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Self-supporting electrodes of lithium aluminium oxide–carbon nanocomposites synthesized from dicarboxylate-intercalated layered double hydroxide for supercapacitors 由二羧酸盐插层双氢氧化物合成的用于超级电容器的锂铝氧化物-碳纳米复合材料自支撑电极
IF 11.9 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-10-11 DOI: 10.1039/d4ta05640j
Yongju Lee, Duk-Young Jung
Lithium aluminium oxide–carbon composites on Al metal substrates (Al/LiAl5O8/C) were successfully synthesized, and their electrical properties were characterized. Sheet-type lithium aluminium layered double hydroxide (LiAl-LDH) was grown on Al metal (Al/S-LDH) and subjected to anion exchange to introduce aliphatic dicarboxylate into the interlayers through solvothermal treatment. The interlayer spacings of dicarboxylate intercalated LiAl-LDH on Al metal (Al/DC-LDH) were expanded from 9.1 Å to 21.4 Å of the (002) reflection in XRD measurement. Remarkable thickness changes of the LiAl-LDH were also observed in SEM data, indicating a strong correlation with the intercalation reaction of long-chain dicarboxylates. The pyrolysis of Al/DC-LDH above 500 °C provides nanostructured electrodes of Al/LiAl5O8/C nanocomposites, which contain graphitic carbon and an ordered nanostructure depending on the calcination temperatures. Al/LiAl5O8/C electrodes demonstrate improved electrochemical performance with enhanced durability better than Al/S-LDH electrodes, exhibiting an areal capacitance of 0.51 mF cm−2 at a current density of 0.01 mA cm−2.
成功合成了铝金属基底上的锂铝氧化物-碳复合材料(Al/LiAl5O8/C),并对其电性能进行了表征。在铝金属(Al/S-LDH)上生长了片状锂铝层状双氢氧化物(LiAl-LDH),并通过阴离子交换将脂肪族二羧酸盐通过溶解热处理引入层间。在 XRD 测量中,铝金属(Al/DC-LDH)上二羧酸盐插层 LiAl-LDH 的层间距从(002)反射的 9.1 Å 扩大到 21.4 Å。在扫描电镜数据中也观察到了 LiAl-LDH 的显著厚度变化,这表明它与长链二羧酸盐的插层反应密切相关。Al/DC-LDH 的热解温度高于 500 °C,可获得 Al/LiAl5O8/C 纳米复合材料的纳米结构电极,其中含有石墨碳,并根据煅烧温度的不同形成有序的纳米结构。与 Al/S-LDH 电极相比,Al/LiAl5O8/C 电极的电化学性能得到了改善,耐久性得到了提高,在 0.01 mA cm-2 的电流密度下,显示出 0.51 mF cm-2 的等面积电容。
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引用次数: 0
Correction: Review on the synthesis of Li-rich layered oxide cathodes 更正:富锂层状氧化物阴极合成综述
IF 11.9 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-10-11 DOI: 10.1039/d4ta90193b
Kexin Gu, Zhepu Shi, Xiao Li, Bao Qiu, Zhaoping Liu
Correction for ‘Review on the synthesis of Li-rich layered oxide cathodes’ by Kexin Gu et al., J. Mater. Chem. A, 2024, 12, 24727–24745, https://doi.org/10.1039/D4TA03917C.
对 Kexin Gu 等人撰写的 "富锂层状氧化物阴极合成综述 "的更正,J. Mater.Chem.A,2024,12,24727-24745,https://doi.org/10.1039/D4TA03917C。
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引用次数: 0
Sulfur-doped g-C3N4/V2C MXene Schottky junctions for superior photocatalytic H2 evolution 掺硫 g-C3N4/V2C MXene 肖特基结实现卓越的光催化 H2 演化
IF 11.9 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-10-11 DOI: 10.1039/d4ta05929h
Haitao Wang, Jipeng Fan, Jing Zou, Yujie Zheng, Dingsheng Wang, Jizhou Jiang
Graphitic carbon nitride (g-C3N4) is considered to be a promising photocatalyst for hydrogen evolution reaction (HER) due to its facile synthesis, outstanding chemical/thermal stability and suitable band structure. However, the unsatisfactory performance of pristine g-C3N4 severely restricts its its further widespread application. In this work, theoretical predictions reveal that integrating sulfur dopants and coupling vanadium carbide (V2C) MXene can significantly optimize the hydrogen adsorbed Gibbs free energy (ΔGH*) of g-C3N4 to near zero. Inspired by the theoretical predictions, an advanced HER photocatalyst of sulfur-doped g-C3N4/V2C MXene (SCN/V2C) Schottky junction is fabricated successfully by vacuum ball milling and subsequent annealing treatment. Interface-charge transfer between SCN and V2C endows a strong electron interaction, which not only improves hydrophilicity and visible-light absorption, but also facilitates the separation and migration of photoexcited carriers. Density functional theory calculations and in situ characterization results corroborate that the carrier migration of SCN/V2C adheres to the typical Schottky heterojunction mechanism. Femtosecond transientabsorption (fs-TA) spectroscopy demonstrates the favorable carrier dynamic behavior of developed SCN/V2C photocatalysts. Thus, the SCN/V2C achieves a superior H2 production rate of 8003 μmol g-1 h-1. The Schottky heterojunction established in this research provides valuable insights into the further strategic design and construction of high-performance HER photocatalysts.
