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Emerging opportunities for hybrid perovskite solar cells using machine learning 使用机器学习的混合钙钛矿太阳能电池的新机会
Pub Date : 2023-07-05 DOI: 10.1063/5.0146828
Abigail R. Hering, Mansha Dubey, M. Leite
While there are several bottlenecks in hybrid organic–inorganic perovskite (HOIP) solar cell production steps, including composition screening, fabrication, material stability, and device performance, machine learning approaches have begun to tackle each of these issues in recent years. Different algorithms have successfully been adopted to solve the unique problems at each step of HOIP development. Specifically, high-throughput experimentation produces vast amount of training data required to effectively implement machine learning methods. Here, we present an overview of machine learning models, including linear regression, neural networks, deep learning, and statistical forecasting. Experimental examples from the literature, where machine learning is applied to HOIP composition screening, thin film fabrication, thin film characterization, and full device testing, are discussed. These paradigms give insights into the future of HOIP solar cell research. As databases expand and computational power improves, increasingly accurate predictions of the HOIP behavior are becoming possible.
虽然在混合有机-无机钙钛矿(HOIP)太阳能电池的生产步骤中存在几个瓶颈,包括成分筛选、制造、材料稳定性和设备性能,但近年来机器学习方法已经开始解决这些问题。在HOIP开发的每个阶段,已经成功地采用了不同的算法来解决独特的问题。具体来说,高通量实验产生了有效实施机器学习方法所需的大量训练数据。在这里,我们介绍了机器学习模型的概述,包括线性回归、神经网络、深度学习和统计预测。本文讨论了文献中的实验实例,其中机器学习应用于HOIP成分筛选,薄膜制造,薄膜表征和全设备测试。这些范例为HOIP太阳能电池研究的未来提供了见解。随着数据库的扩展和计算能力的提高,对HOIP行为越来越准确的预测成为可能。
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引用次数: 1
NASICON-based all-solid-state Na–ion batteries: A perspective on manufacturing via tape-casting process 基于nasicon的全固态钠离子电池:通过磁带铸造工艺制造的观点
Pub Date : 2023-07-05 DOI: 10.1063/5.0151559
George Hasegawa, Katsuro Hayashi
On the background of the urgent demand to realize a decarbonized society, energy storage technology plays a key role in shifting from social activities founded on the combustion of fossil fuels to those based on renewable energy resources. Toward this end, global deployment of large-scale rechargeable batteries supplying electricity to power grids is imperative, which requires widespread commercialization of high-performance and safe batteries at a low price relying on abundant and ubiquitous source materials and a cost-efficient manufacturing process. Along this line, the trend of the battery research field is currently located at a turning point: “from Li–ion to Na–ion” and “from liquid to solid electrolyte.” From the viewpoints of the distinguished oxide solid electrolyte, Na superionic conductor (NASICON), and the long-standing progress in ceramic processing, Na–ion all-solid-state batteries (Na-ASSBs) based on NASICON and its derivatives show great promise to realize an innovative and sustainable society in the future. At this moment, however, Na-ASSBs face multifaceted and formidable challenges to overcome for practical usage, mostly relating to interfacial matters in terms of interparticle and interlayer contacts. Here, we overview the recent research progress in NASICON-based solid electrolytes (SEs) from the aspects of synthetic techniques and sintering aids, particularly focusing on the tape-casting process and glass additive. We also provide insights into how to prepare electrode layers and incorporate them with an SE layer into an ASSB cell via tape casting, with the prospect of a high-capacity multilayer-stacked ASSB analogous to the multilayer ceramic capacitors (MLCCs). In addition, the feasibility of a Na metal anode in conjunction with the NASICON-type SEs and the tape-casting process toward an MLCC-type cell configuration is discussed. In the last section, we propose our ideas about future research directions in relevant fields to achieve a breakthrough for Na-ASSBs based on NASICON.
