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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
APL Energy Pub Date : 2023-07-05 DOI: 10.1063/5.0146828
Abigail R. Hering, Mansha Dubey, M. Leite
{"title":"Emerging opportunities for hybrid perovskite solar cells using machine learning","authors":"Abigail R. Hering, Mansha Dubey, M. Leite","doi":"10.1063/5.0146828","DOIUrl":"https://doi.org/10.1063/5.0146828","url":null,"abstract":"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.","PeriodicalId":178574,"journal":{"name":"APL Energy","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129375542","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
APL Energy Pub Date : 2023-07-05 DOI: 10.1063/5.0151559
George Hasegawa, Katsuro Hayashi
{"title":"NASICON-based all-solid-state Na–ion batteries: A perspective on manufacturing via tape-casting process","authors":"George Hasegawa, Katsuro Hayashi","doi":"10.1063/5.0151559","DOIUrl":"https://doi.org/10.1063/5.0151559","url":null,"abstract":"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.","PeriodicalId":178574,"journal":{"name":"APL Energy","volume":"472 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122064530","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
APL Energy Pub Date : 2023-07-05 DOI: 10.1063/5.0144330
Michalis Loizos, M. Tountas, P. Mangelis, K. Rogdakis, E. Kymakis
{"title":"Surface passivation of sequentially deposited perovskite solar cells by octylammonium spacer cations","authors":"Michalis Loizos, M. Tountas, P. Mangelis, K. Rogdakis, E. Kymakis","doi":"10.1063/5.0144330","DOIUrl":"https://doi.org/10.1063/5.0144330","url":null,"abstract":"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.","PeriodicalId":178574,"journal":{"name":"APL Energy","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130315900","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
APL Energy Pub Date : 2023-07-05 DOI: 10.1063/5.0150919
P. Vahdatkhah, S. Sadrnezhaad, O. Voznyy
{"title":"In situ cathode-electrolyte interphase enables high cycling stability of Co-free Li-rich layered cathodes","authors":"P. Vahdatkhah, S. Sadrnezhaad, O. Voznyy","doi":"10.1063/5.0150919","DOIUrl":"https://doi.org/10.1063/5.0150919","url":null,"abstract":"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.","PeriodicalId":178574,"journal":{"name":"APL Energy","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133617357","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
APL Energy Pub Date : 2023-04-24 DOI: 10.1063/5.0144600
V. Iacono, M. Scuderi, Maria Laura Amoruso, A. Gulino, F. Ruffino, S. Mirabella
{"title":"Pulsed laser ablation production of Ni/NiO nano electrocatalysts for oxygen evolution reaction","authors":"V. Iacono, M. Scuderi, Maria Laura Amoruso, A. Gulino, F. Ruffino, S. Mirabella","doi":"10.1063/5.0144600","DOIUrl":"https://doi.org/10.1063/5.0144600","url":null,"abstract":"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.","PeriodicalId":178574,"journal":{"name":"APL Energy","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116675426","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
APL Energy Pub Date : 2023-04-24 DOI: 10.1063/5.0139834
O. Vakaliuk, Shaowei Song, U. Floegel-Delor, F. Werfel, K. Nielsch, Z. Ren
{"title":"A multifunctional highway system incorporating superconductor levitated vehicles and liquefied hydrogen","authors":"O. Vakaliuk, Shaowei Song, U. Floegel-Delor, F. Werfel, K. Nielsch, Z. Ren","doi":"10.1063/5.0139834","DOIUrl":"https://doi.org/10.1063/5.0139834","url":null,"abstract":"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.","PeriodicalId":178574,"journal":{"name":"APL Energy","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133555566","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
APL Energy Pub Date : 2023-04-24 DOI: 10.1063/5.0141938
Chirag Porwal, V. Chauhan, R. Vaish
{"title":"Piezocatalytic activity of CaO–Bi2O3–B2O3 glass-ceramics under ultrasonic vibrations","authors":"Chirag Porwal, V. Chauhan, R. Vaish","doi":"10.1063/5.0141938","DOIUrl":"https://doi.org/10.1063/5.0141938","url":null,"abstract":"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.","PeriodicalId":178574,"journal":{"name":"APL Energy","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134407521","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
APL Energy Pub Date : 2023-04-24 DOI: 10.1063/5.0139814
P. Pal, A. Ghosh
{"title":"Highly ion conductive cross-linked ionogels for all-quasi-solid-state lithium-metal batteries","authors":"P. Pal, A. Ghosh","doi":"10.1063/5.0139814","DOIUrl":"https://doi.org/10.1063/5.0139814","url":null,"abstract":"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.","PeriodicalId":178574,"journal":{"name":"APL Energy","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117084386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
APL Energy Pub Date : 2023-04-24 DOI: 10.1063/5.0131602
Kosuke Ishibashi, Koju Ito, H. Yabu
{"title":"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","authors":"Kosuke Ishibashi, Koju Ito, H. Yabu","doi":"10.1063/5.0131602","DOIUrl":"https://doi.org/10.1063/5.0131602","url":null,"abstract":"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.","PeriodicalId":178574,"journal":{"name":"APL Energy","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117206146","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
APL Energy Pub Date : 2023-04-24 DOI: 10.1063/5.0145199
Fanny Baumann, Sonia R. Raga, M. Lira-Cantú
{"title":"Monitoring the stability and degradation mechanisms of perovskite solar cells by in situ and operando characterization","authors":"Fanny Baumann, Sonia R. Raga, M. Lira-Cantú","doi":"10.1063/5.0145199","DOIUrl":"https://doi.org/10.1063/5.0145199","url":null,"abstract":"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.","PeriodicalId":178574,"journal":{"name":"APL Energy","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129222767","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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