氮化石墨(g-C3N4)因其易于合成、出色的化学/热稳定性和合适的带状结构而被认为是一种很有前途的氢进化反应(HER)光催化剂。然而,原始 g-C3N4 的性能并不令人满意,这严重限制了它的进一步广泛应用。在这项工作中,理论预测显示,整合硫掺杂剂和耦合碳化钒(V2C)MXene 可以显著优化 g-C3N4 的氢吸附吉布斯自由能(ΔGH*),使其接近零。受理论预测的启发,通过真空球磨和随后的退火处理,成功制备了一种先进的掺硫 g-C3N4/V2C MXene(SCN/V2C)肖特基结 HER 光催化剂。SCN 和 V2C 之间的界面电荷转移产生了很强的电子相互作用,这不仅提高了亲水性和可见光吸收能力,还促进了光激发载流子的分离和迁移。密度泛函理论计算和原位表征结果证实,SCN/V2C 的载流子迁移符合典型的肖特基异质结机理。飞秒瞬态吸收(fs-TA)光谱证明了所开发的 SCN/V2C 光催化剂具有良好的载流子动态行为。因此,SCN/V2C 的 H2 产率高达 8003 μmol g-1 h-1。本研究中建立的肖特基异质结为进一步战略性设计和构建高性能 HER 光催化剂提供了宝贵的启示。
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引用次数: 0
Azo-receptor conjoined mesoporous honeycomb silica framework as solid-state chromogenic sensor for capturing ultra-trace cadmium ions from environmental/industrial samples 偶氮受体连接介孔蜂窝状二氧化硅框架作为固态致色传感器捕捉环境/工业样品中的超痕量镉离子
IF 11.9 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-10-11 DOI: 10.1039/d4ta04574b
Anju P Veedu, Balasurendran Jeyakumar, Akhila Maheswari Mohan, K. Satheesh, K. C. Pitchaiah, Manjula Muthurathinam, C. V. S. Brahmananda Rao, Nagarajan Sivaraman, Prabhakaran Deivasigamani
The work focuses on a pollution-free ultra-portable solid-state opto-chemosensor for sensing noxious Cd2+ from environmental, industrial and non-industrial samples. An amphiphilic heterocyclic azo-receptor, (E)-4-((4,5-dimethylthiazol-2-yl)diazenyl)-6-hexylbenzene-1,3-diol (DMTHBD) is meticulously interlaced to the mesopore honeycomb structured silica monolith framework (MHSF). The aqua-compatible optical sensor (DMTHBD@MHSF) proffers remarkable structural integrity, surface morphology and porosity. The MHSF and DMTHBD@MHSF materials are characterized using powder X-ray diffraction, X-ray photoelectron spectroscopy, Fourier Transform infrared spectroscopy, high-resolution transmission electron microscopy, field-emission scanning electron microscopy, energy dispersive X-ray analysis, selected area electron diffraction, elemental mapping analysis, thermogravimetric/differential thermal analysis, Brunauer-Emmett-Teller (surface area) and Barrett-Joyner-Halenda (pore size distribution) plot. The MHSF shows a uniform distribution of well-packed continuous mesopore channels that expedite the voluminous loading of receptor molecules on MHSF and the analyte diffusion to the receptor chelating sites. The DMTHBD@MHSF sensor exhibits exclusive selectivity for ultra-trace Cd2+, with brilliant concentration correlative color metamorphosis in ≤50 s, using a minimal sensor dose (3 mg). A distinguishable solid-state hue transition from salmon pink to intense violet is spotted in the concentration range of 1-400 microg/L, with a linear signal response between 0-150 g/L, with detection and quantification limit of 0.15 and 0.50 g/L of Cd2+, respectively. The renewable sensor demonstrates excellent stability/durability under harsh working conditions, with reliable performance even after prolonged storage. The practical applications of the proposed sensor are authenticated using diverse actual samples, with an average recovery of ≥99.43% for Cd2+ and a relative standard deviation of ≤1.65%.