在实现脱碳社会的迫切需求背景下,储能技术在实现以化石燃料燃烧为基础的社会活动向以可再生能源为基础的社会活动转变方面发挥着关键作用。为此,向电网供电的大规模可充电电池的全球部署势在必行,这需要依靠丰富和无处不在的原材料和经济高效的制造工艺,以低价格广泛商业化高性能和安全的电池。沿着这条路线,电池研究领域的趋势目前正处于一个转折点:“从锂离子到钠离子”和“从液体到固体电解质”。从优异的氧化物固体电解质、钠超离子导体(NASICON)和陶瓷加工的长期进展来看,基于NASICON及其衍生物的钠离子全固态电池(Na- assb)在未来实现创新和可持续发展的社会中具有广阔的前景。然而,目前na - assb在实际应用中面临着多方面的艰巨挑战,主要涉及颗粒间和层间接触方面的界面问题。本文从合成技术和烧结助剂方面综述了近年来nasicon基固体电解质(SEs)的研究进展,重点介绍了带型铸造工艺和玻璃助剂。我们还提供了如何制备电极层并通过带铸将其与SE层结合到ASSB电池中的见解,展望了类似于多层陶瓷电容器(mlcc)的高容量多层堆叠ASSB的前景。此外,还讨论了Na金属阳极与nasicon型se和带状铸造工艺相结合的可行性,以实现mlcc型电池结构。最后,我们对未来相关领域的研究方向提出了设想,以期在NASICON的基础上实现na - assb的突破。
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引用次数: 0
Surface passivation of sequentially deposited perovskite solar cells by octylammonium spacer cations 顺序沉积钙钛矿太阳能电池的辛胺间隔离子表面钝化
Pub Date : 2023-07-05 DOI: 10.1063/5.0144330
Michalis Loizos, M. Tountas, P. Mangelis, K. Rogdakis, E. Kymakis
Effective passivation of defects is an important step toward achieving highly efficient and stable Perovskite Solar Cells (PSCs). In this work, we introduce the incorporation of two different octylammonium based spacer cations as 2D perovskite passivation layers, namely Octylammonium Bromide (OABr) and octylammonium iodide. PSCs with OABr as a 2D passivation layer demonstrated an enhanced Power Conversion Efficiency (PCE) of 21.40% (the control device has a PCE of 20.26%), resulting in a higher open circuit voltage of 40 mV. The 2D perovskite passivation layers lead to a smoother interface and a better contact with the hole transport layer, while transient photoluminescence and transient photovoltage measurements indicated reduced non-radiative recombination. Unencapsulated devices retained almost 90% of their initial PCE after 500 h of exposure under high ambient humidity conditions, confirming that the surface passivation treatment has led to improved device stability.
有效钝化缺陷是实现高效稳定钙钛矿太阳能电池(PSCs)的重要一步。在这项工作中,我们引入了两种不同的辛基铵基间隔阳离子作为二维钙钛矿钝化层,即溴化辛基铵(OABr)和碘化辛基铵。采用OABr作为二维钝化层的PSCs的功率转换效率(PCE)提高了21.40%(控制器件的PCE为20.26%),开路电压更高,达到40 mV。二维钙钛矿钝化层使界面更光滑,与空穴输运层的接触更好,而瞬态光致发光和瞬态光电压测量表明非辐射复合减少。在高环境湿度条件下暴露500小时后,未封装的器件保留了近90%的初始PCE,这证实了表面钝化处理提高了器件的稳定性。
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引用次数: 1
In situ cathode-electrolyte interphase enables high cycling stability of Co-free Li-rich layered cathodes 原位阴极-电解质界面使无钴富锂层状阴极具有高循环稳定性
Pub Date : 2023-07-05 DOI: 10.1063/5.0150919
P. Vahdatkhah, S. Sadrnezhaad, O. Voznyy
Despite the extensive research in Li-rich layered oxides (LLOs), which are promising candidates for high-energy density cathodes, their cycle life still cannot meet the real-world application requirements. The poor cycle performance arises from the electrolyte decomposition at high voltage, resulting in damage and subsequent surface-initiated conversion of the cathode from layered to spinel phase. This problem is even more challenging for Co-free LLO cathodes. Here, we report a one-pot synthesis of in situ carbonate-coated nanostructured Co-free LLO (Li2CO3@LLO) through a polyol-assisted method. This inorganic coating suppresses oxygen release, provides good Li–ion transport, and protects the cathode from adverse reactions with the electrolyte. The obtained material exhibits excellent long-term stability, with 76% capacity retention after 1000 cycles at a 0.2 C rate without any Co addition, demonstrating a path forward for using LLOs as a next-generation Li–ion battery cathode.
