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Spatially-resolved spectroscopic investigation of the inhomogeneous magnetic field effects on a low-pressure capacitively-coupled nitrogen plasma 非均相磁场对低压电容耦合氮等离子体影响的空间分辨光谱研究
IF 2.4 4区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-27 DOI: 10.1016/j.cap.2024.09.010
Jonggu Han , Jihoon Kim , Woojin Park , Sang Jun Park , Song Yi Baek , Byeongsun Yoo , Chulhwan Choi , Se Youn Moon
Although magnetized plasmas have been frequently used to enhance the process rate or improve the film quality via the control of ion flux as well as energy and plasma density in semiconductor processes, the inhomogeneous magnetic field—which leads to plasma non-uniformity—remains as a problem to be solved. To address this problem, it is essential to conduct a comprehensive assessment of the magnetic effect throughout the entire discharge. Therefore, in the present study, we investigated the magnetic field effects (B < 100 G) on a capacitively-coupled nitrogen plasma based on spectroscopic analyses. The spatially-resolved emission spectra were measured along the radial direction at various vertical positions under the pressures of 10 mTorr and 250 mTorr both with and without magnetic field. By analyzing emission spectra such as N2 FPS, N2 SPS, N2+ FNS, and N I, we were able to obtain the radial distributions of reactive species density, vibrational temperature, and excitation temperature. In low-pressure plasma, with the application of a magnetic field, maximum increases in vibrational temperature and excitation temperature of 462 K and 491 K, respectively, were observed within the bulk region beneath the magnet. This magnetic effect resulted in a significant increase in reactive species density along the radial direction. It was also found that the local enhancement of ion density by magnetic field was strongly related to the increase in excitation temperature and the density of the N2+(B) state. From this result, it is suggested that introducing an asymmetric magnetic field could modulate the spatial distributions of the physical and chemical properties of the plasma.
虽然磁化等离子体已被广泛用于半导体工艺中,通过控制离子流量、能量和等离子体密度来提高工艺速率或改善薄膜质量,但导致等离子体不均匀的不均匀磁场仍然是一个有待解决的问题。要解决这个问题,必须对整个放电过程中的磁效应进行全面评估。因此,在本研究中,我们基于光谱分析研究了磁场效应(B < 100 G)对电容耦合氮等离子体的影响。在有磁场和无磁场的 10 mTorr 和 250 mTorr 压力下,沿径向在不同垂直位置测量了空间分辨发射光谱。通过分析 N2 FPS、N2 SPS、N2+ FNS 和 N I 等发射光谱,我们获得了反应物密度、振动温度和激发温度的径向分布。在低压等离子体中,施加磁场后,在磁体下方的体积区域内观察到振动温度和激发温度的最大升高分别为 462 K 和 491 K。这种磁效应导致反应物密度沿径向显著增加。研究还发现,磁场对离子密度的局部增强与激发温度和 N2+(B)态密度的增加密切相关。这一结果表明,引入不对称磁场可以调节等离子体物理和化学特性的空间分布。
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引用次数: 0
A comprehensive numerical study of bilayer SnSe/SnS absorber based solar cells 基于双层锡/锡吸收器的太阳能电池的综合数值研究
IF 2.4 4区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-26 DOI: 10.1016/j.cap.2024.09.011
Rahul Kumar Yadav, Neha Bisht, Parag R. Patil, Ho Jae Ki, Sang Won Lee, Yong Tae Kim, Pravin S. Pawar, Indu Sharma, Vishesh Manjunath, Jaeyeong Heo
Herein, we present the simulation (using the SCAPS-1D program), of a bilayer absorber solar cell. First, we numerically studied the bilayer model using our experimentally observed parameters and investigated the results. The results from the bilayer absorber (SnSe/SnS) numerical analysis were then compared with a single (SnS and SnSe) absorber modeling. The optimized device with a bilayer absorber exhibited the highest performance, with a photo conversion efficiency (PCE) of 22.35%. In comparison, the single SnS and SnSe absorbers achieved a PCE of 14.79% and 13.69%. Furthermore, we compared this numerical study with our previous study having the same configuration. Although there was a significant difference in performance between the simulated and experimental studies, the outcomes of the fabricated devices exhibited similar trends to the simulations. Finally, we attempted to determine the key parameters responsible for the reduced performance in the experimental study.
在此,我们介绍了双层吸收太阳能电池的模拟(使用 SCAPS-1D 程序)。首先,我们使用实验观察到的参数对双层模型进行了数值研究,并对结果进行了调查。然后将双层吸收器(SnSe/SnSe)数值分析的结果与单层(SnS 和 SnSe)吸收器模型进行比较。采用双层吸收器的优化器件性能最高,光转换效率(PCE)达 22.35%。相比之下,单层 SnS 和 SnSe 吸收体的 PCE 分别为 14.79% 和 13.69%。此外,我们还将这项数值研究与之前采用相同配置的研究进行了比较。虽然模拟研究与实验研究在性能上存在显著差异,但制造出的器件结果显示出与模拟研究相似的趋势。最后,我们试图确定造成实验研究中性能降低的关键参数。