这项研究的重点是一种无污染的超便携式固态光电化学传感器,用于检测环境、工业和非工业样品中有毒的 Cd2+。(E)-4-((4,5-二甲基噻唑-2-基)偶氮)-6-己基苯-1,3-二醇(DMTHBD)是一种两亲杂环偶氮受体,与中孔蜂窝结构二氧化硅整体框架(MHSF)紧密交错在一起。水兼容光学传感器(DMTHBD@MHSF)具有出色的结构完整性、表面形态和孔隙率。使用粉末 X 射线衍射、X 射线光电子能谱、傅立叶变换红外光谱、高分辨率透射电子显微镜、场发射扫描电子显微镜、能量色散 X 射线分析、选区电子衍射、元素图谱分析、热重/差热分析、布鲁诺-埃美特-泰勒(表面积)和巴雷特-乔伊纳-哈伦达(孔径分布)图对 MHSF 和 DMTHBD@MHSF 材料进行了表征。MHSF 显示出均匀分布的良好堆积的连续中孔通道,这些通道可加快受体分子在 MHSF 上的大量负载,并加快分析物向受体螯合位点的扩散。DMTHBD@MHSF 传感器对超痕量 Cd2+ 具有独一无二的选择性,只需使用极小的传感器剂量(3 毫克),就能在 ≤50 秒内实现与浓度相关的绚丽色变。在 1-400 微克/升的浓度范围内,可观察到从鲑鱼粉色到浓紫色的固态色调转变,在 0-150 g/L 之间具有线性信号响应,Cd2+ 的检测和定量限分别为 0.15 和 0.50 g/L。这种可再生传感器在恶劣的工作条件下具有极佳的稳定性和耐久性,即使长期储存也能保持可靠的性能。利用不同的实际样品验证了该传感器的实际应用,其 Cd2+ 的平均回收率≥99.43%,相对标准偏差≤1.65%。
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引用次数: 0
Microphase separation induced polyzwitterionic ionogel with tough, highly conductive, self-healing and shape-memory properties for wearable electrical devices 微相分离诱导的聚齐瓦离子凝胶具有坚韧、高导电性、自愈合和形状记忆特性,适用于可穿戴电气设备
IF 11.9 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-10-11 DOI: 10.1039/d4ta04228j
Guang Zeng, Wenshuo Gao, Weicheng Qiu, Guanling Li, Shousen Chen, Xin He, Guoxing Sun, Weijia Yang, Yue Xin
Ionogels have aroused much attention due to their unique advantages for constructing wearable devices. However, integrating the properties of strong toughness, high ion conductivity, self-healing and shape-memory into one ionogel is still challenging. Herein, we develop a polyzwitterionic ionogel through the copolymerization of zwitterionic [2-(methacryloyloxy) ethyl] dimethyl-(3-sulfopropyl) (SBMA) and acrylamide (AAm) in ionic liquid (IL) of 1-ethyl-3-methylimidazolium ethyl sulfate (EMIES). The facile ability to engage in hydrogen bonds for poly acrylamide (PAM) segments makes them easily aggregated in EMIES, resulting in the formation of polymer-rich domains. In contrast, poly[2-(methacryloyloxy) ethyl] dimethyl-(3-sulfopropyl) (PSBMA) segments combined with EMIES form solvent-rich phase due to their good compatibility. Therefore, interpenetrating phase-separated structure is produced during the polymerization. The polymer-rich phase can dissipate energy and provide high strength, while the solvent-rich phase enables the ionogel with large stretchability. Besides, the zwitterionic groups on PSBMA can provide separate and continuous ion conductive pathways, facilitating the ion transport. Attributing to the synergy of phase separation and zwitterionic feature, the resulting ionogel presents balanced mechanical and electrical properties with high toughness of 2.7 MJ/m3 and ion conductivity of 1.3 mS/cm, as well as desirable self-healing ability. The resulting PSBMA/PAAm ionogel demonstrated excellent performance as a temperature and strain sensor. Remarkably, the ionogel possessed outstanding shape-memory property, making the ionogel can fix on the human joint or object with nonzero Gaussian curvature and maintains the sensing functions. Therefore, the morphing ionogel based sensor displays huge versatilities and potentials on detecting the signals variations for the objects with sophisticated geometries.
