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A review of battery state of charge estimation and management systems: Models and future prospective 电池充电状态估计和管理系统综述:模型与未来展望
IF 6.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2024-02-14 DOI: 10.1002/wene.507
Hossam M. Hussein, Ahmed Aghmadi, Mahmoud S. Abdelrahman, S M Sajjad Hossain Rafin, Osama Mohammed
Batteries are considered critical elements in most applications nowadays due to their power and energy density features. However, uncontrolled charging and discharging will negatively affect their functions and might result in a catastrophic failure of their applications. Hence, a battery management system (BMS) is mandated for their proper operation. One of the critical elements of any BMS is the state of charge (SoC) estimation process, which highly determines the needed action to maintain the battery's health and efficiency. Several methods were used to estimate the Lithium-ion batteries (LIBs) SoC, depending on the LIBs model or any other suitable technique. This article provides a critical review of the existing SoC estimation approaches and the main LIB models with their pros and cons, their possibility to integrate with each other's for precise estimation results, and the applicability of these techniques in electric vehicles and utility applications with the commonly used standards and codes in these sectors. Moreover, this study will also explore a future framework for integrating digital twins (DTs) with BMSs for improved and advanced management. Based on this comprehensive review, it can be concluded that merging the model-based estimation techniques with the data-driven approaches with their promising development to determine the dynamic patterns inside the battery can efficiently achieve precise estimation results while reducing the complexity of these models. This integration will align also with the integration of digital twin technology to provide complete and accurate supervision for the BMSs.
电池因其功率和能量密度大的特点,被认为是当今大多数应用中的关键元件。然而,不受控制的充电和放电会对其功能产生负面影响,并可能导致其应用出现灾难性故障。因此,电池管理系统(BMS)是电池正常运行的必要条件。任何 BMS 的关键要素之一都是电荷状态(SoC)估算过程,它高度决定了维持电池健康和效率所需的行动。根据锂离子电池模型或任何其他合适的技术,有多种方法可用于估算锂离子电池(LIBs)的 SoC。本文对现有的 SoC 估算方法和主要锂离子电池模型的优缺点、相互整合以获得精确估算结果的可能性,以及这些技术在电动汽车和公用事业应用中的适用性和这些领域的常用标准和规范进行了深入评述。此外,本研究还将探讨数字孪生(DT)与 BMS 集成的未来框架,以改善先进的管理。根据上述综述,我们可以得出结论:将基于模型的估算技术与数据驱动方法(其发展前景广阔)相结合,以确定电池内部的动态模式,可以在降低这些模型的复杂性的同时,有效地获得精确的估算结果。这种整合还将与数字孪生技术的整合相一致,为 BMS 提供完整而准确的监控。
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引用次数: 0
Bio-based materials for solar cells 用于太阳能电池的生物基材料
IF 6.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2024-02-12 DOI: 10.1002/wene.508
Kati Miettunen, Mahboubeh Hadadian, Joaquín Valdez García, Alicja Lawrynowicz, Elena Akulenko, Orlando J. Rojas, Michael Hummel, Jaana Vapaavuori
Plant-based materials are emerging as an alternative to conventional components in advanced energy applications. Among these, energy harvesting from sunlight is highly attractive and, in fact, represents the fastest growing energy technology. This review addresses the broad field of solar cell science since plant-based components can be utilized in almost all solar technologies, and in certain photovoltaic technologies, they can fulfill most of the roles in photovoltaic devices. There is strengthened recent interest in developing sustainable materials options as well as new functionalities being developed for bio-based materials. This contribution describes the different options for plant-derived materials in photovoltaics and discusses their deployment feasibility. We focus on performance, lifetime, and embedded energy, all of which are critical to achieve—economically and sustainably–competitive photovoltaic devices. We address the tendency in the current literature for greenwashing, given that not all plant-based solutions are environmentally-sound at the device level. On the other hand, plant-based materials can offer functionalities that cannot be reached with currently used materials.