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引用次数: 0
Exploring interfacial stability for Zr-doped sulfide solid electrolyte with first-principle calculation 通过第一原理计算探索掺锆硫化物固体电解质的界面稳定性
IF 2.4 4区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-25 DOI: 10.1016/j.cap.2024.09.009
Junbo Zhang , Wenjin Gong , Nini Qian , Bingbing Chen , Jianqiu Zhou
First-principles calculations are employed to investigate the interfacial properties on the Zr-doped sulfide solid electrolytes. Theoretical calculation results show that the PS4 tetrahedral structure near the Li/Li3PS4 interface is severely damaged, whereas the Zr-doped sulfide solid electrolyte interface structure has a slight deformation. The Li ions migration energy barrier on the Zr-doped sulfide solid electrolyte interface is relatively lower than that on the Li/Li3PS4. Moreover, the stress-strain analysis indicates that the Li/Li3PS4 interface structure experiences a maximum strain of only 6 %, while the Zr-doped sulfide solid electrolyte interface structure experiences a maximum strain of 10 %. This may be attributed to the ability of Zr doping to prevent S2− diffusion into the lithium metal anode and stabilize the Li ion transport skeleton. Therefore, Zr doping can improve the interface structure stability. This study will provide a useful perspective for designing high performance of solid electrolytes for the application of all-solid-state batteries.
利用第一性原理计算研究了掺杂 Zr 的硫化物固体电解质的界面特性。理论计算结果表明,Li/Li3PS4界面附近的PS4四面体结构受到严重破坏,而掺Zr硫化物固体电解质界面结构则有轻微变形。掺杂 Zr 的硫化物固体电解质界面上的锂离子迁移能垒相对低于 Li/Li3PS4 界面上的能垒。此外,应力应变分析表明,Li/Li3PS4 界面结构的最大应变仅为 6%,而掺杂 Zr 的硫化物固体电解质界面结构的最大应变为 10%。这可能是由于掺杂 Zr 能够阻止 S2- 扩散到锂金属阳极并稳定锂离子传输骨架。因此,掺杂 Zr 可以提高界面结构的稳定性。这项研究将为设计高性能的固体电解质以应用于全固态电池提供一个有用的视角。
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引用次数: 0
Electrical characterization of lead-modified bismuth borovanadate glasses 铅改性硼钒酸铋玻璃的电学特性分析
IF 2.4 4区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-24 DOI: 10.1016/j.cap.2024.09.008
Asha Rani , Rajesh Parmar , R.S. Kundu
Specifically, the study looks into dielectric characteristics (εandε) and complex modulus formulation and AC conductivity of lead-modified bismuth borovanadate glasses (50-x) V2O5-40 B2O3-10 Bi2O3-xPbO, where x = 5,10, 15, 20 and 25 mol% with sample ID's VPb1, VPb2, VPb3, VPb4 & VPb5 according to different compositions of lead and vanadate. When the PbO content rises, there is a decreasing tendency in both the alternating current conductivity and dielectric constants. In order to fit AC conductivity data, Almond West equation is used to extract parameters, including crossover frequency (ωH), frequency exponent (s), and direct current conductivity (σdc). Direct current conduction mechanism in all glass samples except VPb5 [Correlated Barriers Hopping (CBH) conduction at all frequencies] at lower frequencies might potentially be attributed to large-polaron quantum mechanical tunneling (LQMT). Similar to this, at high frequencies, small polaron quantum mechanical tunnelling is followed by VPb2 & VPb3 while LQMT is followed by VPb1 & VPb4. Activation energy of dc conduction (Edc) at higher frequencies (0.373–0.476 eV) for samples having sample ID VPb1 to VPb4 and sample VPb5 at all frequencies with Edc 0.686 eV and modulus activation energy (ER) (0.382–0.534 eV) are found in good agreement. Dielectric studies reveal non-Debye-type behaviour.
具体来说,该研究考察了铅改性硼钒酸铋玻璃(50-x)V2O5-40 B2O3-10 Bi2O3-xPbO(其中 x = 5、10、15、20 和 25 mol%,样品 ID 为 VPb1、VPb2、VPb3、VPb4 & VPb5)的介电常数(ε′和ε″)、复合模量配方和交流电导率。当氧化铅含量增加时,交流电导率和介电常数都呈下降趋势。为了拟合交流导电率数据,使用了 Almond West 方程来提取参数,包括交叉频率 (ωH)、频率指数 (s) 和直流导电率 (σdc)。除了 VPb5 [所有频率下的相关势垒跳频 (CBH) 传导]之外,所有玻璃样品在较低频率下的直流传导机制都可能归因于大极子量子力学隧道 (LQMT)。与此类似,在高频率下,VPb2 & VPb3 跟着小极子量子机械隧道,而 VPb1 & VPb4 跟着 LQMT。样品 ID 为 VPb1 至 VPb4 的样品在较高频率下的直流传导活化能(Edc)(0.373-0.476 eV)与样品 VPb5 在所有频率下的 Edc 0.686 eV 和模量活化能(ER)(0.382-0.534 eV)非常一致。介电研究显示了非德拜型行为。
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引用次数: 0
Understanding spin-dependent vibrational frequencies in Fe(II) metal organic coordination complexes 了解铁(II)金属有机配位配合物中自旋相关的振动频率
IF 2.4 4区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-12 DOI: 10.1016/j.cap.2024.09.007
See-eun Tae , Ahmed Yousef Mohamed , Kosuke Kitase , Takafumi Kitazawa , Deok-Yong Cho