离子凝胶因其在构建可穿戴设备方面的独特优势而备受关注。然而,要将强韧性、高离子传导性、自愈合和形状记忆等特性整合到一种离子凝胶中仍然具有挑战性。在此,我们通过在 1-乙基-3-甲基咪唑鎓硫酸乙酯(EMIES)离子液体(IL)中共聚齐聚物[2-(甲基丙烯酰氧基)乙基]二甲基-(3-磺丙基)(SBMA)和丙烯酰胺(AAm),开发出了一种多齐聚物离子凝胶。聚丙烯酰胺(PAM)片段易于形成氢键,因此很容易在 EMIES 中聚集,从而形成富含聚合物的畴。与此相反,聚[2-(甲基丙烯酰氧基)乙基]二甲基-(3-磺丙基)(PSBMA)段与 EMIES 结合后会形成富溶剂相,因为它们具有良好的相容性。因此,在聚合过程中会产生互穿相分离结构。富聚合物相可以消散能量并提供高强度,而富溶剂相则使离子凝胶具有较大的拉伸性。此外,PSBMA 上的齐聚物基团可提供独立且连续的离子导电通道,促进离子传输。由于相分离和齐聚物特征的协同作用,所制得的离子凝胶具有均衡的机械和电气性能,韧性高达 2.7 MJ/m3,离子电导率为 1.3 mS/cm,并具有理想的自愈合能力。制备出的 PSBMA/PAAm 离子凝胶具有出色的温度和应变传感器性能。值得注意的是,该离子凝胶具有出色的形状记忆特性,能以非零高斯曲率固定在人体关节或物体上,并保持传感功能。因此,基于变形离子凝胶的传感器在检测具有复杂几何形状的物体的信号变化方面显示出巨大的通用性和潜力。
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引用次数: 0
Ultra-stable and poison tolerance oxygen evolution activity enabled by surface In2O3-x(OH)y of Co3In2S2 large single-crystal Co3In2S2大单晶表面In2O3-x(OH)y带来的超稳定耐毒氧进化活性
IF 11.9 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-10-11 DOI: 10.1039/d4ta04608k
Anjaiah Sheelam, Ariel Whitten, Carrington G Moore, Mark H Engelhard, Jean-Sabin McEwen, Jeffrey Bell
Water is an earth-abundant source for clean hydrogen production via electrochemical water electrolysis (WE). However, the surface poisoning that occurs in aqueous electrolytes drastically deactivates the electrocatalytic performance of electrodes. Here, we report an electrochemically formed In2O3-x(OH)y on the surface of a large (1–1.5 mm long, 0.5–0.6 mm wide and 0.3–0.5 mm thick) single-crystal of Weyl semimetal Co3In2S2 (Co3In2S2/In2O3-x(OH)y) as an ultra-stable and poison tolerance electrode for the oxygen evolution reaction (OER) in 1 M KOH, addressing a bottleneck in WE. The OER activity of powder form of Co3In2S2 is limited by its aerophilic nature. Remarkably, the single-crystal electrodes maintained their high activity for a continuous operational period of 5 h in 1 M KOH electrolyte with/without 10 mM of strong surface-poisoning ligands i.e., potassium cyanide, bipyridine, and ethylenediaminetetraacetate disodium salt. The electrodes exhibited stable OER activity for 1000 h at 100 mA cm−2 (1.73 V vs. RHE). The temperature-dependent OER polarization curves (10–70 °C) unambiguously revealed surface poisoning through the suppression of precatalytic Co-redox peaks on the bipyridine poisoned electrode and lead to the stabilization of surface Co-sites. The X-ray photoelectron spectroscopy analyses of pristine, poisoned and post-electrocatalytic single-crystal Co3In2S2 electrodes revealed the existence of In2O3-x(OH)y surface phase, which could be the potential heterostructure for the origin of ultra-stable and poison tolerance OER activity.
