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Geothermal development in South, Southeast and East Asia: A review 南亚、东南亚和东亚的地热开发:综述
IF 16.3 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-14 DOI: 10.1016/j.rser.2024.115043
Jonathan Poh , Hendrik Tjiawi , Anurag Chidire , Balaganesha Balasubramaniam Veerasamy , Tobias Massier , Alessandro Romagnoli , Wei Wu , Dazhao Lu , Jian Wei Mark Lim , Lizhong Yang , Khiok Eng Cliff Chuah
Global geothermal energy utilisation for power generation and direct-use applications have increased over the past 25 years, with Asia having the fastest growth in direct-use applications, which suggests a high demand for geothermal resources in Asia. This review seeks to fill a critical gap in the existing literature on geothermal development in South, Southeast and East Asia. It covers geological background, government policy, technological advancement, and socio-economic factors. This review also provides each country’s current state of geothermal energy usage and insights into the respective government plans and initiatives to maintain and increase geothermal energy utilisation. The countries have been categorised into low- and high-temperature resource countries and their main geothermal heat utilisations have been identified. Countries trying to increase geothermal energy in their energy portfolios should continue to explore geothermal resources and to develop a pool of local expertise to be rightly positioned to adopt these emerging technologies.
过去 25 年来,全球发电和直接利用地热能源的利用率不断提高,其中亚洲直接利用地热能源的利用率增长最快,这表明亚洲对地热资源的需求很大。本综述旨在填补有关南亚、东南亚和东亚地热开发的现有文献中的重要空白。它涵盖了地质背景、政府政策、技术进步和社会经济因素。本综述还介绍了每个国家的地热能利用现状,以及各国政府为保持和提高地热能利用率而制定的计划和采取的举措。这些国家被分为低温资源国和高温资源国,并确定了其主要的地热利用方式。试图在其能源组合中增加地热能源的国家应继续勘探地热资源,并发展当地的专业人才库,为采用这些新兴技术做好充分准备。
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引用次数: 0
Post-Kyoto emissions in the United States 美国的后京都排放
IF 16.3 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-14 DOI: 10.1016/j.rser.2024.115068
Michael Cary
In this study I show that even though the United States (US) did not ratify the Kyoto Protocol, it still largely behaved like a nation with a binding emissions target under the Kyoto Protocol. This is determined by running two sets of synthetic controls models — one using a sample comprised of nations that set a binding emissions target under the Kyoto Protocol, and one using a sample of nations that did not set a binding emissions target. With the exception of methane emissions, the emissions profile of the US resembles its counterparts who did set a binding emissions target. Thus, the US effectively reduced greenhouse emissions similarly to nations that set binding emissions targets under the Kyoto Protocol, but, by opting for natural gas, the US would not experience the same level of public health gains associated with reducing emissions. Given this, the primary implication for future climate policy is that, on the margin, ratifying a binding emissions target is the better choice for the potential signatory as it leads to a more fully internalized externality.
在这项研究中,我表明,尽管美国没有批准《京都议定书》,但它在很大程度上仍然表现得像《京都议定书》下具有约束性排放目标的国家。这一点是通过运行两套合成控制模型确定的,其中一套使用的样本是根据《京都议定书》设定了约束性排放目标的国家,另一套使用的样本是没有设定约束性排放目标的国家。除甲烷排放外,美国的排放情况与那些设定了有约束力排放目标的国家相似。因此,美国与根据《京都议定书》制定了有约束力的排放目标的国家一样,有效地减少了温室气体的排放,但由于选择了天然气,美国不会因减排而获得同等程度的公共健康收益。有鉴于此,对未来气候政策的主要影响是,从边际上看,批准有约束力的排放目标对潜在签署国来说是更好的选择,因为这会带来更充分的内部化外部性。
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引用次数: 0
Rutile TiO2's odyssey into the post-lithium ion battery horizon 金红石钛白粉进入后锂离子电池时代的奥德赛之旅
IF 16.3 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-14 DOI: 10.1016/j.rser.2024.115101
Xiaoyan Wang , Suzhe Liang , Ya-Jun Cheng , Yonggao Xia , Peter Müller-Buschbaum
Rutile titanium dioxide (TiO2) is regarded as one of the most promising electrode candidates for various rechargeable ion batteries applied in large-scale energy storage systems (ESSs) and electronic vehicles (EVs) due to its great cycling stability, high safety, and natural abundance. However, its poor electronic and ionic conductivities are the biggest obstacles on the way towards practical applications. In the past decades, four mainstream optimizing strategies were proposed to alleviate this issue, including constructing nanostructures, compositing with highly conductive materials, creating dual-phase interfaces, and introducing defects. Based on these strategies, a large number of rutile TiO2-based electrode materials were developed and gained good electrochemical performance for various rechargeable ion batteries. In this review, we retrospect the development pathway of TiO2-based electrode materials from the theoretical studies at the very beginning to today’s prosperity in material diversity. With a unique chronological perspective, the general and detailed evolution trends of rutile TiO2 electrode materials with different optimizing strategies are summarized. It is expected that this review can provide not only a complete overview of the development history of rutile TiO2 electrode materials but also a spotlight for the future trends of this promising electrode material towards practical applications.