We investigated the compositional and temperature (T) dependences of vibrational frequencies in Hofmann-type Fe(L)2[M(CN)4] spin-crossover (SCO) coordination polymers in which {M = Ni, Pd or Pt with L = pyridine (py)}, or {L = 3-Cl-py or 3-methylpy with M = Ni}, using Raman spectroscopy. The SCO-driven peak shifts (in wavenumber) ranged up to ∼170 cm−1, manifesting significant spin-dependent structural evolutions. Furthermore, there appear clear HS signatures even at T ≪ TSCO for L = 3-Cl-py or 3-methylpy implying the steric effects of the organic ligands on the HS trapping. Meanwhile, for L = py, such HS trapping at the low temperature was not significant although some spectra taken under high laser fluence exhibit light-induced excited spin state trapping (LIESST) effect. The mechanism of the LIESST is discussed in detail in terms of the M d – C 2sp hybridization effects.

我们利用拉曼光谱研究了霍夫曼型 Fe(L)2[M(CN)4] 自旋交叉(SCO)配位聚合物(其中 {M = Ni、Pd 或 Pt,L = 吡啶 (py)} 或 {L = 3-Cl-py 或 3-甲基py,M = Ni})振动频率的组成和温度(T)依赖性。SCO 驱动的峰值偏移(以波长表示)范围高达 ∼170 cm-1,显示出显著的自旋依赖性结构演变。此外,对于 L = 3-Cl-py 或 3-methylpy 来说,即使在 T≪ TSCO 时也会出现明显的 HS 信号,这意味着有机配体对 HS 捕获的立体效应。同时,对于 L = py,虽然在高激光通量下拍摄的一些光谱显示了光诱导激发自旋态捕获(LIESST)效应,但这种低温下的 HS 捕获并不显著。本文从 M d - C 2sp 杂化效应的角度详细讨论了 LIESST 的机理。
{"title":"Understanding spin-dependent vibrational frequencies in Fe(II) metal organic coordination complexes","authors":"See-eun Tae ,&nbsp;Ahmed Yousef Mohamed ,&nbsp;Kosuke Kitase ,&nbsp;Takafumi Kitazawa ,&nbsp;Deok-Yong Cho","doi":"10.1016/j.cap.2024.09.007","DOIUrl":"10.1016/j.cap.2024.09.007","url":null,"abstract":"<div><p>We investigated the compositional and temperature (<em>T</em>) dependences of vibrational frequencies in Hofmann-type Fe(<em>L</em>)<sub>2</sub>[<em>M</em>(CN)<sub>4</sub>] spin-crossover (SCO) coordination polymers in which {<em>M</em> = Ni, Pd or Pt with <em>L</em> = pyridine (py)}, or {<em>L</em> = 3-Cl-py or 3-methylpy with <em>M</em> = Ni}, using Raman spectroscopy. The SCO-driven peak shifts (in wavenumber) ranged up to ∼170 cm<sup>−1</sup>, manifesting significant spin-dependent structural evolutions. Furthermore, there appear clear HS signatures even at <em>T</em> ≪ <em>T</em><sub>SCO</sub> for <em>L</em> = 3-Cl-py or 3-methylpy implying the steric effects of the organic ligands on the HS trapping. Meanwhile, for <em>L</em> = py, such HS trapping at the low temperature was not significant although some spectra taken under high laser fluence exhibit light-induced excited spin state trapping (LIESST) effect. The mechanism of the LIESST is discussed in detail in terms of the <em>M</em> d – C 2sp hybridization effects.</p></div>","PeriodicalId":11037,"journal":{"name":"Current Applied Physics","volume":"68 ","pages":"Pages 138-143"},"PeriodicalIF":2.4,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142243733","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Magnetic properties of GdFeCo thin films tailored by sputtering conditions 通过溅射条件定制的钆钴合金薄膜的磁性能
IF 2.4 4区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-11 DOI: 10.1016/j.cap.2024.09.006
Hanwool Seong , Won-Young Choi , Jongbum Choi , Duck-Ho Kim , Tae-Eon Park , Byoung-Chul Min , Heon-Jin Choi , Dong-Soo Han