水是一种丰富的地球资源,可通过电化学水电解法(WE)生产清洁氢气。然而,在水电解质中发生的表面中毒会使电极的电催化性能严重失活。在此,我们报告了在大块(1-1.5 毫米长、0.5-0.6 毫米宽、0.3-0.5 毫米厚)Weyl 半金属 Co3In2S2(Co3In2S2/In2O3-x(OH)y)单晶表面电化学形成的 In2O3-x(OH)y,作为 1 M KOH 中氧进化反应(OER)的超稳定耐毒电极,解决了水电解中的瓶颈问题。粉末状 Co3In2S2 的 OER 活性受到其嗜气性的限制。值得注意的是,单晶电极在 1 M KOH 电解液中连续工作 5 小时,在添加/不添加 10 mM 强表面中毒配体(即氰化钾、联吡啶和乙二胺四乙酸二钠盐)的情况下,仍能保持高活性。在 100 mA cm-2 的条件下,电极在 1000 小时内表现出稳定的 OER 活性(相对于 RHE 为 1.73 V)。随温度变化的 OER 极化曲线(10-70 °C)通过抑制联吡啶中毒电极上的前催化钴氧化还原峰,明确显示了表面中毒现象,并导致表面钴位点的稳定。对原始、中毒和电催化后单晶 Co3In2S2 电极进行的 X 射线光电子能谱分析表明了 In2O3-x(OH)y 表面相的存在,这可能是超稳定耐毒 OER 活性的潜在异质结构。
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引用次数: 0
Exploring reaction mechanisms for CO2 reduction on Carbides 探索碳化物上的二氧化碳还原反应机制
IF 11.9 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-10-11 DOI: 10.1039/d4ta05592f
Naveed Ashraf, Atef Iqbal, Younes Abghoui
The electrocatalytic conversion of carbon dioxide (CO2) into valuable fuels offers immense promise in pursuing sustainable energy solutions. The robustness and intriguing electronic properties of Transition metal carbides (TMCs) traditionally have emerged as captivating contenders in the quest for efficient catalysts for CO2 reduction reactions (CO2RR). The presence of carbon atoms in TMC structures unlock a unique reaction mechanism for CO2RR, namely as Mars-van Krevelen (MVK) mechanism, facilitating CO2 capture and more efficient conversion to high-value-added chemicals. This work is the first report on the use of TMCs for CO2RR where comprehensive reaction pathways for different product formations are investigated. This theoretical study delves into the electronic intricacies of TMCs, unraveling their potential to drive the transformative journey toward a greener tomorrow. Here, we analyzed 11 TMCs to explore the reactivity trends toward CO, formic acid, methane, methanediol, and methanol formation. The VC is the best candidate explored to produce formic acid at 0 V onset potential. In addition, WC is the best candidate explored to produce methanol at an onset potential of -0.36 V. These results demonstrate that our studied TMCs as electrocatalysts are more promising than previously studied materials (metals and oxides) for application of CO2RR, and thus require more attention and investigation.
通过电催化将二氧化碳(CO2)转化为有价值的燃料,为寻求可持续能源解决方案带来了巨大希望。传统上,过渡金属碳化物(TMCs)具有坚固耐用和引人入胜的电子特性,是二氧化碳还原反应(CO2RR)高效催化剂研究领域中令人瞩目的竞争者。过渡金属碳化物结构中碳原子的存在为二氧化碳还原反应(CO2RR)开启了一种独特的反应机制,即 Mars-van Krevelen(MVK)机制,从而促进了二氧化碳捕获并更高效地转化为高附加值化学品。这项研究首次报道了将 TMCs 用于 CO2RR 的情况,研究了不同产物形成的综合反应途径。这项理论研究深入探讨了 TMC 的电子复杂性,揭示了它们在推动实现绿色明天的变革征程中的潜力。在此,我们对 11 种 TMC 进行了分析,探讨了它们在形成一氧化碳、甲酸、甲烷、甲二醇和甲醇方面的反应趋势。在 0 V 起始电位下,VC 是产生甲酸的最佳候选材料。这些结果表明,与之前研究的材料(金属和氧化物)相比,我们研究的 TMC 作为电催化剂在 CO2RR 应用方面更有前景,因此需要更多的关注和研究。
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引用次数: 0
High Performance All-Polymer Solar Cells Enabled with Solvent and Solid Dual Additives 使用溶剂和固体双添加剂的高性能全聚合物太阳能电池
IF 11.9 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-10-11 DOI: 10.1039/d4ta06013j
Misbah Sehar Abbasi, Congqi Li, Jinhua Gao, Siying Wang, Sixuan Wang, Qijie Lin, Xie Gening, Saqib Nawaz Khan, Jianqi Zhang, Xin Zhang, Yunhao Cai, Hui Huang
