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Reducing cooling water consumption in a solar absorption chiller for Mali climates 减少马里气候条件下太阳能吸收式冷却器的冷却水消耗量
IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-27 DOI: 10.1007/s12053-024-10240-x
Soumaila Camara, Aleksandr Borisovich Sulin

Solar cooling systems are considered as an alternative to conventional mechanical compression air conditioning systems. The use of these solar cooling systems contributes to the achievement of climate change objectives. This article provides a study of a single-effect LiBr/H2O absorption cooling system with a wet cooling tower driven by a combined double-acting collector for daytime solar heating and nighttime radiative cooling for efficient use of this system in hot climate regions such as Mali. The operation of a type of double-acting collector and cooling tower was studied throughout the year. The solar energy absorbed by the double-acting collector on the first day of operation heats the water in the storage tank 1 to 80 °C after 6 to 7 h of operation, and on subsequent days this duration is reduced by 3 to 4 h depending on the weather conditions. The operating time of the solar absorption cooling system studied is on average 8 h per day for the whole year. The water in the cold-water tank, cooled by night radiation into space, ensures operation without turning on the cooling tower for an average of 73 min per day. The annual water saving for the water losses in the cooling tower due to the night operation of the combined double-acting collector is estimated at approximately 35 m3. The yearly operation of the wet cooling tower of this absorption cooling system powered by a double-acting combined collector makes it possible to save approximately 15.4% of water losses and approximately 15.2% of energy thanks to the nocturnal radiative cooling of the water by the combined collector.

Graphical Abstract

太阳能冷却系统被认为是传统机械压缩式空调系统的替代品。使用这些太阳能冷却系统有助于实现气候变化目标。本文研究了单效 LiBr/H2O 吸收式冷却系统,该系统配有一个湿式冷却塔,由一个组合式双作用集热器驱动,用于日间太阳能加热和夜间辐射冷却,以便在马里等气候炎热地区有效利用该系统。对一种双作用集热器和冷却塔的全年运行情况进行了研究。双动式集热器在第一天运行时吸收的太阳能在运行 6 至 7 小时后将储水箱中的水加热 1 至 80 °C,随后几天根据天气条件将这一时间缩短 3 至 4 小时。所研究的太阳能吸收冷却系统全年平均每天运行 8 小时。冷水箱中的水通过夜间辐射冷却到太空中,确保了每天平均 73 分钟无需开启冷却塔的运行时间。据估计,由于双作用组合式集热器夜间运行,冷却塔中的水损失每年可节省约 35 立方米。该吸收式冷却系统的湿式冷却塔由双作用组合式集热器提供动力,通过组合式集热器夜间对水的辐射冷却,每年可节省约 15.4% 的水损失和约 15.2% 的能源。
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引用次数: 0
Energy efficiency and energy depletion analysis in oil-exporting developing countries 石油出口发展中国家的能源效率和能源损耗分析
IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-24 DOI: 10.1007/s12053-024-10235-8
Karla Arias, Maria Colmenarez

There is a significant research gap on the efficiency and sustainability of oil-exporting developing countries. This study employs a slacks-based-measure data-envelopment-analysis (SBM-DEA) model to optimize oil well benefits while minimizing undesirable outputs, such as carbon emissions and energy degradation. Furthermore, we apply a Malmquist Productivity Index (MPI) to assess and compare dynamic energy productivity efficiency among Latin American and African countries. Our analysis of 14 countries in these regions from 2006 to 2020 demonstrates that Equatorial Guinea, Gabon, Peru, and Bolivia exhibit higher energy efficiency than counterparts like Angola, Algeria, Mexico, Ecuador, and Colombia. Notably, our findings suggest that countries with higher extraction rates tend to be less efficient, resulting in greater environmental impact relative to economic benefits from extraction. In conclusion, this study underscores the importance of energy efficiency policies, which can significantly mitigate Greenhouse Gas (GHG) emissions and resource depletion at the national level while enhancing industry sustainability. We recommend that governments implement policies aimed at reducing energy consumption within the oil sector, including the reduction of electricity subsidies. Adopting realistic energy extraction costs is crucial in facilitating the transition towards renewable energy sources.