金红石型二氧化钛(TiO2)因其极佳的循环稳定性、高安全性和天然丰富性,被认为是大规模储能系统(ESS)和电子汽车(EV)中各种可充电离子电池最有前途的电极候选材料之一。然而,其较差的电子和离子导电性是其走向实际应用的最大障碍。在过去的几十年中,人们提出了四种主流优化策略来缓解这一问题,包括构建纳米结构、与高导电性材料复合、创建双相界面和引入缺陷。基于这些策略,大量基于金红石 TiO2 的电极材料被开发出来,并在各种可充电离子电池中获得了良好的电化学性能。在这篇综述中,我们回顾了基于 TiO2 的电极材料从最初的理论研究到今天材料多样性的繁荣发展之路。我们以独特的时间顺序为视角,总结了不同优化策略下金红石型 TiO2 电极材料的总体和详细演变趋势。希望这篇综述不仅能为金红石 TiO2 电极材料的发展历史提供一个完整的概览,还能为这一前景广阔的电极材料走向实际应用的未来趋势提供一个亮点。
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引用次数: 0
Advancements and challenges in battery thermal management for electric vehicles 电动汽车电池热管理的进步与挑战
IF 16.3 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-14 DOI: 10.1016/j.rser.2024.115089
Manisha , Sumit Tiwari , Ravinder Kumar Sahdev , Deepak Chhabra , Meena Kumari , Arshad Ali , Ravin Sehrawat , Prabhakar Tiwari
Battery thermal management (BTM) is pivotal for enhancing the performance, efficiency, and safety of electric vehicles (EVs). This study explores various cooling techniques and their impacts on EV battery optimization. Improved materials aid in heat dissipation enhancement. Computational models and simulation tools are utilized for BTM in EVs. Results reveal diverse temperature regulation outcomes, emphasizing the significance of cycle rate optimization for sustained battery performance and longevity. Active cooling maintains temperatures between 24.72 °C and 39.84 °C, showcasing effective control within a moderate range. Passive cooling exhibits a slightly broader range (25.83 °C to 41.91 °C), while phase change material (PCM) cooling displays versatility but challenges in precise temperature control (21.55 °C to 49.56 °C). Thermoelectric cooling mirrors active cooling's effectiveness within a moderate span (24.09 °C to 41.81 °C). Hybrid cooling achieves regulation comparable to active and thermoelectric methods (24.36 °C to 42.09 °C), indicating its efficacy in maintaining optimal battery temperatures. These findings underscore the importance of BTM advancement in facilitating EV adoption and success. This study supports the UN SDG 7 (Affordable and Clean Energy) and is also aligned with the targets of Paris Agreement emissions i.e. net zero by 2050.