尽管对富锂层状氧化物(LLOs)进行了广泛的研究,它们是高能密度阴极的有前途的候选者,但它们的循环寿命仍然不能满足实际应用的要求。由于电解液在高压下分解,导致阴极从层状相到尖晶石相的表面引发转变,导致循环性能差。对于无co的LLO阴极来说,这个问题更具挑战性。在这里,我们报告了通过多元醇辅助方法一锅原位合成碳酸盐涂层纳米结构无co - LLO (Li2CO3@LLO)。这种无机涂层抑制氧气释放,提供良好的锂离子运输,并保护阴极免受与电解质的不良反应。所获得的材料表现出优异的长期稳定性,在0.2℃的温度下,在1000次循环后,在不添加任何Co的情况下,其容量保持率为76%,表明了将LLOs用作下一代锂离子电池阴极的前进道路。
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引用次数: 0
Pulsed laser ablation production of Ni/NiO nano electrocatalysts for oxygen evolution reaction 脉冲激光烧蚀制备Ni/NiO纳米析氧电催化剂
Pub Date : 2023-04-24 DOI: 10.1063/5.0144600
V. Iacono, M. Scuderi, Maria Laura Amoruso, A. Gulino, F. Ruffino, S. Mirabella
Efficient and sustainable materials are requested to overcome the actual major issues related to green energy production. Ni/NiO nanoparticles (NPs, 2–4 nm in size) produced by Pulsed Laser Ablation in Liquid (PLAL) are reported as highly efficient and stable electrocatalysts for oxygen evolution reaction (OER) in water splitting applications. Ni/NiO NPs dispersions are obtained by ablating a Ni target immersed in deionized water with an Nd:YAG nanosecond pulsed laser. NPs size and density were driven by laser energy fluence (ranging from 8 to 10 J cm−2) and shown to have an impact on OER performance. Ni/NiO NPs were characterized by scanning and transmission electron microscopy, x-ray diffraction, photoemission spectroscopy, and Rutherford back-scattering spectrometry. By drop-casting onto graphene paper, anode electrodes were fabricated for electrochemical water splitting in alkaline electrolytes. The extrinsic and intrinsic catalytic performances for OER have been quantified, achieving an overpotential of 308 mV (at a current density of 10 mA cm−2) and unprecedented mass activity of more than 16 A mg−1, using NPs synthesized with the highest and lowest laser energy fluence, respectively. The impact of NPs’ size and density on OER performances has been clarified, opening the way for PLAL synthesis as a promising technique for highly efficient nano-electrocatalysts production.