在石油出口发展中国家的效率和可持续性方面存在着巨大的研究空白。本研究采用基于松弛的计量数据开发分析(SBM-DEA)模型来优化油井效益,同时尽量减少碳排放和能源退化等不良产出。此外,我们还采用 Malmquist 生产力指数 (MPI) 来评估和比较拉丁美洲和非洲国家的动态能源生产效率。我们对这些地区 14 个国家从 2006 年到 2020 年的分析表明,赤道几内亚、加蓬、秘鲁和玻利维亚的能源效率高于安哥拉、阿尔及利亚、墨西哥、厄瓜多尔和哥伦比亚等国家。值得注意的是,我们的研究结果表明,开采率较高的国家往往开采效率较低,因此相对于开采带来的经济效益而言,对环境的影响更大。总之,本研究强调了能效政策的重要性,它可以在国家层面显著减少温室气体(GHG)排放和资源损耗,同时提高行业的可持续性。我们建议各国政府实施旨在减少石油行业能源消耗的政策,包括减少电力补贴。采用切合实际的能源开采成本对于促进向可再生能源过渡至关重要。
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引用次数: 0
Assessing Japan's energy poverty vulnerability amidst global conflict impacts using energy poverty possibility indicator 利用能源贫困可能性指标评估日本在全球冲突影响下的能源贫困脆弱性
IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-13 DOI: 10.1007/s12053-024-10237-6
Reza Nadimi, Amin Nazarahari, Koji Tokimatsu

This research explores energy poverty and its contextual factors in the Oita and Tokyo prefectures of Japan. The main objective of this research is to examine the household’s energy poverty variations from an affordability perspective due to the unexpected rise in energy prices following the Russia-Ukraine conflict and other influential factors. The study utilizes the Ten-percent rule and K-means clustering algorithm along with fuzzy numbers to propose the Energy Poverty Possibility Indicator. The proposed indicator is used to compare the intensity of energy poverty between Oita and Tokyo households in terms of three classes via 1,298 refined samples collected between 2021 and 2022. Results indicate that sudden spikes in energy costs widen the energy poverty gap to varying degrees across different regions. The results of the sensitivity analysis demonstrated that, in the current energy dilemma, the most effective plan to reduce the energy poverty burden in Tokyo (Oita) is to limit the increase of electricity and gas prices to 14% (9%) and 3% (21%), respectively, along with providing 5500 (9500) Japanese yen monthly in government financial support.

本研究探讨了日本大分县和东京都的能源贫困及其背景因素。本研究的主要目的是从负担能力的角度来考察俄罗斯-乌克兰冲突后能源价格意外上涨及其他影响因素导致的家庭能源贫困变化。本研究利用 Ten-percent 规则和 K-means 聚类算法以及模糊数字,提出了 "能源贫困可能性指标"。通过 2021 年至 2022 年间收集的 1,298 个精炼样本,利用所提出的指标从三个等级对大分县和东京家庭的能源贫困强度进行比较。结果表明,能源成本的突然飙升会在不同地区不同程度地扩大能源贫困差距。敏感性分析结果表明,在当前的能源困境下,减轻东京(大分)能源贫困负担的最有效方案是将电价和天然气价格的涨幅分别限制在 14%(9%)和 3%(21%)以内,同时每月提供 5500(9500)日元的政府财政支持。
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引用次数: 0
A Multiscale study of flexible customer’s energy demand under smart grid architecture: A modeling and simulation study 智能电网架构下灵活用户能源需求的多尺度研究:建模与仿真研究
IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-10 DOI: 10.1007/s12053-024-10234-9
Abdelfattah Abassi, Mostapha El Jai, Ahmed Arid, Hussain Ben-azza

In the context of an energy crisis, efficient energy management has become an unavoidable issue for sustainability, regardless of the domain under consideration. Smart grids are no exception; they aim to motivate energy optimization according to billing strategies and users’ comfort. In this paper, two optimization problems (OP) are proposed involving billing strategies and users’ flexibility. A single-centralized OP aims to minimize the total energy provided by a company, while a distributed OP targets minimizing individual user costs independently, involving users’ flexibilities, different billing strategies, and a variable number of users, with random appliances assigned during simulations. The resolution was carried out using the Non-dominated Sorting Algorithm II and Multi-Criteria Analysis, with a Game-based algorithm also utilized. Additionally, simulations were performed under three billing mechanisms. The findings show that costs decrease exponentially with user participation. Similarly, both individual user costs and total costs at the energy provider level were minimized as users’ flexibilities increased. The Peak-to-Average-Ratio is minimized and exhibits a bimodal behavior when observed as a random variable. Regarding the interplay of billing mechanisms, simulation results demonstrate that the smart billing mechanism proposed by the authors outperforms other billing models proposed in the literature for both consumers and utility companies.