The unique properties of ferrimagnets including easy detection of their dynamic and static states, strong resistance to external disturbances, and rapid dynamic characteristics, have made them attractive in the spintronics community. Our study focuses on the engineering of these magnetic properties of ferrimagnets, particularly employing a GdFeCo alloy, a prominent ferrimagnetic material, by utilizing magnetron sputtering. A series of GdFeCo films are fabricated by altering their thicknesses and working pressure during the sputtering process. Our experimental results reveal that these sputtering parameters significantly influence a Gd composition within the films, which in turn affects critical properties of ferrimagnets such as magnetic anisotropy, and magnetic moment compensation temperature. By precisely controlling these sputtering parameters, we successfully tailored the magnetic properties of the GdFeCo thin films with desired properties, offering new possibilities for the creation of sophisticated magnetic materials tailored to specific technological needs.

铁氧体磁体具有独特的特性,包括易于检测其动态和静态状态、抗外部干扰能力强以及快速动态特性,这些特性使其在自旋电子学领域极具吸引力。我们的研究侧重于铁氧体磁性能的工程设计,特别是利用磁控溅射技术,采用钆钴合金这种著名的铁磁性材料。在溅射过程中,通过改变 GdFeCo 薄膜的厚度和工作压力,制造出一系列 GdFeCo 薄膜。我们的实验结果表明,这些溅射参数会显著影响薄膜中的钆成分,进而影响铁磁体的关键特性,如磁各向异性和磁矩补偿温度。通过精确控制这些溅射参数,我们成功地定制了具有所需特性的 GdFeCo 薄膜的磁性能,为创造出满足特定技术需求的精密磁性材料提供了新的可能性。
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引用次数: 0
Effect of bromine on the formation of δ-CsPbI3 in Cs0.22FA0.78Pb(I1-xBrx)3 perovskite solar cells 溴对 Cs0.22FA0.78Pb(I1-xBrx)3 包晶太阳能电池中 δ-CsPbI3 形成的影响
IF 2.4 4区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-10 DOI: 10.1016/j.cap.2024.09.005
Muntae Hwang, Il-Wook Cho, Jaewon Oh, Hyunbok Lee, Mee-Yi Ryu

Applying CsxFA1-xPbI3 perovskite is a useful strategy for synthesizing high-efficiency organic-inorganic lead halide perovskite solar cells because it improves the stability of the perovskite structure. High concentration of cesium (Cs) in CsFAPbI3 synthesized under ambient conditions typically lead to phase separation due to δ-CsPbI3 formation and moisture, thereby reducing light absorption and increasing non-radiative recombination. To counter this, we fabricated the mixed halide Cs0.22FA0.78Pb(I1-xBrx)3 perovskite films. Introducing bromine (Br) content effectively reduced the δ-CsPbI3 formation and grain boundaries, thus suppressing the non-radiative recombination between perovskite and charge transport layers. Employing this approach, our perovskite solar cells with a 10 % Br concentration achieved a power conversion efficiency of 15.81 %. This demonstrates the potential of Br incorporation in enhancing the stability and efficiency of perovskite solar cells.