电池热管理(BTM)对于提高电动汽车(EV)的性能、效率和安全性至关重要。本研究探讨了各种冷却技术及其对电动汽车电池优化的影响。改良材料有助于提高散热性能。计算模型和模拟工具被用于电动汽车的 BTM。结果显示了不同的温度调节结果,强调了循环速率优化对电池性能和使用寿命的重要性。主动冷却将温度保持在 24.72 °C 至 39.84 °C 之间,显示了在中等范围内的有效控制。被动冷却的范围稍宽(25.83 ℃ 至 41.91 ℃),而相变材料 (PCM) 冷却具有多功能性,但在精确温度控制方面存在挑战(21.55 ℃ 至 49.56 ℃)。热电冷却在中等范围内(24.09 °C至41.81 °C)反映了主动冷却的效果。混合冷却的调节效果与主动冷却和热电冷却方法相当(24.36 °C至42.09 °C),表明其在维持最佳电池温度方面的功效。这些发现凸显了 BTM 技术的进步在促进电动汽车的采用和成功方面的重要性。这项研究支持联合国可持续发展目标 7(负担得起的清洁能源),也符合《巴黎协定》的排放目标,即到 2050 年实现净零排放。
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引用次数: 0
The effect of fuels and other variables on the price of district heating in Finland 燃料和其他变量对芬兰地区供热价格的影响
IF 16.3 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-12 DOI: 10.1016/j.rser.2024.115086
Tapio Ranta, Antti Karhunen, Mika Laihanen
District heating is the most common form of heating in Finland. In 2020, approximately 45 % of the heating energy in residential and service buildings in Finland was produced by district heating. The use of biomass has doubled, and waste heat tripled in the 2010s as they have replaced fossil fuels and peat. This study examined how the use of fuels and other variables have affected the price of district heating. The price of district heating varies widely between different companies, which is assumed to depend mostly on the fuel options. The arithmetic average of district heating companies' taxable sales price of district heat in January 1, 2023 was 91.2 €/MWh. This price was for an apartment building customer, who is the most typical district heating customer. The cheapest district heating was produced with wastes and with peat and the most expensive with fossils and pellets. The study found that the price of district heating varies widely between different companies (52.8–137.5 €/MWh). At its largest, the price difference for average fuel-specific category prices was 16 % (13.6 €/MWh). The price difference compared to fossil fuels has increased with the energy crisis. The price of wood fuels has also risen, as their use has increased, and Russian imports have ended. Therefore, the higher average price of the fossil fuel category was expected, together with higher taxation and price of emission allowances.
区域供暖是芬兰最常见的供暖方式。2020 年,芬兰住宅和服务建筑中约 45% 的供暖能源来自区域供暖。在 2010 年代,生物质的使用量翻了一番,废热的使用量增加了两倍,因为它们已经取代了化石燃料和泥炭。本研究探讨了燃料的使用和其他变量如何影响区域供热的价格。不同公司的区域供热价格差异很大,这主要取决于燃料的选择。2023 年 1 月 1 日,区域供热公司的区域供热应税销售价格的算术平均值为 91.2 欧元/兆瓦时。该价格针对的是公寓楼用户,这是最典型的区域供热用户。使用废物和泥炭生产的区域供热最便宜,使用化石燃料和颗粒燃料生产的区域供热最昂贵。研究发现,不同公司的区域供热价格差异很大(52.8-137.5 欧元/兆瓦时)。最大时,特定燃料类别的平均价格差异为 16%(13.6 欧元/兆瓦时)。与化石燃料相比,价格差异随着能源危机而加大。木质燃料的价格也随着木质燃料使用量的增加和俄罗斯进口的终止而上涨。因此,化石燃料类的平均价格较高是意料之中的,同时税收和排放配额的价格也较高。
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引用次数: 0
Recombination suppression in TiO₂/boron-doped reduced graphene oxide-based dye-sensitized solar cells 基于 TiO₂/硼掺杂还原氧化石墨烯的染料敏化太阳能电池中的重组抑制作用
IF 16.3 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-11 DOI: 10.1016/j.rser.2024.115088
Savisha Mahalingam , Abreeza Manap , Kam Sheng Lau , Ramisha Rabeya , Chin Hua Chia , Kai Xue , Puvaneswaran Chelvanathan
Fundamental operational principles of photoanode-based-dye-sensitized solar cells (DSSC) remain elusive. The modification in photoanodes affects the overall DSSC performance due to the behavioral changes in charge transport. In this work, we control the precursor concentrations to fabricate a boron-reduced graphene oxide (B-rGO) series with varied amounts of photoanodes. The DSSC incorporating 0.2 wt% B-rGO exhibits the highest efficiency and EQE, surpassing both lower and higher B-rGO concentrations. Electrochemical impedance spectroscopy reveals the lowest charge transfer resistance for the 0.2 wt% B-rGO DSSC, suggesting suppressed recombination processes. However, the observed trend in electron lifetime (longest for the reference DSSC and decreasing with B-rGO concentration) suggests the potential introduction of electron trapping sites even at low B-rGO levels. The optimal B-rGO concentration (0.2 wt%) facilitates efficient electron transfer from the excited dye to the TiO2 conduction band, potentially enhancing light scattering or suppressing recombination.