在能源危机的背景下,无论在哪个领域,高效的能源管理都已成为可持续发展不可回避的问题。智能电网也不例外,其目标是根据计费策略和用户舒适度来激励能源优化。本文提出了两个涉及计费策略和用户灵活性的优化问题(OP)。单个集中式优化问题的目标是最大限度地减少公司提供的总能源,而分布式优化问题的目标是最大限度地减少单个用户的独立成本,其中涉及用户的灵活性、不同的计费策略以及用户数量的可变性,并在模拟过程中随机分配设备。解决方法采用了非优势排序算法 II 和多标准分析法,还使用了基于博弈的算法。此外,还在三种计费机制下进行了模拟。研究结果表明,成本随着用户的参与呈指数级下降。同样,随着用户灵活性的提高,单个用户成本和能源提供商层面的总成本都降到了最低。峰均比最小,并且在作为随机变量观察时表现出双峰行为。在计费机制的相互作用方面,模拟结果表明,作者提出的智能计费机制对消费者和公用事业公司而言都优于文献中提出的其他计费模式。
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引用次数: 0
Modeling and mapping solar energy production with photovoltaic panels on Politecnico di Torino university campus 都灵理工大学校园光伏板太阳能生产建模与绘图
IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-07 DOI: 10.1007/s12053-024-10233-w
Yasemin Usta, Giovanni Carioni, Guglielmina Mutani

Educational institutions have significant impacts on the society and environment they are inhabiting, and they can have a big role in influencing various development fields, including sustainability. The environmental sustainability of universities was critically analyzed recently. These bodies can contribute to the sustainability of cities due to their social role in shaping the future generations. The aim of this work is to analyze Urban Building Energy Modeling with a place-based approach using the open-source software QGIS in predicting energy production with photovoltaic solar technologies on the rooftops of the central university campus of Politecnico di Torino. This modeling can help in assessing the energy security and affordability of current and future sustainable scenarios considering their impact on climate change. This study evaluates the accuracy of urban scale QGIS-based energy modeling with a comparison of measured data available from the monitoring activity of LivingLab of Politecnico di Torino, the free tool PVGIS, and the web tools of ENEA. The QGIS modeling accuracy depends on the different precisions of the Digital Surface Model used to describe the built environment (i.e., 1 m or 5 m) and the climate input data (monthly and annual diffuse-to-global radiation and Linke turbidity factor). Moreover, this assessment can be used to map the results of new photovoltaic systems improving the energy and environmental performance of university campuses. The results of this work shed light on the significance of different input data for energy simulation tools at neighborhood-urban scale. The result shown accuracies in PV production of 10 to 37% with different spatial resolutions of the 3D built environment and of 14 to 15.2% for temporal resolution of solar irradiation variables.

教育机构对其所处的社会和环境有重大影响,在包括可持续发展在内的各个发展领域都能发挥重要作用。最近对大学的环境可持续性进行了批判性分析。由于这些机构在塑造后代方面的社会作用,它们可以为城市的可持续发展做出贡献。这项工作的目的是利用开源软件 QGIS,采用基于地点的方法分析城市建筑能源建模,预测都灵理工大学中心校区屋顶光伏太阳能技术的能源生产情况。考虑到对气候变化的影响,这种建模方法有助于评估当前和未来可持续发展方案的能源安全性和可负担性。本研究通过比较都灵理工大学 LivingLab 监测活动的测量数据、免费工具 PVGIS 和 ENEA 的网络工具,评估了基于 QGIS 的城市规模能源建模的准确性。QGIS 的建模精度取决于用于描述建筑环境的数字地表模型的不同精度(即 1 米或 5 米)以及气候输入数据(月度和年度全球辐射漫射和林克浊度系数)。此外,该评估还可用于绘制新光伏系统的成果图,以改善大学校园的能源和环境性能。这项工作的结果揭示了不同输入数据对邻里-城市尺度能源模拟工具的重要性。结果表明,三维建筑环境的空间分辨率不同,光伏发电量的精确度为 10% 至 37%;太阳辐照变量的时间分辨率不同,精确度为 14% 至 15.2%。
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引用次数: 0
Characteristics of the built environment in the Eastern Mediterranean and Middle East and related energy and climate policies 东地中海和中东地区建筑环境的特点以及相关的能源和气候政策
IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-06-04 DOI: 10.1007/s12053-024-10217-w
Salvatore Carlucci, Manfred A. Lange, Georgios Artopoulos, Hanan M. Albuflasa, Margarita-Niki Assimakopoulos, Shady Attia, Elie Azar, Erdem Cuce, Ali Hajiah, Isaac A. Meir, Marina Neophytou, Melina Nicolaides, Despina Serghides, Aaron Sprecher, Muhieddin Tawalbeh, Stavroula Thravalou, Ioanna Kyprianou