Morphology optimization of photoactive layer plays a crucial role in fabricating high-performance polymer solar cells (PSCs). When an active layer is cast from solution, the unique properties of the donor and acceptor materials often lead to either excessive or insufficient phase separation, which adversely affect the performance of the device. Specifically, all-polymer solar cells (all-PSCs) introduce an added complexity in terms of morphology regulation due to the inherently flexible and entangled nature of polymer chains. In this work, we first introduced 3,5-dichloroanisole (DCA) as a solid additive, known for its good crystallinity and volatility, to refine the active layer morphology in all-PSCs. Then, we combined 1-chloronaphthalene (CN) and DCA as dual additives, which effectively optimized the morphology of all-polymer blend. This combination favors charge transport and minimizes charge recombination, leading to higher fill factor across various systems. Notably, device based on PM6:PY-DT processed with this dual-additives approach achieved an impressive power conversion efficiency (PCE) of 17.42%, outperforming the control device without any additive, which showed a PCE of 14.34%. Besides, the dual additives were applied in the other systems, revealing its universality. This work not only took advantages of both solvent and solid additives, but also effectively improved the performance of all-PSCs.
光活性层的形态优化在制造高性能聚合物太阳能电池(PSCs)中起着至关重要的作用。当活性层从溶液中浇铸出来时,供体和受体材料的独特性质往往会导致相分离过度或不足,从而对设备的性能产生不利影响。特别是全聚合物太阳能电池(all-PSCs),由于聚合物链固有的柔性和缠结性,在形态调节方面增加了复杂性。在这项工作中,我们首先引入了 3,5-二氯苯甲醚(DCA)作为固体添加剂,以其良好的结晶性和挥发性完善了全聚苯乙烯太阳能电池的活性层形态。然后,我们将 1-氯萘 (CN) 和 DCA 作为双添加剂结合使用,有效优化了全聚合物混合物的形态。这种组合有利于电荷传输,最大程度地减少了电荷重组,从而提高了各种系统的填充因子。值得注意的是,采用这种双添加剂方法处理的基于 PM6:PY-DT 的器件实现了 17.42% 的惊人功率转换效率 (PCE),优于未使用任何添加剂的对照器件,后者的 PCE 为 14.34%。此外,双添加剂还被应用于其他系统中,显示了其通用性。这项工作不仅利用了溶剂和固体添加剂的优势,还有效地提高了所有聚苯乙烯泡沫塑料的性能。
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引用次数: 0
CrysGraphFormer: An Equivariant Graph Transformer for Prediction of Lattice Thermal Conductivity with Interpretability CrysGraphFormer:用于预测晶格导热性并具有可解释性的等变图形转换器
IF 11.9 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-10-10 DOI: 10.1039/d4ta04495a
Zhengyu Sun, Weiwei Sun, Shaohan Li, Zening Yang, Mutian Zhang, Yang Yang, Huayun Geng, Jin Yu
To address the challenges of high error rates and poor generalization in current deep learning models for predicting lattice thermal conductivity (LTC), we introduce CrysGraphFormer, an innovative equivariant crystal graph Transformer model tailored for this task. The model incorporates an improved multi-head self-attention mechanism and human-designed feature descriptors. Utilizing a message-passing mechanism to update node information, it introduces relative coordinate differences to represent crystal symmetry, avoiding the complex and computationally expensive higher-order representations traditionally used. We constructed a comprehensive dataset containing 5729 LTC data points (300K), including 5477 materials from AFLOW, 112 MAX and MAB phase materials calculated using VASP, and 140 for half-Heusler alloys. Experimental results demonstrate that the CrysGraphFormer model achieves state-of-the-art performance in LTC prediction tasks and excels in predicting fundamental properties. The model offers good interpretability, providing insights from chemical and materials science perspectives. Furthermore, we validated the model's application potential in the field of thermoelectric materials by predicting the LTC of 59 thermoelectric materials and 55 ternary semiconductor materials, with results consistent with DFT calculations. Finally, the uncertainty of CrysGraphFormer was assessed using Monte Carlo Dropout method.