在先进能源应用领域,植物基材料正在成为传统组件的替代品。其中,从太阳光中获取能量极具吸引力,事实上,这也是发展最快的能源技术。本综述涉及太阳能电池科学的广泛领域,因为植物基材料几乎可用于所有太阳能技术,而且在某些光伏技术中,植物基材料可发挥光伏设备的大部分作用。最近,人们对开发可持续材料以及生物基材料的新功能越来越感兴趣。本文介绍了光伏技术中植物衍生材料的不同选择,并讨论了其应用的可行性。我们将重点放在性能、寿命和嵌入式能量上,所有这些对于实现具有经济和可持续竞争力的光伏设备都至关重要。鉴于并非所有基于植物的解决方案在设备层面都对环境无害,我们讨论了当前文献中的 "洗绿 "倾向。另一方面,植物基材料可以提供目前使用的材料无法实现的功能。
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引用次数: 0
Principal component analysis of day-ahead electricity price forecasting in CAISO and its implications for highly integrated renewable energy markets CAISO中日前电价预测的主成分分析及其对高度整合的可再生能源市场的影响
IF 6.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2023-11-20 DOI: 10.1002/wene.504
Joseph Nyangon, Ruth Akintunde
Electricity price forecasting is crucial for grid management, renewable energy integration, power system planning, and price volatility management. However, poor accuracy due to complex generation mix data and heteroskedasticity poses a challenge for utilities and grid operators. This paper evaluates advanced analytics methods that utilize principal component analysis (PCA) to improve forecasting accuracy amidst heteroskedastic noise. Drawing on the experience of the California Independent System Operator (CAISO), a leading producer of renewable electricity, the study analyzes hourly electricity prices and demand data from 2016 to 2021 to assess the impact of day-ahead forecasting on California's evolving generation mix. To enhance data quality, traditional outlier analysis using the interquartile range (IQR) method is first applied, followed by a novel supervised PCA technique called robust PCA (RPCA) for more effective outlier detection and elimination. The combined approach significantly improves data symmetry and reduces skewness. Multiple linear regression models are then constructed to forecast electricity prices using both raw and transformed features obtained through PCA. Results demonstrate that the model utilizing transformed features, after outlier removal using the traditional method and SAS Sparse Matrix method, achieves the highest forecasting performance. Notably, the SAS Sparse Matrix outlier removal method, implemented via proc RPCA, greatly contributes to improved model accuracy. This study highlights that PCA methods enhance electricity price forecasting accuracy, facilitating the integration of renewables like solar and wind, thereby aiding grid management and promoting renewable growth in day-ahead markets.
电价预测对于电网管理、可再生能源整合、电力系统规划和价格波动管理至关重要。然而,由于复杂的发电组合数据和异方差,准确性较差,这对公用事业和电网运营商提出了挑战。本文评价了利用主成分分析(PCA)在异方差噪声中提高预测精度的先进分析方法。根据加州独立系统运营商(CAISO)的经验,该研究分析了2016年至2021年的小时电价和需求数据,以评估日前预测对加州不断变化的发电结构的影响。CAISO是可再生电力的领先生产商。为了提高数据质量,首先采用传统的四分位距(IQR)方法进行离群分析,然后采用一种新的监督式主成分分析技术——鲁棒主成分分析(RPCA),以更有效地检测和消除离群值。该组合方法显著提高了数据对称性,减少了偏度。然后构建多元线性回归模型,利用通过主成分分析获得的原始特征和转换后的特征来预测电价。结果表明,在传统方法和SAS稀疏矩阵方法去除离群值后,利用变换特征的模型达到了最高的预测性能。值得注意的是,通过过程RPCA实现的SAS稀疏矩阵离群值去除方法极大地提高了模型精度。该研究强调,PCA方法提高了电价预测的准确性,促进了太阳能和风能等可再生能源的整合,从而帮助电网管理,促进了日前市场中可再生能源的增长。
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引用次数: 0
The role of sustainable business networks in promoting a Circular Economy in Africa—A systematic literature review 可持续商业网络在促进非洲循环经济中的作用——系统文献综述
IF 6.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2023-11-20 DOI: 10.1002/wene.506
Tawanda Collins Muzamwese, Laura Franco-Garcia, Michiel A. Heldeweg
In order to achieve transition toward a Circular Economy (CE), multiple stakeholder partnerships are required. Although the CE shows proven potential and impact, the implementation is still very low in developing and transition countries. The role of networks in promoting the CE is assessed, including the impact which network participation has on the implementation of a CE at company level. Although firm level capabilities can be enhanced by network participation, a lot of knowledge gaps exist regarding the orientation and structure of networks; governance models for networks and the high impact activities that can be implemented. A systematic literature review was undertaken to characterize the role of sustainable business networks in green industrial transformation. The approach to literature review included keyword search, title analysis, search title analysis, abstract analysis and systematic review of contents for full review of 50 research articles from Web of Science, Scopus and literature. Barriers, cognitions and challenges in the operation of sustainable business networks were clearly analyzed, including knowledge gaps existing in literature. Database search and document review was undertaken to determine the role and impact of sustainable business networks in promoting a CE in comparison to idiosyncratic organizations without any affiliation. The review enabled determination of the policies which promote sustainable business networks, network structure, governance, and success factors. We conclude that sustainable business networks have an impact on the CE transformation in selected African countries. Implementation success could be explained by contextual factors within sustainable business network boundaries.
