiatives.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 4","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12053-025-10309-1.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143632556","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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