Energy Efficiency最新文献

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The environmental and economic ımpacts of eco-design on energy efficiency and carbon footprint reduction in pump manufacturing: a case study 环境和经济ımpacts对泵制造中能源效率和碳足迹减少的生态设计:一个案例研究
IF 4 4区 工程技术
Energy Efficiency Pub Date : 2025-08-23 DOI: 10.1007/s12053-025-10370-w
Mahnaz Gümrükçüoğlu Yiğit, Merve Balta
{"title":"The environmental and economic ımpacts of eco-design on energy efficiency and carbon footprint reduction in pump manufacturing: a case study","authors":"Mahnaz Gümrükçüoğlu Yiğit,&nbsp;Merve Balta","doi":"10.1007/s12053-025-10370-w","DOIUrl":"10.1007/s12053-025-10370-w","url":null,"abstract":"<div><p>This article emphasizes the crucial role of measuring corporate carbon footprints and the associated economic benefits. Through an in-depth case analysis of a major facility, the study thoroughly examines the transformative impact of eco-design applications in pump manufacturing. By analyzing the implementation of EU 547/2012 (EU547) and EU 547/2012 EPA (EU-EPA) regulations, the study demonstrates significant achievements in carbon emission and energy efficiency improvement. The organization's commitment to environmental responsibility has resulted in significant carbon footprint reduction through the use of eco-design pumps. These sustainability measures contributed to a 4.8% reduction in total carbon emissions originating from pump usage, further highlighting broader environmental benefits. The article provides practical insights and quantitative evidence for organizations striving to balance ecological responsibility and economic sustainability by emphasizing the significance of sustainable design in the industrial sector. Furthermore, the study explores the financial dimensions of sustainability, showcasing how even modest investments can yield substantial returns. Under a hypothetical scenario where all pumps sold are eco-designed, potential savings of 1,092,437 USD are projected.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 7","pages":""},"PeriodicalIF":4.0,"publicationDate":"2025-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144891462","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
Understanding thermal comfort using self-reporting and interpretable machine learning 使用自我报告和可解释性机器学习来理解热舒适
IF 4 4区 工程技术
Energy Efficiency Pub Date : 2025-08-22 DOI: 10.1007/s12053-025-10371-9
Nitant Upasani, Olivia Guerra-Santin, Masi Mohammadi, Mazyar Seraj, Frans Joosstens
{"title":"Understanding thermal comfort using self-reporting and interpretable machine learning","authors":"Nitant Upasani,&nbsp;Olivia Guerra-Santin,&nbsp;Masi Mohammadi,&nbsp;Mazyar Seraj,&nbsp;Frans Joosstens","doi":"10.1007/s12053-025-10371-9","DOIUrl":"10.1007/s12053-025-10371-9","url":null,"abstract":"<div><p>Standard thermal comfort models often fail to capture individual thermal sensations and offer limited interpretability for practical use. This study presents a building-specific, occupant-centric approach that combines self-reported comfort data with interpretable machine learning. The methodology is demonstrated through a case study involving self-reporting campaigns conducted during summer and winter seasons, accompanied by the development of a random forest regression (RFR) model. We employ three IML techniques namely Partial Dependence Plots (PDPs), SHAP values, and surrogate models to enhance the understanding of this RFR model. These interpretative tools facilitate a deeper understanding of the factors influencing thermal comfort, enabling targeted interventions for energy savings and improved occupant satisfaction. While the methodology offers a replicable framework for occupant-centric building control systems, it acknowledges limitations such as reliance on subjective self-reporting and the exclusion of architectural features. This research emphasizes the importance of integrating interpretable machine learning techniques to balance accuracy and usability, laying the groundwork for energy-efficient and occupant-focused indoor environmental management.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 7","pages":""},"PeriodicalIF":4.0,"publicationDate":"2025-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12053-025-10371-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144888137","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 performance of Ground Source Heat Pump systems with flat-panel ground heat exchangers 平板地热交换器地源热泵系统的能源性能
IF 4 4区 工程技术
Energy Efficiency Pub Date : 2025-08-18 DOI: 10.1007/s12053-025-10344-y
Giuseppe Emmi, Michele Bottarelli
{"title":"Energy performance of Ground Source Heat Pump systems with flat-panel ground heat exchangers","authors":"Giuseppe Emmi,&nbsp;Michele Bottarelli","doi":"10.1007/s12053-025-10344-y","DOIUrl":"10.1007/s12053-025-10344-y","url":null,"abstract":"<div><p>The important role of heat pump technology in the decarbonization challenge of Heating Ventilation and Air Conditioning systems is nowadays widely recognized by the scientific community and stakeholders. In this field, Ground Source Heat Pump systems represent one of the most promising solutions because of the much more favourable temperature of the ground if compared to ambient air, which is affected by weather conditions. Furthermore, air source heat pumps are further penalized by the defrosting cycles of the finned coil heat exchanger during the heating period. The continuous reduction of the building peak thermal loads and energy needs, thanks to the improvement of standards and