基于光阳极的染料敏化太阳能电池(DSSC)的基本工作原理仍未阐明。由于电荷传输的行为变化,光阳极的改性会影响 DSSC 的整体性能。在这项工作中,我们控制了前驱体的浓度,制造出了具有不同数量光阳极的硼还原氧化石墨烯(B-rGO)系列。含有 0.2 wt% B-rGO 的 DSSC 显示出最高的效率和 EQE,超过了较低和较高浓度的 B-rGO。电化学阻抗光谱显示,0.2 wt% B-rGO DSSC 的电荷转移电阻最低,表明重组过程受到抑制。然而,观察到的电子寿命趋势(参考 DSSC 的电子寿命最长,随着 B-rGO 浓度的增加而缩短)表明,即使在 B-rGO 浓度较低的情况下,也有可能引入电子捕获点。最佳的 B-rGO 浓度(0.2 wt%)可促进电子从激发染料向二氧化钛导带的有效转移,从而增强光散射或抑制重组。
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引用次数: 0
Review: Classification, theories, and methodologies concerning bio-based polymer dielectric composites 回顾:生物基聚合物电介质复合材料的分类、理论和方法
IF 16.3 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-11 DOI: 10.1016/j.rser.2024.115026
Hari Prashanth Palani Velayuda Shanmugasundram, Elammaran Jayamani, Kok Heng Soon
This work offers a bibliographic review in the field of biopolymer composite fabrication that seeks bio-based polymers and other materials currently used in the electrical and electronics industries. Highly acclaimed polymers, including synthetic polymers, have been included in this review and their dielectric properties are critically reviewed. In addition, this review consists of all the classified biopolymers that have been used for dielectric applications and the potential filler materials have been thoroughly discussed. Existing dielectric theories, mathematical models and polarization phenomenon related to dielectric polymer composites have been visually represented and factually explained for the betterment of conceptual understanding and experimental evaluations. In an ever-growing material science discipline, this review analysis has covered the potential use of biopolymers, organoclays, and other fillers that may ensemble together to perform in the electronics industry. The limitations involved in this analysis, optimization in methods of fabrication and views related to future direction of polymer composite research has been suggested. Furthermore, the practical approach for functionalization of filler materials and their ethical use in industry for reducing waste products have been considered in this review. Furthermore, this review offers a vivid perspective of using cleaner methods of production, fabrication and usage of materials that encompasses green polymers, fillers with low carbon footprint and sustainable incorporation of chemical products were assessed for their application in microelectronics.