应用 CsxFA1-xPbI3 包晶是合成高效有机无机卤化铅包晶太阳能电池的有效策略,因为它能提高包晶结构的稳定性。在环境条件下合成的 CsFAPbI3 中,高浓度的铯(Cs)通常会因δ-CsPbI3 的形成和受潮而导致相分离,从而降低光吸收并增加非辐射重组。为此,我们制作了混合卤化物 Cs0.22FA0.78Pb(I1-xBrx)3 包晶薄膜。溴(Br)的引入有效地减少了δ-CsPbI3 的形成和晶界,从而抑制了包晶和电荷传输层之间的非辐射性重组。采用这种方法,我们的溴浓度为 10% 的包晶太阳能电池的功率转换效率达到了 15.81%。这证明了掺入溴元素在提高包晶石太阳能电池稳定性和效率方面的潜力。
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引用次数: 0
An efficient and miniaturized ultra-thin tunable UWB graphene metasurface absorber for terahertz gap regime 用于太赫兹间隙机制的高效微型超薄可调 UWB 石墨烯元表面吸收器
IF 2.4 4区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-10 DOI: 10.1016/j.cap.2024.09.004
Naveen Kumar Maurya , Jayanta Ghosh , Sadhana Kumari , G. Challa Ram , Raji Krishna

This work introduces an ultra-thin tunable ultra-wideband (UWB) metasurface absorber (MSA) for the terahertz (THz) gap. The polarization-insensitive MSA provides an absorptivity (A(f)) ≥ 90% from 0.1 to 11.5 THz, corresponding to 196.6% fractional bandwidth. The usage of resonant slots engraved on top patterned graphene sheet (Gpat) and strong plasmonic coupling in the Fabry-Perot cavity formed between top Gpat and bottom continuous graphene (Gcont) in bilayer stack configuration ensures absorptivity over a UWB THz spectrum. An equivalent circuit model (ECM) closely follows the A(f) response of the proposed MSA. The proposed DC-biasing mechanism can regulate the chemical potential (μc) of the connected Gcont efficiently. A DC bias voltage of 0 to 6.1 V is adequate to vary μc of Gcont from 0 to 0.6 eV for achieving tunable A(f). The structure maintains its ultra-thin nature and has a thickness of only λ0/1500, where λ0 is the free space wavelength calculated at 0.1 THz. In addition, the periodicity is only λ0/300. The MSA also provides stable absorption response from 0.1 to 11.5 THz with A(f) ≥ 80% for incidence angle (θ) up to 60 under both transverse magnetic (TM) and transverse electric (TE) polarization.

这项研究介绍了一种用于太赫兹(THz)间隙的超薄可调谐超宽带(UWB)元面吸收器(MSA)。这种对偏振不敏感的 MSA 在 0.1 至 11.5 太赫兹范围内的吸收率 (A(f)) ≥ 90%,相当于 196.6% 的分数带宽。顶部图案化石墨烯片(Gpat)上刻有谐振槽,顶部 Gpat 和底部连续石墨烯(Gcont)在双层堆叠配置中形成的法布里-珀罗腔内具有很强的等离子耦合,从而确保了 UWB 太赫兹频谱的吸收率。等效电路模型 (ECM) 与拟议 MSA 的 A(f) 响应密切相关。所提出的直流偏压机制可以有效调节相连 Gcont 的化学势 (μc)。0 至 6.1 V 的直流偏置电压足以使 Gcont 的 μc 在 0 至 0.6 eV 之间变化,从而实现可调的 A(f)。该结构保持了超薄特性,厚度仅为 λ0/1500,其中 λ0 是以 0.1 太赫兹计算的自由空间波长。此外,其周期性仅为 λ0/300。在横向磁(TM)和横向电(TE)极化条件下,入射角(θ)达到 60∘时,MSA 还能提供 0.1 至 11.5 THz 的稳定吸收响应,A(f) ≥ 80%。
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引用次数: 0
Enhanced electrical performance and stability of solution-processed oxide semiconductor thin-film transistors via an incorporation of deionized water oxidizer 通过加入去离子水氧化剂提高溶液加工氧化物半导体薄膜晶体管的电气性能和稳定性
IF 2.4 4区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-07 DOI: 10.1016/j.cap.2024.08.016
Xuan Zhang , Narendra Naik Mude , Sung Woon Cho