European targets in the building sector, has revived the interest of operators in horizontal geothermal systems. In the past, this type of ground heat exchangers was normally not considered due to the large space needed for their installation. In the literature there is a lack of works and research of ground source heat pump systems coupled with shallow flat-panel ground heat exchangers. The present work improves the knowledge of this latter technology. The study analyses and compares the thermal behaviour of flat-panel and vertical 2U ground heat exchangers loops by means of using TRNSYS simulation tool. The simulations have been used to obtain the energy performance of the ground loops coupled with the heat pump. The comparison highlights the differences between different case studies and how the flat-panel ground heat exchangers field is a possible alternative to the current systems.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 7","pages":""},"PeriodicalIF":4.0,"publicationDate":"2025-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12053-025-10344-y.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144861486","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 effect of sustainable leadership on the adoption of renewable energy strategy 可持续领导对采用可再生能源战略的影响
IF 4 4区 工程技术
Energy Efficiency Pub Date : 2025-08-13 DOI: 10.1007/s12053-025-10359-5
Stanley Y. B. Huang
{"title":"The effect of sustainable leadership on the adoption of renewable energy strategy","authors":"Stanley Y. B. Huang","doi":"10.1007/s12053-025-10359-5","DOIUrl":"10.1007/s12053-025-10359-5","url":null,"abstract":"<div><p>The technology manufacturing industry has been confirmed as one of the most polluting industries in the world. Hence, this article develops green psychology ownership theory to address how sustainable leadership affects renewable energy strategy adoption through the mediating role of GPO and the moderating role of institutional pressure in the context of the technology manufacturing industry. However, previous research paid insufficient attention to the drivers of adopting a renewable energy strategy, so this article borrows from the theory of cognitive consistency to address the adoption model. To validate the renewable energy strategy model, this article collects 100 chief executive officers of technology manufacturing firms and 300 followers in Taiwan. It uses multilevel growth curve modeling to analyze the longitudinal data. The empirical result can contribute to the literature on energy conversion and management and guide technology manufacturing firms to achieve sustainable renewable energy development</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 6","pages":""},"PeriodicalIF":4.0,"publicationDate":"2025-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144832180","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
Measuring the response to housing energy labels in Japan: an eye-tracking experiment 测量日本人对住房能源标签的反应:一项眼球追踪实验
IF 4 4区 工程技术
Energy Efficiency Pub Date : 2025-08-09 DOI: 10.1007/s12053-025-10342-0
Mieko Fujisawa, Kazuhisa Takemura, Yukihiko Funaki
{"title":"Measuring the response to housing energy labels in Japan: an eye-tracking experiment","authors":"Mieko Fujisawa,&nbsp;Kazuhisa Takemura,&nbsp;Yukihiko Funaki","doi":"10.1007/s12053-025-10342-0","DOIUrl":"10.1007/s12053-025-10342-0","url":null,"abstract":"<div><p>This study investigates consumers’ reactions to housing energy labels, which are mandated for inclusion in new real estate advertisements in Japan. By employing an eye-tracking experiment, we collected data on the reaction times and the number of round trips between two areas of interest (AOIs) to identify the most effective design elements for energy labels. Additionally, a panel analysis was conducted to control for individual effects, utilizing both the experimental data and the responses to a follow-up questionnaire. The dependent variables in the panel analysis were the reaction times and number of round trips between the AOIs. The findings reveal that energy labels in real estate advertisements significantly enhance consumers’ understanding of energy-saving standards. Furthermore, the results underscore the critical role of label design. Specifically, positioning reference information on the left side of the label improves clarity. If a property exhibits poor energy-saving performance, emphasizing the deviation from the energy-saving standard proves effective. Moreover, this study suggests that using energy labels is effective regardless of the degree of consumers’ concern about the environment. Given that energy labels raise consumers’ awareness of household energy standards and promote energy-saving behavior, the early implementation of labeling for all properties, whether for sale or rent, is strongly recommended.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 6","pages":""},"PeriodicalIF":4.0,"publicationDate":"2025-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12053-025-10342-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145163653","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
Effects of emotional amplification on public perceptions of waste-to-energy incineration facilities: evidence from a behavioral survey experiment 情绪放大对公众对垃圾焚烧设施认知的影响:来自行为调查实验的证据
IF 4 4区 工程技术
Energy Efficiency Pub Date : 2025-08-08 DOI: 10.1007/s12053-025-10358-6
Menglei Jiang, Xiaoyan Luo, Bo Xia, Yongjian Ke, Martin Skitmore, Yong Liu
