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Data extraction from polymer literature using large language models 使用大型语言模型从聚合物文献中提取数据
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s43246-024-00708-9
Sonakshi Gupta, Akhlak Mahmood, Pranav Shetty, Aishat Adeboye, Rampi Ramprasad
Automated data extraction from materials science literature at scale using artificial intelligence and natural language processing techniques is critical to advance materials discovery. However, this process for large spans of text continues to be a challenge due to the specific nature and styles of scientific manuscripts. In this study, we present a framework to automatically extract polymer-property data from full-text journal articles using commercially available (GPT-3.5) and open-source (LlaMa 2) large language models (LLM), in tandem with the named entity recognition (NER)-based MaterialsBERT model. Leveraging a corpus of  ~ 2.4 million full text articles, our method successfully identified and processed around 681,000 polymer-related articles, resulting in the extraction of over one million records corresponding to 24 properties of over 106,000 unique polymers. We additionally conducted an extensive evaluation of the performance and associated costs of the LLMs used for data extraction, compared to the NER model. We suggest methodologies to optimize costs, provide insights on effective inference via in-context few-shots learning, and illuminate gaps and opportunities for future studies utilizing LLMs for natural language processing in polymer science. The extracted polymer-property data has been made publicly available for the wider scientific community via the Polymer Scholar website. Automated data extraction from materials science literature using artificial intelligence and natural language processing techniques is key to advance materials discovery. Here, the authors present a framework to automatically extract polymer-property data from full-text journal articles using commercially available and open-source large language models.
利用人工智能和自然语言处理技术从材料科学文献中大规模自动提取数据对于推进材料发现至关重要。然而,由于科学手稿的特定性质和风格,对于大跨度的文本来说,这一过程仍然是一个挑战。在这项研究中,我们提出了一个框架,使用商用(GPT-3.5)和开源(LlaMa 2)大型语言模型(LLM),以及基于命名实体识别(NER)的MaterialsBERT模型,从全文期刊文章中自动提取聚合物性质数据。利用240万篇全文文章的语料库,我们的方法成功地识别和处理了大约681,000篇与聚合物相关的文章,从而提取了超过100万条记录,对应超过106,000种独特聚合物的24种性质。此外,与NER模型相比,我们还对用于数据提取的llm的性能和相关成本进行了广泛的评估。我们提出了优化成本的方法,通过上下文少镜头学习提供有效推理的见解,并阐明了利用llm进行聚合物科学自然语言处理的未来研究的差距和机会。提取的聚合物性能数据已通过高分子学者网站公开提供给更广泛的科学界。利用人工智能和自然语言处理技术从材料科学文献中自动提取数据是推进材料发现的关键。在这里,作者提出了一个框架,使用商业上可用的和开源的大型语言模型,从全文期刊文章中自动提取聚合物属性数据。
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引用次数: 0
Gelatin-based spray for forest fire prevention and fertilization 明胶基喷雾剂用于森林防火和施肥
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s43246-024-00712-z
Yuanfang Ai, Na Zheng, Wenbo Liu, Ping Yang, Xi Wu, Yichen Tian, Chuyi Wang, Heyang Liu, Chongping Huang, Zhongli Liang, Feng Zhu, Longcheng Tang, Nanbiao Ye, Jianjun Li, Kun Cao
Frequent forest fires, driven by hotter and drier climates, threaten biodiversity and human health, causing significant economic losses, air pollution, soil erosion, and degeneration. Current active and passive fire protection methods often suffer from environmental pollution, poor flexibility, and limited availability in remote areas. However, fast-acting surface flame retardants for passive forest fire protection, particularly for foliage, are rare. Herein, we report an easily obtainable gelatin-based fire spray, which resulted in 1.8 and 16.3-fold extension in ignition time, 34% and 39% reductions in total heat release, 78% and 92% reductions in fire growth index for dead and fresh leaves, respectively. After the fire warning is suppressed, for instance by rain, the sprayed substances can decompose and provide nitrogen and phosphorus as leaf and soil fertilizers without affecting soil microbial function, which increase plant net photosynthesis by 84% and effective nitrogen and phosphorus by 664% and 140%, respectively. Our green flame retardant and fertilizer material allows for simultaneous tree fire protection and growth. Forest fire prevention methods are often not environmentally friendly and are limited in remote areas. Here, a gelatin-based fire spray extends ignition time and reduces the heat release of fires while also acting as leaf and soil fertilizers to aid plant growth.