The Eastern Mediterranean and Middle East (EMME) region hosts some of the world’s most influential and troubled cities. It is also a hotspot of climate change and socio-economic and political turbulence, which inflate the already flammable conditions and reinforce existing local vulnerabilities. Some of the most arduous challenges of cities relate to the built environment – although vital for human well-being, buildings rarely offer both sufficient and affordable shelter to their inhabitants. With energy performance regulations coming into effect during the past three decades, a considerable proportion of the worldwide building stock had already been constructed and is now ageing and inefficient. Harmonising the energy performance of buildings at a sufficient level requires common objectives and priorities, and the EMME region consists of nations with different governance and regulations. Scarce literature exists on the existing operational frameworks, and this study aims to offer an overview of the built environment policy scene in the EMME region, identifying gaps, good practices and prospects. The study draws from scholarly literature, national and international regulations and other document sources, as well as local experts. This work finds that although most EMME countries participate in and embrace international agreements, they act individually and not collectively, confirming our hypothesis that the policy agenda reflects the diverse characteristics of the region. By recognising standing failings and strengths, moving forward becomes a possibility through the adoption of integrated governance, common policy agendas and financing mechanisms to create sustainable urban centres inhabited by resilient and equitable communities.

东地中海和中东地区(EMME)拥有世界上最具影响力和最动荡的城市。该地区也是气候变化、社会经济和政治动荡的热点地区,这些因素加剧了本已易燃的状况,并加剧了当地现有的脆弱性。城市面临的一些最艰巨的挑战与建筑环境有关--尽管建筑对人类福祉至关重要,但很少能为居民提供足够且负担得起的住所。过去三十年间,随着能源性能法规的生效,世界上相当一部分建筑已经建成,但现在已经老化且效率低下。要在足够高的水平上统一建筑物的能源性能,需要有共同的目标和优先事项,而欧洲、中东和非洲地区由不同管理和法规的国家组成。有关现有操作框架的文献很少,本研究旨在概述欧洲、中东和非洲地区的建筑环境政策,找出差距、良好做法和前景。本研究借鉴了学术文献、国家和国际法规、其他文件来源以及当地专家的意见。这项工作发现,尽管大多数欧洲、中东和非洲国家参与并拥护国际协定,但它们是单独行动而非集体行动,这证实了我们的假设,即政策议程反映了该地区的不同特点。通过认识到现有的缺陷和优势,采用综合治理、共同的政策议程和融资机制来创建可持续的城市中心,并使其成为具有复原力和公平的社区,就有可能向前迈进。
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引用次数: 0
Can the energy-consuming right transaction system improve energy efficiency of enterprises? New insights from China 耗能权交易制度能否提高企业能效?来自中国的新启示
IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-05-27 DOI: 10.1007/s12053-024-10232-x
Chaobo Zhou, Yuankun Li, Chaoyu Wu

Whether the energy-consuming right transaction system (ECRTS) can achieve a win–win development in economic growth and energy saving is a practical issue that needs to be tested urgently. The existing studies lack results that test the policy effect of ECRTS from the enterprise perspective. This paper uses the ECRTS implemented in 2016 as a natural experiment drawing on the relevant data of Chinese listed enterprises from 2009 to 2020. It adopts a difference-in-difference model to assess the effect of ECRTS on energy efficiency. The research finds that ECRTS improves energy efficiency of enterprises, and ECRTS can improve energy efficiency by promoting technological innovation and optimizing the efficiency of capital allocation. Further, ECRTS is more conducive to improving the energy efficiency of state-owned enterprises, enterprises with executives financial background, high pollution enterprises, and enterprises in regions with low resource endowments. Moreover, the improvement of energy efficiency can further enhance the value of enterprises after enterprises participate in ECRTS. The study provides a direct answer to the key question of whether the ECRTS policy can actually support the high-quality economic development.