{"title":"Effects of emotional amplification on public perceptions of waste-to-energy incineration facilities: evidence from a behavioral survey experiment","authors":"Menglei Jiang,&nbsp;Xiaoyan Luo,&nbsp;Bo Xia,&nbsp;Yongjian Ke,&nbsp;Martin Skitmore,&nbsp;Yong Liu","doi":"10.1007/s12053-025-10358-6","DOIUrl":"10.1007/s12053-025-10358-6","url":null,"abstract":"<div><p>This study explores the profound impact of emotional amplification on public attitudes towards waste-to-energy (WTE) incineration facilities through the lens of emotional contagion theory. A cohort of 240 participants initially underwent baseline assessments of their perceptions of WTE facilities. They were then exposed to stimuli designed to evoke positive or negative emotional responses, followed by reassessment to identify shifts in their perceptions and acceptance levels. Utilizing paired t-tests and one-way ANOVA, the analysis revealed that emotional amplification markedly influences public attitudes, with participants showing increased support or opposition depending on the emotional valence of the stimuli. These findings underscore the crucial role of emotions in shaping public opinion on WTE incineration facilities, offering essential insights for policymakers, industry stakeholders, and community leaders. The integration of emotional contagion theory with empirical research provides a novel perspective on the interplay between emotions and public perceptions in environmental discourse, advancing our understanding of the factors driving public opinion and aiding stakeholders in managing opposition incidents effectively.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 6","pages":""},"PeriodicalIF":4.0,"publicationDate":"2025-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145163598","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
A study on the application of high-efficiency in-line duct fan to range hoods 高效直列风机在抽油烟机上的应用研究
IF 4 4区 工程技术
Energy Efficiency Pub Date : 2025-08-07 DOI: 10.1007/s12053-025-10337-x
Chi-Wen Lu, Yu-Yuan Hsieh, Jeng-Min Huang, Chun-Wei Liu
{"title":"A study on the application of high-efficiency in-line duct fan to range hoods","authors":"Chi-Wen Lu,&nbsp;Yu-Yuan Hsieh,&nbsp;Jeng-Min Huang,&nbsp;Chun-Wei Liu","doi":"10.1007/s12053-025-10337-x","DOIUrl":"10.1007/s12053-025-10337-x","url":null,"abstract":"<div><p>Many range hoods on the market that use double-inlet Sirocco fans have significant shortcomings. This issue can be addressed by utilizing high-efficiency in-line duct fans. In this study, a commercially available canopy range hood was used as a reference unit. Two high-efficiency in-line duct fans, IL-Model(1) and IL-Model(2), were designed using professional fan design software. The target design specifications to compete with the internal Sirocco fan in the reference unit were around 22–24 CMM and 900–1100 Pa, respectively. These two fans were produced using 3D printing. Wind tunnel tests for IL-Model(1) and IL-Model(2) showed that the maximum air flow rate differed by less than 10% compared to CFD software analysis. When comparing the performance of the two fans to the Sirocco fan under the same 150 mm outlet diameter, the maximum air flow rate increased by 36.45% and 26.29%, the maximum static pressure increased by 33.04% and 38.30%, and the power consumption decreased from 23.9 W/CMM to 17.0 W/CMM and 20.0 W/CMM, respectively. This design effectively improves the performance and energy efficiency of range hoods.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 6","pages":""},"PeriodicalIF":4.0,"publicationDate":"2025-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145162925","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
Modelling and experimental surveys on the energy consumption of a small-scale data center 小型数据中心能耗的建模与实验研究
IF 4 4区 工程技术
Energy Efficiency Pub Date : 2025-08-04 DOI: 10.1007/s12053-025-10357-7
Stefano Aneli, Giuseppe Marco Tina, Antonio Gagliano
{"title":"Modelling and experimental surveys on the energy consumption of a small-scale data center","authors":"Stefano Aneli,&nbsp;Giuseppe Marco Tina,&nbsp;Antonio Gagliano","doi":"10.1007/s12053-025-10357-7","DOIUrl":"10.1007/s12053-025-10357-7","url":null,"abstract":"<div><p>In the last decade, global IP traffic has increased more than tenfold, and so has the demand for Data Center services, leading to concerns about increasing energy consumption. The huge diffusion and rapid growth of the Data Centers industry not only increases the availability and quality of cloud and data services, but also the demand for electricity and water by the digital services industry. The decarbonization process requires the deployment of non-programmable renewable energy sources in power systems, requiring unprecedented attention to grid flexibility and securityIn this context, Data Centers can provide balancing services by Demand Response strategies, modifying or temporarily reducing their electrical consumptions during specific times. Thereby, this research first presents the energy consumption derived from an experimental survey carried out in an existent Data Center. On this basis, a numerical energy model developed using TRNSYS software has been calibrated and validated. Finally, the possibility for DC to participate in the electricity flexibility market a novel demand response strategy that exploits the fluctuations of indoor air temperature and humidity has been investigated. As a result, the proposed flexibility scenario gives rise to a reduction of the electricity needs of about 30% of the cooling load.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 6","pages":""},"PeriodicalIF":4.0,"publicationDate":"2025-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12053-025-10357-7.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145161739","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