需要高效和可持续的材料来克服与绿色能源生产有关的实际重大问题。采用脉冲激光烧蚀法制备的Ni/NiO纳米颗粒(NPs,尺寸为2 ~ 4nm)是一种高效稳定的析氧反应电催化剂。用Nd:YAG纳秒脉冲激光烧蚀浸在去离子水中的Ni靶材,获得Ni/NiO NPs色散。NPs的大小和密度受激光能量影响(范围从8到10 J cm−2),并显示出对OER性能的影响。采用扫描电镜、透射电镜、x射线衍射、光发射光谱和卢瑟福背散射光谱对Ni/NiO NPs进行了表征。采用滴铸法制备了碱性电解液中电解水的阳极电极。对OER的外在和内在催化性能进行了量化,使用最高和最低激光能量影响合成的NPs分别实现了308 mV的过电位(电流密度为10 mA cm−2)和超过16 a mg−1的前所未有的质量活性。NPs的大小和密度对OER性能的影响已经得到澄清,这为PLAL合成作为一种高效纳米电催化剂的有前途的技术开辟了道路。
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引用次数: 1
A multifunctional highway system incorporating superconductor levitated vehicles and liquefied hydrogen 结合超导体悬浮车辆和液态氢的多功能高速公路系统
Pub Date : 2023-04-24 DOI: 10.1063/5.0139834
O. Vakaliuk, Shaowei Song, U. Floegel-Delor, F. Werfel, K. Nielsch, Z. Ren
Magnetic levitation for the transport of people and goods using bulk superconductors and electrical power transmission using superconductors have both been demonstrated, but neither has been developed for daily use due to technological deficiencies and high costs. We envision combining the transport of people and goods and energy transmission and storage in a single system. Such a system, built on existing highway infrastructure, incorporates a superconductor guideway, allowing for simultaneous levitation of vehicles with magnetized undercarriages for rapid transport without schedule limitations and lossless transmission and storage of electricity. Incorporating liquefied hydrogen additionally allows for simultaneous cooling of the superconductor guideway and sustainable energy transport and storage. Here, we report the successful demonstration of the primary technical prerequisite, levitating a magnet above a superconductor guideway.
使用大块超导体进行人员和货物运输的磁悬浮和使用超导体进行电力传输都已得到证实,但由于技术缺陷和高成本,两者都没有开发用于日常使用。我们设想将人员和货物的运输以及能源的传输和储存结合在一个系统中。这样的系统,建立在现有的高速公路基础设施上,包含一个超导导轨,允许同时悬浮的车辆与磁化底盘快速运输,没有时间表限制和无损传输和存储电力。此外,结合液化氢可以同时冷却超导导轨和可持续能源运输和储存。在这里,我们报告了主要技术条件的成功演示,使磁体悬浮在超导导轨上。
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引用次数: 3
Piezocatalytic activity of CaO–Bi2O3–B2O3 glass-ceramics under ultrasonic vibrations 超声振动下CaO-Bi2O3-B2O3微晶玻璃的压催化活性
Pub Date : 2023-04-24 DOI: 10.1063/5.0141938
Chirag Porwal, V. Chauhan, R. Vaish
Transparent glass-ceramics of CaO–Bi2O3–B2O3 (CBBO) were fabricated using the conventional melt quench technique. X-ray diffraction and Raman spectroscopy were employed to confirm the phase of the prepared samples. Differential scanning calorimetry (DSC) was used to verify that the material was, indeed, glassy. The CBBO glass samples were subjected to heat treatment at 540 °C for 30 min and 1 h based on their crystallization temperature obtained from DSC analysis. This study focused on the piezocatalytic behavior of CBBO glass-ceramic samples. Piezocatalysis experiments were conducted on the fabricated glass-ceramic samples, and it was discovered that the samples heat-treated for 30 min (HT30m) at 540 °C showed maximum dye degradation of 61% under 240 min of ultrasonication. Experiments were repeated multiple times to confirm their reliability. Additionally, a phytotoxicity assessment was performed on the degraded dye using vigna radiata seeds. The antibacterial properties of the CBBO glass-ceramic samples were also investigated via piezocatalysis. It was discovered that the HT30m CBBO glass-ceramic sample removes 98% of Escherichia coli and 99% of Staphylococcus aureus bacteria within 120 min of ultrasonication.