本著作提供了生物聚合物复合材料制造领域的文献综述,探讨了生物基聚合物和目前电气和电子行业使用的其他材料。备受赞誉的聚合物(包括合成聚合物)已被纳入本综述,并对其介电性能进行了严格审查。此外,本综述还包括所有已用于介电应用的分类生物聚合物,并对潜在的填充材料进行了深入讨论。与介电聚合物复合材料相关的现有介电理论、数学模型和极化现象都已得到直观呈现和事实解释,以便更好地进行概念理解和实验评估。在不断发展的材料科学学科中,本综述分析涵盖了生物聚合物、有机粘土和其他填料在电子工业中的潜在用途。分析中涉及的局限性、制造方法的优化以及对聚合物复合材料研究未来方向的看法都已被提出。此外,本综述还考虑了填充材料功能化的实用方法及其在工业中的道德使用,以减少废品。此外,本综述还从一个生动的角度探讨了如何使用更清洁的方法生产、制造和使用材料,其中包括绿色聚合物、低碳足迹填料以及化学产品的可持续应用,并对它们在微电子领域的应用进行了评估。
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引用次数: 0
Ecological impact of vehicles: A comparative study within the Czech Republic and other Visegrad 4 countries 车辆对生态的影响:捷克共和国与其他维谢格拉德四国的比较研究
IF 16.3 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-11 DOI: 10.1016/j.rser.2024.115059
Kamil Jaššo , Martin Mačák , Martin Šedina , Josef Máca , Gavin D.J. Harper , Tomáš Kazda
In the last decade, the popularity of electric vehicles has grown significantly. Today, there is a wide range of electric vehicles available, from small city cars to sports cars and large sport utility vehicles (SUVs). Each new generation increases the total energy of the battery, thereby extending the range of electric vehicles. Modern electric vehicles often achieve a range of more than 400 km on a single charge. However, as their popularity grows, there have been increasing reports of higher life cycle emissions compared to conventional vehicles. These higher life cycle emissions are often associated with the ever-increasing size of the battery. This study aims to point out the main sources of emissions in the life cycle of an electric vehicle and compare them with conventional vehicles with internal combustion engines. Furthermore, our objective is to determine the ecological viability of electric vehicles in the Czech Republic compared to the other Visegrad Four countries. Based on extensive research, it has been calculated that electric vehicles have the potential to reduce emissions by 29%–69% (46% in the Czech Republic) compared to their petrol equivalents and by 19%–60% compared to their diesel equivalents (39% in the Czech Republic). Even in the worst-case scenario (Poland), an electric vehicle with a 64 kWh battery is more environmentally friendly than a petrol vehicle after driving 48,343 km.
近十年来,电动汽车的普及率大幅提高。如今,电动汽车种类繁多,从小型城市汽车到跑车和大型运动型多用途车(SUV)应有尽有。每一代新产品都增加了电池的总能量,从而延长了电动汽车的续航里程。现代电动汽车一次充电的续航里程通常超过 400 公里。然而,随着电动汽车的普及,越来越多的报告指出,与传统汽车相比,电动汽车的生命周期排放更高。这些较高的生命周期排放通常与电池体积不断增大有关。本研究旨在指出电动汽车生命周期内的主要排放源,并将其与装有内燃机的传统汽车进行比较。此外,我们的目标是确定与其他维谢格拉德四国相比,电动汽车在捷克共和国的生态可行性。根据广泛的研究计算,与汽油车相比,电动车可减少 29%-69% 的排放量(捷克共和国为 46%),与柴油车相比,可减少 19%-60% 的排放量(捷克共和国为 39%)。即使在最糟糕的情况下(波兰),64 千瓦时电池的电动汽车在行驶 48,343 公里后也比汽油车更环保。
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引用次数: 0
The environmental factors affecting solar photovoltaic output 影响太阳能光伏发电输出的环境因素
IF 16.3 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-10 DOI: 10.1016/j.rser.2024.115073
Olusola Bamisile , Caroline Acen , Dongsheng Cai , Qi Huang , Iain Staffell
The global expansion of solar photovoltaics (PV) is central to the global energy transition. As governments aim to triple renewable energy capacity by 2030, solar PV is poised for rapid growth, particularly outside mid-latitude regions (China, Europe, US) where uptake has been highest. These new growth areas have diverse environmental conditions, where factors like higher temperatures and aerosol concentrations strongly impact solar power production. A comprehensive review of these effects therefore aids PV performance and siting optimization. This review examines six key influences: solar irradiance, ambient temperature, atmospheric conditions, terrain effects, extreme weather events, and long-term irradiance changes. First, solar irradiance has strong geographic and temporal variability, making it the most significant factor. Second, raising module temperature reduces efficiency by 0.4–0.5 % per degree Celsius, limiting productivity in hotter climates. Third, atmospheric conditions (clouds, aerosols, pollutants, and dust) can reduce electricity output by up to 60 %, especially in desert regions. Fourth, terrain factors like albedo and snow present mixed effects, with increased reflection boosting output but snow obstructing panels. Fifth, extreme weather like wildfires and hailstorms cause substantial damage, while solar eclipses lead to large but short-lived output losses. Finally, long-term changes in solar irradiance, driven by climate change and air pollutants, present future challenges for maintaining PV efficiency. Optimizing PV systems for diverse climates and mitigating environmental impacts on productivity is important to the continued success of solar photovoltaics. This review highlights the need for tailored strategies to maintain performance in varied and evolving environmental contexts.