耗能权交易制度(ECRTS)能否实现经济增长与节能减排的双赢发展,是一个亟待检验的现实问题。现有研究缺乏从企业角度检验ECRTS政策效果的成果。本文以 2016 年实施的 ECRTS 为自然实验,借鉴了 2009 年至 2020 年中国上市企业的相关数据。本文采用差分模型来评估 ECRTS 对能源效率的影响。研究发现,ECRTS 提高了企业的能源效率,ECRTS 可以通过促进技术创新和优化资本配置效率来提高能源效率。此外,ECRTS 更有利于提高国有企业、高管背景企业、高污染企业和低资源禀赋地区企业的能源效率。此外,企业参与 ECRTS 后,能效的提高还能进一步提升企业价值。该研究直接回答了 ECRTS 政策能否真正支持经济高质量发展这一关键问题。
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引用次数: 0
What can we say about the longer-term impacts of a living lab experiment to save energy at home? 我们如何看待生活实验室实验对家庭节能的长期影响?
IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-05-23 DOI: 10.1007/s12053-024-10231-y
Kaisa Matschoss, Senja Laakso, Eva Heiskanen

There is a wide evidence base on various interventions to change energy behaviours in households, but limited evidence on their long-term effects. It is argued that interventions in individual behaviours are subject to attrition over time following the withdrawal of the intervention. Evaluation of these arguments is difficult since the conditions and composition of households change over time, making it hard to isolate the effects of a behavioural intervention several years later. Social practice theory argues for interventions that do not target individual attitudes or behaviours but focus instead on household practices (such as laundering and heating homes), and the underlying notions of cleanliness and comfort that are the causes of energy use in households. In contrast to behaviours, practices are also seen as socially shared, bundled with other practices, and embedded in social structures and processes. Practices are durable entities that persist over time; true practice change would hence entail durable intervention impacts. Our paper qualitatively investigates the long-term effects (2018–2023) of a practice-based living lab intervention that aimed to influence laundry and heating practices in Finnish households. We compare how the new or changed practices of 21 households, learned during the intervention, have persisted through societal changes (i.e., the Covid pandemic and the energy crisis), and whether these new or changed practices helped households to deal better with these crises. In this way, we contribute to, and also reframe, the problem of evaluating long-term effects, and critically consider the persistence of small-scale interventions in practices.

关于改变家庭能源行为的各种干预措施有广泛的证据基础,但关于其长期效果的证据却很有限。有观点认为,对个人行为的干预措施在干预措施撤消后会随着时间的推移而减弱。由于家庭的条件和组成会随着时间的推移而发生变化,因此很难对这些论点进行评估,也就很难在几年后分离出行为干预的效果。社会实践理论认为,干预措施不应以个人态度或行为为目标,而应侧重于家庭实践(如洗衣和取暖),以及作为家庭能源使用原因的清洁和舒适的基本概念。与行为不同,实践也被视为社会共享的、与其他实践捆绑在一起的、嵌入社会结构和过程中的。实践是长期存在的持久实体;因此,真正的实践改变将带来持久的干预影响。我们的论文定性研究了基于实践的生活实验室干预的长期效果(2018-2023 年),该干预旨在影响芬兰家庭的洗衣和取暖实践。我们比较了 21 个家庭在干预过程中学到的新做法或改变的做法是如何在社会变革(即 Covid 大流行和能源危机)中持续存在的,以及这些新做法或改变的做法是否有助于家庭更好地应对这些危机。通过这种方式,我们对评估长期效果的问题做出了贡献,同时也重新构建了这一问题,并批判性地考虑了小规模干预措施在实践中的持续性。
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引用次数: 0
The mediating role of green human resource management: analyze the impact of green commitment and intellectual capital in hotel environmental performance 绿色人力资源管理的中介作用:分析绿色承诺和智力资本对酒店环境绩效的影响
IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-05-16 DOI: 10.1007/s12053-024-10229-6
Geeta Sachdeva, Shallini Taneja, Ruchika Gupta