采用传统的熔体淬火工艺制备了CaO-Bi2O3-B2O3透明微晶玻璃。利用x射线衍射和拉曼光谱对制备的样品进行了物相鉴定。差示扫描量热法(DSC)被用来验证材料确实是玻璃状的。根据DSC分析得到的结晶温度,将CBBO玻璃样品在540℃下热处理30 min和1 h。本文主要研究了CBBO玻璃陶瓷样品的压催化行为。对制备的玻璃陶瓷样品进行了压电催化实验,发现在540℃下热处理30 min (HT30m)的样品在240 min的超声作用下染料降解率最高,达到61%。实验被重复多次以证实其可靠性。此外,还对使用辐射豇豆种子降解的染料进行了植物毒性评估。采用压电催化法研究了CBBO微晶玻璃的抗菌性能。结果发现,HT30m CBBO玻璃陶瓷样品在超声作用120 min内,可去除98%的大肠杆菌和99%的金黄色葡萄球菌。
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引用次数: 4
Highly ion conductive cross-linked ionogels for all-quasi-solid-state lithium-metal batteries 准固态锂金属电池用高离子导电性交联离子凝胶
Pub Date : 2023-04-24 DOI: 10.1063/5.0139814
P. Pal, A. Ghosh
Highly Li+-ion conductive and stable cross-linked network based flexible ionogels have been prepared using the thermal polymerization of poly(ethylene glycol) diacrylate (PEGDA) in the presence of an ionic liquid electrolyte (ILE) composed of 1-ethyl-3-methylimidazolium tetrafluoroborate (EMIMBF4) ionic liquid and lithium tetrafluoroborate (LiBF4) salt, and their electrochemical behavior and stability have been investigated. The cross-linked polymerization reaction of monomers is confirmed using FTIR spectra. The temperature dependence of the ionic conductivity indicates that the Li–ion transport is coupled with the segmental dynamics of polymer chains. The prepared ionogel [PEGDA:ILE = 20:80(w/wt %)] with a 30 mol. % LiBF4 salt concentration exhibits a high ionic conductivity of ∼12.59 mS cm−1 and a lithium transference number of ∼0.56 at 30 °C. The lithium plating/stripping experiments indicate the formation of a robust and conductive solid electrolyte interface at the lithium electrode surface. The all-quasi-solid-state energy storage device such as a lithium-metal battery fabricated with this ionogel delivers a high discharge specific capacity of 156 mA h g−1 at a current rate of C/20 at 30 °C and achieves 83% capacity retention at the 50th cycle.
在1-乙基-3-甲基咪唑四氟硼酸盐(EMIMBF4)和四氟硼酸锂盐(LiBF4)组成的离子液体电解质(ILE)存在下,采用热聚合法制备了具有高Li+导电性和稳定性的聚乙二醇二丙烯酸酯(PEGDA)柔性离子凝胶,并研究了其电化学行为和稳定性。用红外光谱证实了单体的交联聚合反应。离子电导率的温度依赖性表明,锂离子的输运与聚合物链的节段动力学相耦合。在30 mol. % LiBF4盐浓度下制备的离子凝胶[PEGDA:ILE = 20:80(w/wt %)]在30℃时表现出高离子电导率(~ 12.59 mS cm - 1)和锂转移数(~ 0.56)。锂电镀/剥离实验表明,在锂电极表面形成了坚固的导电固体电解质界面。使用该离子凝胶制备的全准固态储能装置(如锂金属电池)在30°C下,在C/20的电流速率下可提供156 mA h g - 1的高放电比容量,并且在第50次循环时可达到83%的容量保持率。
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引用次数: 0
Rare-metal-free Zn–air batteries with ultrahigh voltage and high power density achieved by iron azaphthalocyanine unimolecular layer (AZUL) electrocatalysts and acid/alkaline tandem aqueous electrolyte cells azazthalocyanine铁单分子层(AZUL)电催化剂和酸/碱串联水电解质电池实现了具有超高电压和高功率密度的无稀有金属锌空气电池
Pub Date : 2023-04-24 DOI: 10.1063/5.0131602
Kosuke Ishibashi, Koju Ito, H. Yabu
Zn–air batteries have only been used in limited applications, such as hearing aid batteries, due to their low power density and standard voltage of around 1.4 V. Therefore, to use Zn–air batteries as a drive power source in cutting-edge devices such as drones, it is essential to improve the drive voltage and output power density. Here, we propose Zn–air batteries with a high potential (∼2.25 V) and high power density (∼318 mW/cm2) by using the newly designed iron azaphthalocyanine unimolecular layer (AZUL) electrocatalyst and a tandem Zn–air battery cell. The AZUL electrocatalyst in this new type of cell had a high electrochemical stability and high oxygen reduction reaction performance in the ultralow pH region, in which Pt and other metallic and inorganic electrocatalysts cannot be used. Furthermore, the tandem-electrolyte cells had a cell voltage of over 1.0 V at a high discharge current density of 200 mA/cm2, and the output power density was 1139 mWh/g(Zn) at 100 mA/cm2 discharge.