Solution-processed amorphous oxide semiconductor thin films contain poor metal-oxygen-metal (M-O-M) networks and numerous impurities, making it difficult to manufacture high-performance semiconductor devices with excellent stability. In this study, we enhance the electrical performance and device stability of solution-processed oxide thin-film transistors (TFTs) by incorporating water molecular oxidants. In solution, a water molecule can be easily incorporated by adding deionized water (DW) to the precursor solution. The DW-incorporated precursor solutions induced the production of oxide semiconductor thin films with improved M-O-M networks and fewer defect states. Therefore, compared to conventional case, the DW-incorporated indium zinc oxide (InZnO) TFT showed improved device performances and significantly reduced changes of threshold voltage under positive gate bias stress and negative gate bias/illumination stress conditions. This approach of incorporating DW into the precursor solutions provides a promising route for fabricating high-quality amorphous semiconductor films and transistor devices.

溶液加工的非晶氧化物半导体薄膜含有较差的金属-氧-金属(M-O-M)网络和大量杂质,因此很难制造出稳定性极佳的高性能半导体器件。在这项研究中,我们通过加入水分子氧化剂,提高了溶液加工氧化物薄膜晶体管(TFT)的电气性能和器件稳定性。在溶液中,通过向前驱体溶液中添加去离子水 (DW),可以很容易地加入水分子。加入 DW 的前驱体溶液能生成具有更好的 M-O-M 网络和更少的缺陷状态的氧化物半导体薄膜。因此,与传统情况相比,掺入 DW 的氧化铟锌 (InZnO) TFT 在正栅极偏压应力和负栅极偏压/照明应力条件下显示出更好的器件性能,并显著降低了阈值电压的变化。这种在前驱体溶液中加入 DW 的方法为制造高质量非晶半导体薄膜和晶体管器件提供了一条很有前景的途径。
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引用次数: 0
Data-driven analysis on perovskite solar cell devices 有关过氧化物太阳能电池装置的数据驱动分析
IF 2.4 4区 物理与天体物理 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-06 DOI: 10.1016/j.cap.2024.09.003
SeungUn Lee , Yang Jeong Park , Jongbeom Kim , Jino Im , Sungroh Yoon , Sang Il Seok

Recent advancements in artificial intelligence (AI) techniques have significantly influenced daily life and the forefront of research and development. Data-driven research using AI accelerates the resolution of complex problems and aids in uncovering previously unknown knowledge and scientific discoveries. In this study, we propose a data-driven approach for investigating perovskite solar cells, a vibrant area within renewable energy applications. This approach incorporates the generation of a robust dataset, developing an interpretable machine learning model based on knowledge-based feature selection, and analyzing the impacts of material properties on the device performance. Through this framework, we successfully constructed accurate predictive models for the efficiency of perovskite solar cells and assessed the importance of each feature. Our analysis demonstrates that our models effectively capture existing knowledge about perovskite solar cells and can potentially inform the design of new perovskite solar cell configurations.

人工智能(AI)技术的最新进展极大地影响了日常生活以及研究与开发的前沿领域。利用人工智能进行数据驱动研究可加快复杂问题的解决,并有助于发掘以前未知的知识和科学发现。在本研究中,我们提出了一种数据驱动型方法,用于研究可再生能源应用中一个充满活力的领域--包晶体太阳能电池。这种方法包括生成稳健的数据集,开发基于知识特征选择的可解释机器学习模型,以及分析材料特性对设备性能的影响。通过这一框架,我们成功地构建了包晶体太阳能电池效率的精确预测模型,并评估了每个特征的重要性。我们的分析表明,我们的模型有效地捕捉了有关包晶体太阳能电池的现有知识,并有可能为新型包晶体太阳能电池配置的设计提供参考。
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引用次数: 0
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