The rapid growth and expansion of the economy have given rise to several environmental concerns. The hotel industry's activities might be directed to ecological harms such as the diminution of usual resources, global warming, and the emission of various green hazards that lead to wildlife extinction and water, air, light, and industrial pollution. The hotel business can become more environmentally friendly by utilizing employee green service recovery performance to determine which issues are environmentally friendly or unfriendly and are motivated by eco-friendly dedication and sustainable human resource management (GHRM) practices. GHRM encourages employees to be committed to the environment and act sustainably, enabling hotels to enhance their environmental sustainability. The key benefit of this research is to make it easier to understand how integrating GHRM practices improves environmental performance by increasing employees' commitment and behavior in an environmentally friendly manner. The modern study aimed to inspect and assess the effect of green intellectual capital and green commitment on environmental performance with the assistance of employees and managers working in hotels in India. It also investigates how green management of human resources affects how environmentally responsible hotels are. Moreover, Structural Equation Modeling (SEM) will be implemented to continuously evaluate any proposed interlinkages between the latent construct. Empirical findings have revealed that managing sustainable human resources improves employees' commitment to the organization, their environmentally responsible conduct, and the environmental performance of hotels. Before the conclusion, a few of the study's shortcomings and suggestions are presented.

经济的快速增长和扩张引发了一些环境问题。酒店业的活动可能会对生态环境造成危害,如通常资源的减少、全球变暖、各种绿色危害物的排放导致野生动物灭绝以及水、空气、光和工业污染等。酒店企业可以利用员工的绿色服务恢复绩效来确定哪些问题是环保的,哪些是不环保的,并通过环保奉献精神和可持续人力资源管理(GHRM)实践来激励员工,从而变得更加环保。GHRM 鼓励员工致力于环保并采取可持续的行动,使酒店能够增强其环境可持续性。这项研究的主要益处在于使人们更容易理解整合 GHRM 实践如何通过提高员工对环境友好的承诺和行为来改善环境绩效。这项现代研究旨在通过印度酒店员工和管理人员的协助,检查和评估绿色知识资本和绿色承诺对环境绩效的影响。它还调查了人力资源的绿色管理如何影响酒店的环境责任感。此外,还将实施结构方程建模(SEM),以持续评估潜在构造之间的任何拟议相互联系。实证研究结果表明,可持续人力资源管理可提高员工对组织的承诺、他们对环境负责的行为以及酒店的环境绩效。在得出结论之前,将介绍本研究的一些不足之处和建议。
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引用次数: 0
Machine Learning and image analysis towards improved energy management in Industry 4.0: a practical case study on quality control 在工业 4.0 中改进能源管理的机器学习和图像分析:质量控制实践案例研究
IF 3.2 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-05-13 DOI: 10.1007/s12053-024-10228-7
Mattia Casini, Paolo De Angelis, Marco Porrati, Paolo Vigo, Matteo Fasano, Eliodoro Chiavazzo, Luca Bergamasco

With the advent of Industry 4.0, Artificial Intelligence (AI) has created a favorable environment for the digitalization of manufacturing and processing, helping industries to automate and optimize operations. In this work, we focus on a practical case study of a brake caliper quality control operation, which is usually accomplished by human inspection and requires a dedicated handling system, with a slow production rate and thus inefficient energy usage. We report on a developed Machine Learning (ML) methodology, based on Deep Convolutional Neural Networks (D-CNNs), to automatically extract information from images, to automate the process. A complete workflow has been developed on the target industrial test case. In order to find the best compromise between accuracy and computational demand of the model, several D-CNNs architectures have been tested. The results show that, a judicious choice of the ML model with a proper training, allows a fast and accurate quality control; thus, the proposed workflow could be implemented for an ML-powered version of the considered problem. This would eventually enable a better management of the available resources, in terms of time consumption and energy usage.

随着工业 4.0 时代的到来,人工智能(AI)为制造和加工的数字化创造了有利环境,帮助各行业实现自动化和优化运营。在这项工作中,我们将重点放在制动钳质量控制操作的实际案例研究上,该操作通常由人工检测完成,需要专用的处理系统,生产速度慢,因此能源利用效率低。我们报告了基于深度卷积神经网络(D-CNN)开发的机器学习(ML)方法,该方法可自动从图像中提取信息,实现流程自动化。针对目标工业测试案例开发了一套完整的工作流程。为了在模型的准确性和计算需求之间找到最佳折衷方案,我们测试了几种 D-CNN 架构。结果表明,明智地选择带有适当训练的 ML 模型,可以实现快速、准确的质量控制;因此,可以针对所考虑问题的 ML 驱动版本实施所建议的工作流程。这最终将能在时间消耗和能源使用方面更好地管理可用资源。
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引用次数: 0
期刊
Energy Efficiency
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