为了实现向循环经济(CE)的过渡,需要多个利益相关者的伙伴关系。虽然欧洲经委会显示出已证实的潜力和影响,但在发展中国家和转型国家,执行情况仍然很低。评估网络在促进行政长官方面的作用,包括参与网络对在公司一级推行行政长官的影响。虽然企业层面的能力可以通过网络参与得到提升,但在网络的定位和结构方面存在很多知识缺口;可实现的网络和高影响活动的治理模型。本文对可持续商业网络在绿色产业转型中的作用进行了系统的文献综述。文献综述的方法包括关键词检索、标题分析、检索标题分析、摘要分析和内容系统综述,全文综述来自Web of Science、Scopus和literature的50篇研究论文。明确分析了可持续商业网络运行中的障碍、认知和挑战,包括文献中存在的知识缺口。进行了数据库搜索和文件审查,以确定可持续商业网络与没有任何联系的特殊组织相比在促进环境行政管理方面的作用和影响。通过审查,可以确定促进可持续业务网络、网络结构、治理和成功因素的政策。我们得出的结论是,可持续的商业网络对选定的非洲国家的CE转型有影响。实施成功可以用可持续业务网络边界内的环境因素来解释。
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引用次数: 0
Issue Information 问题信息
IF 6.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2023-07-01 DOI: 10.1002/wene.444
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引用次数: 0
Synergies between China's Whole County photovoltaic program and rural heat pump adoption 中国全县光伏项目与农村热泵应用之间的协同效应
IF 6.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2023-06-21 DOI: 10.1002/wene.488
Anders Hove
Electrification of heating, particularly with highly‐efficient heat pumps, is increasingly viewed as essential for reaching the targets of the Paris Climate Agreement. China has promoted replacement of dirty coal heating in rural areas. More recently China has also begun promoting distributed solar photovoltaic (PV) energy as a rural development strategy, particularly with the launch of the Whole County PV pilot program in 2021. While several studies have examined the economics of heat pump adoption, with or without solar PV, the Whole County PV program has not been specifically studied. Further, many prior studies utilize monthly average solar production or temperature ranges. This study examines the economics of heat pumps in participating counties in the Whole County PV program, employing hourly data for both PV output and ambient temperature in participating counties. The analysis shows that pairing residential heat pumps with PV in counties in Shandong, Henan, and Jiangsu would result in short economic payback periods versus gas or resistance heat, while also increasing self‐consumption of PV. The results suggest that expanding the Whole County PV program to incorporate energy efficiency and heating/cooling measures represents an economically attractive way to accelerate the rural energy transition and improve rural livelihoods. Such a policy would help accelerate the low‐carbon energy transition, reduce air pollutant emissions, and help address oversupply of midday PV output in local areas. Barriers to the approach include involvement of different government ministries, the cost of upgrading building insulation, the design of building codes, and the structure of electricity tariffs.