A novel framework for responsible energy consumption: merging responsible innovation, TPB, and scenario-based analysis 负责任能源消费的新框架:融合负责任创新、TPB和基于场景的分析
IF 4 4区 工程技术
Energy Efficiency Pub Date : 2025-08-04 DOI: 10.1007/s12053-025-10354-w
Ali Asghar Sadabadi, Narges Shahi, Zohreh Rahimirad
{"title":"A novel framework for responsible energy consumption: merging responsible innovation, TPB, and scenario-based analysis","authors":"Ali Asghar Sadabadi,&nbsp;Narges Shahi,&nbsp;Zohreh Rahimirad","doi":"10.1007/s12053-025-10354-w","DOIUrl":"10.1007/s12053-025-10354-w","url":null,"abstract":"<div><p>Energy consumption has garnered significant attention in recent years as a primary driver of global warming. Modifying consumer behavior, particularly within the residential sector, which accounts for a substantial share of global energy consumption and carbon emissions, is crucial for reducing consumption and achieving sustainable development. Aiming to integrate the concepts of Responsible consumption (RC) and behavioral interventions within the Theory of Planned Behavior (TPB) theoretical framework, this research seeks to develop a conceptual model to explain and promote responsible energy consumption behavior. Research data were collected through questionnaires and expert interviews. Data analysis was conducted using the Fuzzy Delphi Method, Structural Equation Modeling (SEM) in SmartPLS4 software, and scenario writing employing the Cross-Impact Balance (CIB) method. In this study, Behavioral interventions (individual or combined) designed based on the principles of responsible innovation (RI) alongside TPB variables play a key role. The results indicated that combined interventions significantly impact the intention and behavior of Responsible consumption and, as mediating and moderating variables, play a significant role in translating intention into behavior. In contrast, individual interventions alone exhibit weaker effectiveness. Furthermore, 8 future-oriented scenarios for reducing household energy consumption were designed, revealing that participatory and supportive scenarios focused on promoting Responsible consumption behavior have a greater impact on behavior change. By integrating RI, TPB, and behavioral interventions within an analytical and scenario-based model, this research provides a novel framework for energy policymaking in developing countries. It emphasizes the operational and policy role of behavioral interventions.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 6","pages":""},"PeriodicalIF":4.0,"publicationDate":"2025-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145161486","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 residential space use patterns and potentials for change: Findings from a multi-country survey 探索居住空间使用模式和变化潜力:来自多国调查的结果
IF 4 4区 工程技术
Energy Efficiency Pub Date : 2025-07-31 DOI: 10.1007/s12053-025-10343-z
Mahsa Bagheri, Alexandra Pröpper, Geneviève Klein
{"title":"Exploring residential space use patterns and potentials for change: Findings from a multi-country survey","authors":"Mahsa Bagheri,&nbsp;Alexandra Pröpper,&nbsp;Geneviève Klein","doi":"10.1007/s12053-025-10343-z","DOIUrl":"10.1007/s12053-025-10343-z","url":null,"abstract":"<div><p>The residential sector significantly contributes to total energy consumption in the European Union. Over the past decades, the average floor area per person has increased steadily, resulting in higher energy demand for building materials, heating and cooling. However, the distribution of floor area is not equal across different demographic groups and household compositions. Redistributing floor area offers a significant opportunity to save resources and reduce the need for new construction by avoiding unnecessary consumption. Strategies such as moving, sharing and rearranging can facilitate this redistribution in the residential sector. In order to assess the feasibility of these strategies, this paper examines the current residents’ behaviour in the residential sector regarding space use and explores the potential for change. It draws on empirical data from an online survey conducted in Germany, Sweden, Poland and Portugal. By conducting a cluster analysis of the collected data, the paper identifies two groups with the highest potential for change in residential space use. It examines their willingness to change their space use patterns and investigates the acceptance of specific strategies that could lead to a reduction in the need for new construction in the residential sector. In order to promote more efficient use of space in the residential sector, the paper recommends encouraging space sharing, supporting structural changes in dwellings, and providing incentives for moving from under-occupied dwellings. It advocates for the implementation of tailored policies that consider the characteristics of each group, along with targeted awareness-raising efforts to increase policy acceptance.</p></div>","PeriodicalId":537,"journal":{"name":"Energy Efficiency","volume":"18 6","pages":""},"PeriodicalIF":4.0,"publicationDate":"2025-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12053-025-10343-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145171344","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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