由于其低功率密度和1.4 V左右的标准电压,锌空气电池仅在有限的应用中使用,例如助听器电池。因此,要在无人机等尖端设备中使用锌空气电池作为驱动电源,必须提高驱动电压和输出功率密度。在这里,我们提出了高电位(~ 2.25 V)和高功率密度(~ 318 mW/cm2)的锌空气电池,采用新设计的azaphthalocyanine铁单分子层(AZUL)电催化剂和串联锌空气电池。这种新型电池中的AZUL电催化剂在超低pH区具有较高的电化学稳定性和高的氧还原反应性能,这是Pt等金属和无机电催化剂无法使用的。此外,串联电解质电池在200 mA/cm2的高放电电流密度下具有超过1.0 V的电池电压,在100 mA/cm2的放电电流密度下输出功率密度为1139 mWh/g(Zn)。
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引用次数: 1
Monitoring the stability and degradation mechanisms of perovskite solar cells by in situ and operando characterization 钙钛矿太阳能电池的稳定性和降解机制的原位和操作表征
Pub Date : 2023-04-24 DOI: 10.1063/5.0145199
Fanny Baumann, Sonia R. Raga, M. Lira-Cantú
Solar energy technologies are among the most promising renewable energy sources. The massive growth of global solar generating capacity to multi-terawatt scale is now a requirement to mitigate climate change. Perovskite solar cells (PSCs) are one of the most efficient and cost-effective photovoltaic (PV) technologies with efficiencies reaching the 26% mark. They have attracted substantial interest due to their light-harvesting capacity combined with a low cost of manufacturing. However, unsolved questions of perovskite stability are still a concern, challenging the potential of widespread commercialization. Thus, it is imperative to advance in the understanding of the degradation mechanism of PSCs under in situ and operando conditions where variable and unpredictable stressors intervene, in parallel or sequentially, on the device stability. This review aims to debate the advantages behind in situ and operando characterization to complement stability-testing of PV parameters in the strive to achieve competitive stability and reproducibility in PSCs. We consider the impact of applying single and multi-stressors under constant monitoring of alterations observed in PSC components or complete devices. We outline key future research directions to achieve the long-term stability necessary for the successful commercialization of this promising PV technology.
太阳能技术是最有前途的可再生能源之一。目前,全球太阳能发电能力大规模增长到几太瓦规模是缓解气候变化的必要条件。钙钛矿太阳能电池(PSCs)是最有效和最具成本效益的光伏(PV)技术之一,效率达到26%。由于其光收集能力和低制造成本,它们吸引了大量的兴趣。然而,尚未解决的钙钛矿稳定性问题仍然是一个问题,挑战了广泛商业化的潜力。因此,有必要进一步了解可变和不可预测的应力源平行或顺序地影响器件稳定性的原位和操作条件下PSCs的降解机制。这篇综述的目的是讨论原位和操作性表征背后的优势,以补充PV参数的稳定性测试,努力实现PSCs的竞争性稳定性和可重复性。我们考虑在持续监测PSC组件或完整设备中观察到的变化的情况下应用单个和多个应力源的影响。我们概述了未来的关键研究方向,以实现这种有前途的光伏技术成功商业化所必需的长期稳定性。
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引用次数: 0
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APL Energy
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