供暖电气化,特别是高效热泵,越来越被视为实现《巴黎气候协定》目标的必要条件。中国已在农村地区推动替代污染严重的燃煤供暖。最近,中国也开始推动分布式太阳能光伏(PV)能源作为农村发展战略,特别是在2021年启动了全县光伏试点项目。虽然有几项研究调查了采用热泵的经济性,无论是否使用太阳能光伏,但整个县的光伏计划尚未得到专门研究。此外,许多先前的研究利用月平均太阳能产量或温度范围。本研究考察了参与全县光伏项目的县的热泵经济性,采用了参与县的每小时光伏输出和环境温度数据。分析表明,在山东、河南和江苏的县,将住宅热泵与光伏相结合,与燃气或阻力热相比,可以获得更短的经济回收期,同时也增加了光伏的自用。结果表明,扩大全县光伏项目,将能效和供暖/制冷措施纳入其中,是加速农村能源转型和改善农村生计的一种经济上有吸引力的方式。这样的政策将有助于加速低碳能源转型,减少空气污染物排放,并有助于解决当地中午光伏发电供过于求的问题。这种方法的障碍包括不同政府部门的参与、升级建筑隔热的成本、建筑规范的设计以及电价结构。
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引用次数: 1
Technological options and design evolution for recycling spent lithium‐ion batteries: Impact, challenges, and opportunities 废锂离子电池回收的技术选择和设计演变:影响、挑战和机遇
IF 6.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2023-05-26 DOI: 10.1002/wene.481
Rumana Hossain, Montajar Sarkar, V. Sahajwalla
The lithium‐ion battery (LIB) market is growing, driven by consumer demand and the imperative to reduce greenhouse gas (GHG) emissions. The socio‐environmental impacts of LIBs production are vast; thus, it is of paramount importance to acquire knowledge about the consequences of lithium metal mining on human health, farming and the overall ecosystem. The materials embedded in spent LIBs have high industrial value. To minimize environmental impacts and conserve declining natural resources, the global supply chain for the raw materials for LIBs should not rely solely on mining. Rather, manufacturers should have access to the critical materials recovered from waste, as a sustainable and reliable secondary source of valuable materials. It is also crucial to study the hazards and economic considerations associated with waste LIB management from disassembly to final recycling stage. This article evaluates and highlights various current approaches to recycling and reuse of LIBs, as well as potential future developments. The pros and cons of different technological options for recycling spent LIBs, and opportunities to use small‐scale recycling technology to overcome the associated barriers, are also discussed.
在消费者需求和减少温室气体(GHG)排放的推动下,锂离子电池(LIB)市场正在增长。lib生产的社会环境影响是巨大的;因此,获取有关锂金属开采对人类健康、农业和整个生态系统的影响的知识至关重要。废lib中嵌入的材料具有很高的工业价值。为了最大限度地减少对环境的影响,保护日益减少的自然资源,lib原材料的全球供应链不应仅仅依赖于采矿。相反,制造商应该能够获得从废物中回收的关键材料,作为有价值材料的可持续和可靠的二次来源。从拆解到最终回收阶段,研究与废物LIB管理相关的危害和经济考虑也至关重要。本文评估并强调了目前回收和再利用lib的各种方法,以及潜在的未来发展。本文还讨论了回收废lib的不同技术选择的利弊,以及利用小规模回收技术克服相关障碍的机会。
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引用次数: 3
Product low‐carbon design, manufacturing, logistics, and recycling: An overview 产品低碳设计、制造、物流和回收:综述
IF 6.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2023-05-11 DOI: 10.1002/wene.479
Bin He, Xin Yuan, Shusheng Qian, Bing Li
Due to the worsening world climate crisis, reducing carbon emissions throughout product operations has become an issue that the manufacturing industry must face. In order to gain competitive advantage, this paper aims to explore low carbon design techniques for product life cycle: including low carbon design, low carbon manufacturing, low carbon logistics and low carbon recycling, as they are highly relevant to reducing carbon emissions. This paper proposes a portfolio structure for low carbon operations, consisting of a target layer, a strategy layer, and a support layer, aimed at improving energy efficiency and reducing carbon emissions. To emphasize the maximization of economic, environmental, and social advantages, the objective layer establishes a system of goals for low‐carbon product design. The strategy layer proposes four low‐carbon product design technologies: low‐carbon product design, manufacturing, transportation, and recycling. The support layer emphasizes the importance of operational systems and support platforms for low‐carbon products, such as low‐carbon design systems, energy information collection systems, energy optimization support systems, carbon emission monitoring and control systems, and low‐carbon management systems. However, successful implementation of low carbon manufacturing is challenging due to the complexity of low carbon manufacturing and the uniqueness of each company. Therefore, this paper suggests applying a life‐cycle‐oriented low‐carbon operation model to various manufacturing enterprises and exploring models that reflect actual manufacturing practices to achieve the goal of low‐carbon manufacturing.