太阳能光伏发电(PV)在全球的发展是全球能源转型的核心。由于各国政府的目标是到 2030 年将可再生能源发电量增加两倍,太阳能光伏发电将实现快速增长,尤其是在中纬度地区(中国、欧洲、美国)以外的地区,这些地区的太阳能光伏发电量最高。这些新增长地区的环境条件各不相同,较高的温度和气溶胶浓度等因素对太阳能发电产生了强烈影响。因此,全面审查这些影响有助于光伏性能和选址优化。本综述探讨了六个关键影响因素:太阳辐照度、环境温度、大气条件、地形影响、极端天气事件和长期辐照度变化。首先,太阳辐照度具有很强的地理和时间变化性,因此是最重要的影响因素。其次,模块温度每升高 1 摄氏度,效率就会降低 0.4-0.5%,从而限制了炎热气候条件下的生产率。第三,大气条件(云层、气溶胶、污染物和灰尘)可使发电量减少高达 60%,尤其是在沙漠地区。第四,反照率和积雪等地形因素会产生混合影响,反射增加会提高产量,但积雪会阻碍太阳能电池板。第五,野火和冰雹等极端天气会造成巨大损失,而日食会导致大量但短暂的输出损失。最后,在气候变化和空气污染物的影响下,太阳辐照度会发生长期变化,这对维持光伏发电效率提出了挑战。针对不同气候优化光伏系统,减轻环境对生产力的影响,对于太阳能光伏技术的持续成功非常重要。本综述强调了在不同和不断变化的环境背景下保持性能的定制战略的必要性。
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引用次数: 0
Enhanced Gaussian process dynamical modeling for battery health status forecasting 用于电池健康状态预测的增强型高斯过程动态建模
IF 16.3 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-09 DOI: 10.1016/j.rser.2024.115045
W.W. Xing , Z. Zhang , A.A. Shah
Monitoring the state-of-health of Li-ion batteries is a critical component of battery management systems in electric vehicles. A large number of feature-based machine-learning methods have been introduced in the last decade to improve the accuracy of predictions of the state-of-health and end-of-life, especially early in the lifetime of the battery stack. Unless multiple battery data sets are used for direct and crude predictions of the end-of-life, however, such an approach is infeasible since the features are not known for future cycles. In this study a new nonlinear state-space model that can overcome this limitation is introduced. The powerful Gaussian process dynamical model is extended by generalizing the covariance structure, and therefore permitting more flexible models for the observables and latent variables. The model is further enhanced with transfer learning, to yield accurate early predictions of the future state-of-health of Li-ion batteries up to end-of-life. Experiments conducted on two of the NASA Ames Battery data sets and the Oxford Battery Degradation data set demonstrate the accuracy and superiority of the new model over state-of-the-art benchmarks algorithms, including supervised Gaussian process models, deep convolutional networks, recurrent networks and support vector regression. The root mean square error is reduced by up to 43% on the NASA data sets and by up to 54% on the Oxford data set.
监测锂离子电池的健康状况是电动汽车电池管理系统的重要组成部分。在过去十年中,大量基于特征的机器学习方法被引入,以提高健康状况和寿命终止预测的准确性,尤其是在电池组寿命的早期。然而,除非使用多个电池数据集来直接粗略预测寿命终止时间,否则这种方法是不可行的,因为不知道未来周期的特征。本研究引入了一种新的非线性状态空间模型,可以克服这一限制。通过泛化协方差结构,扩展了功能强大的高斯过程动态模型,从而为观测变量和潜变量提供了更灵活的模型。该模型通过迁移学习得到了进一步增强,从而对锂离子电池未来直至报废的健康状况做出了准确的早期预测。在美国国家航空航天局艾姆斯电池数据集和牛津电池退化数据集上进行的实验表明,新模型的准确性和优越性超过了最先进的基准算法,包括有监督的高斯过程模型、深度卷积网络、递归网络和支持向量回归。NASA 数据集的均方根误差降低了 43%,牛津数据集的均方根误差降低了 54%。
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引用次数: 0
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Renewable and Sustainable Energy Reviews
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