为了解决目前用于预测晶格热导率(LTC)的深度学习模型错误率高、泛化能力差的难题,我们引入了 CrysGraphFormer,这是一种专为该任务定制的创新等变晶体图变换器模型。该模型采用了改进的多头自我关注机制和人类设计的特征描述符。它利用信息传递机制更新节点信息,引入相对坐标差来表示晶体对称性,避免了传统上使用的复杂且计算成本高昂的高阶表示方法。我们构建了一个包含 5729 个 LTC 数据点(300K)的综合数据集,其中包括来自 AFLOW 的 5477 种材料、使用 VASP 计算的 112 种 MAX 和 MAB 相材料,以及 140 种半休斯勒合金。实验结果表明,CrysGraphFormer 模型在 LTC 预测任务中实现了最先进的性能,并在预测基本属性方面表现出色。该模型具有良好的可解释性,可从化学和材料科学的角度提供见解。此外,我们通过预测 59 种热电材料和 55 种三元半导体材料的 LTC,验证了该模型在热电材料领域的应用潜力,其结果与 DFT 计算结果一致。最后,我们使用蒙特卡罗剔除法评估了 CrysGraphFormer 的不确定性。
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引用次数: 0
Delineating the intricacies of niobium-modified high-nickel layered cathodes with a single-step synthesis 用一步合成法描绘铌改性高镍层状阴极的复杂性
IF 11.9 2区 材料科学 Q1 CHEMISTRY, PHYSICAL Pub Date : 2024-10-10 DOI: 10.1039/d4ta05544f
Thomas J. Watts, Arumugam Manthiram
High-nickel layered oxides suffer from shortened cycle life due to high surface reactivity with the electrolyte. Modifications with Nb, whether doping or coating, results in improved electrochemical stability. This improvement is often at the expense of initial capacity. This study identifies the origins of this commonly reported decrease in initial capacity and the “activation” region of increasing capacity. Through the identification of the mechanisms behind the initial capacity penalty, a modified cycling schedule is employed that improves both the initial capacity output and stability by compensating for the polarization loss induced by the presence of lithium niobate (LixNbOy) phases with an increase in the cutoff charge voltage. This results in a 30% increase in initial capacity for a 2% Nb-modified sample in full cells with graphite anodes by adjusting the cycling parameters, as well as a 27% longer cycle life when half cells were cycled to 180 mAh g-1 instead of 4.4 V. Electrochemical impedance spectroscopy (EIS) identifies a decrease in cell impedance for Nb-modified samples at higher voltages (>4.4 V vs. Li / Li+) compared to those cycled to the standard 4.4 V (vs. Li / Li+) cutoff. These findings allow to realize improved electrochemical performance with Nb-modified samples synthesized with single-step calcinations. By elucidating the mechanisms behind why the lithium niobate / cathode interface results in higher impedance at 4.4 V cutoff, we suggest new cycling parameters that can improve the performance of high nickel cathode materials modified with lithium niobate phases.
高镍层状氧化物由于表面与电解液的高反应性而缩短了循环寿命。通过掺杂或镀层等方式对铌进行改性,可提高电化学稳定性。这种改善往往以牺牲初始容量为代价。本研究确定了这种普遍报道的初始容量降低的原因,以及容量增加的 "激活 "区域。通过确定初始容量损失背后的机制,采用了一种改进的循环时间表,通过提高截止充电电压来补偿铌酸锂 (LixNbOy) 相的存在所引起的极化损失,从而提高了初始容量输出和稳定性。通过调整循环参数,2% Nb 改性样品在石墨阳极全电池中的初始容量提高了 30%,当半电池循环电压为 180 mAh g-1 而不是 4.4 V 时,循环寿命延长了 27%。电化学阻抗光谱 (EIS) 发现,与在标准 4.4 V(与 Li / Li+ 相比)截止电压下循环的样品相比,Nb 改性样品在更高电压(4.4 V 与 Li / Li+)下的电池阻抗有所下降。这些发现使通过单步煅烧合成的铌改性样品的电化学性能得到改善。通过阐明铌酸锂/阴极界面在 4.4 V 截流电压下产生较高阻抗的机理,我们提出了一些新的循环参数,这些参数可以提高用铌酸锂相改性的高镍阴极材料的性能。
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引用次数: 0
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Journal of Materials Chemistry A
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