由于世界气候危机的恶化,在整个产品运营过程中减少碳排放已成为制造业必须面对的问题。为了获得竞争优势,本文旨在探索产品生命周期的低碳设计技术:包括低碳设计、低碳制造、低碳物流和低碳回收,因为它们与减少碳排放高度相关。本文提出了一种低碳运营的投资组合结构,包括目标层、战略层和支持层,旨在提高能源效率和减少碳排放。为了强调经济、环境和社会优势的最大化,目标层建立了低碳产品设计的目标体系。战略层提出了四种低碳产品设计技术:低碳产品的设计、制造、运输和回收。支持层强调低碳产品运营系统和支持平台的重要性,如低碳设计系统、能源信息收集系统、能源优化支持系统、碳排放监测和控制系统以及低碳管理系统。然而,由于低碳制造的复杂性和每家公司的独特性,成功实施低碳制造具有挑战性。因此,本文建议将面向生命周期的低碳运营模型应用于各种制造企业,并探索反映实际制造实践的模型,以实现低碳制造的目标。
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引用次数: 0
Electric vehicles adoption: A systematic review (2016–2020) 电动汽车的采用:系统综述(2016-2020)
IF 6.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2023-05-11 DOI: 10.1002/wene.477
Pedro Gerber Machado, Ana Carolina Rodrigues Teixeira, E. Moutinho dos Santos, D. Mouette
Aiming to diversify the energy matrix, mainly regarding the transport sector, electric vehicles have been used as an option to reduce emissions. Despite many advantages of this technology, such as zero operational GHG emission, better energy efficiency compared to conventional vehicles, and low maintenance costs, the purchase cost is still high in several countries, compromising their adoption by many customers. In this context, this paper aims to evaluate the factors that impact electric vehicles (EV) adoption. A systematic review was conducted considering peer‐reviewed papers published in English from 2016 to 2020, and results were separated into clusters to enable the assessment. The main factors found in the literature that most impacted EV market diffusion negatively were the purchase price and the risks related to the market infancy, while subjective norm, perceived behavior, prior knowledge and experience with EV and government incentives influenced EV adoption positively.
为了使能源矩阵多样化,主要是在运输部门,电动汽车已被用作减少排放的一种选择。尽管这项技术具有许多优点,如零操作温室气体排放、与传统车辆相比能效更高以及维护成本更低,但在一些国家,购买成本仍然很高,影响了许多客户对其的采用。在此背景下,本文旨在评估影响电动汽车采用的因素。对2016年至2020年以英语发表的同行评审论文进行了系统评审,并将结果分为多组进行评估。文献中发现,对电动汽车市场扩散产生负面影响最大的主要因素是购买价格和与市场初期相关的风险,而主观规范、感知行为、电动汽车的先验知识和经验以及政府激励措施对电动汽车的采用产生了积极影响。
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引用次数: 1
Whose just energy transition? A South African perspective 谁的能量转换?南非视角
IF 6.1 3区 工程技术 Q2 ENERGY & FUELS Pub Date : 2023-05-09 DOI: 10.1002/wene.478
N. Xaba
South Africa's energy transition is underway and the country has adopted a just transition framework for its execution. However, the energy transition in South Africa is confronted by a multitude of socioeconomic challenges. This perspective focuses on urgent issues regarding South Africa's energy transition. The author argues that South Africa's energy transition needs a people‐centered approach; it must place the needs of all citizens at the forefront and leave no‐one behind. The transition must bring to the fore a new economic development pathway that is driven by renewable energy to create new sectors for economic growth, to create decent work, to reduce persisting energy inequalities and to address the ongoing energy crisis. Furthermore, developed economies will be essential in assisting South Africa with a financing deal for its energy transition. It remains to be seen whether the financing deal will indeed be realized. Also, there must be transparency between partners regarding the nature and structure of these deals, and that this finance be channeled to the most vulnerable victims of climate change. South Africa's energy transition model is the first of its kind globally; the world is watching keenly to see whether the country can succeed. Therefore, the challenge remains for South Africa to ensure that the energy transition addresses the country's socioeconomic challenges and prioritizes its people.
南非的能源转型正在进行中,该国已经通过了一个公正的转型框架来执行。然而,南非的能源转型面临着众多的社会经济挑战。这一观点侧重于有关南非能源转型的紧迫问题。作者认为,南非的能源转型需要以人为本的方法;它必须把所有公民的需求放在首位,不让任何人掉队。过渡必须突出一条由可再生能源驱动的新的经济发展道路,以创造新的经济增长部门,创造体面的工作,减少持续存在的能源不平等,并解决当前的能源危机。此外,发达经济体在协助南非达成能源转型融资协议方面至关重要。融资协议是否真的会实现还有待观察。此外,合作伙伴之间必须对这些交易的性质和结构保持透明,并将这笔资金引导给气候变化最脆弱的受害者。南非的能源转型模式是全球首个此类模式;全世界都在密切关注这个国家能否成功。因此,南非面临的挑战仍然是确保能源转型解决该国的社会经济挑战,并优先考虑其人民。
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引用次数: 0
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