由于气候炎热和干燥,频繁发生的森林火灾威胁着生物多样性和人类健康,造成重大经济损失、空气污染、土壤侵蚀和退化。目前的主动和被动消防方法往往存在环境污染、灵活性差、偏远地区可用性有限等问题。然而,用于被动森林防火的速效表面阻燃剂,特别是用于树叶防火的阻燃剂,是罕见的。在此,我们报告了一种容易获得的基于明胶的防火喷雾,它使死叶和鲜叶的点火时间分别延长1.8倍和16.3倍,总放热减少34%和39%,火灾生长指数分别降低78%和92%。在火灾预警被雨水抑制后,喷洒的物质在不影响土壤微生物功能的情况下分解并提供氮磷作为叶片和土壤肥料,使植物净光合作用提高84%,有效氮磷分别提高664%和140%。我们的绿色阻燃剂和肥料材料可以同时保护树木的防火和生长。森林防火方法往往对环境不友好,在偏远地区受到限制。在这里,以明胶为基础的防火喷雾延长了点火时间,减少了火灾的热量释放,同时也作为叶子和土壤肥料,帮助植物生长。
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引用次数: 0
Evidence of high-temperature magnetic spiral in YBaCuFeO5 single-crystal by spherical neutron polarimetry 球形中子偏振测量法在 YBaCuFeO5 单晶中发现高温磁螺旋的证据
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s43246-024-00710-1
Arnau Romaguera, Oscar Fabelo, Navid Qureshi, J. Alberto Rodríguez-Velamazán, José Luis García-Muñoz
The low ordering temperature of most non-collinear spiral magnets critically limits their implementation in devices. The layered perovskites RBaCuFeO5 are a rare case of frustrated oxide family that has raised great expectations as promising high-temperature spiral magnets and spin-driven multiferroic candidates. Though a non-conventional mechanism of ‘spiral order by disorder’ could account for the extraordinary thermal stability of their presumed spiral order, such order was alleged on the basis of non-conclusive neutron data on powder samples. Thus far, it has not yet received support from single-crystal studies able to lift the ambiguities of powder data. Here, a YBaCuFeO5 crystal has been grown with enough Cu/Fe disorder to stabilize the incommensurate magnetic phase up to TS ≈ 200 K. Utilizing spherical neutron polarimetry and single-crystal neutron diffraction, we unveil the features of its magnetic structures, demonstrating the non-collinear chiral nature of the magnetic domains in the singular incommensurate phase. It is thus finally proved that such phase is spiral in our crystal, and therefore also in those compositions of this perovskite family where TS values well above room temperature have been reported. Yet, this study also illustrates critical features of relevance to the search for high-temperature magnetoelectric response induced by the spiral phase. While promising for spintronics, most non-collinear spiral magnets have low ordering temperatures which limit their implementation in devices. Here, spherical neutron polarimetry and single-crystal neutron diffraction data demonstrate the non-collinear chiral nature of magnetic order in YBaCuFeO5 single crystals up to 200 K.
大多数非共线螺旋磁体的低有序温度严重限制了它们在器件中的实现。层状钙钛矿RBaCuFeO5是一种罕见的受挫氧化物家族,作为有前途的高温螺旋磁体和自旋驱动多铁性候选材料,引起了人们的极大期望。尽管一种非传统的“无序的螺旋有序”机制可以解释它们假定的螺旋有序的非凡热稳定性,但这种秩序是基于粉末样品的非结论性中子数据而提出的。到目前为止,它还没有得到能够消除粉末数据模糊性的单晶研究的支持。在这里,YBaCuFeO5晶体生长具有足够的Cu/Fe无序以稳定不相称的磁相高达TS≈200 K。利用球中子偏振和单晶中子衍射,揭示了其磁结构的特征,证明了奇异不相称相磁畴的非共线手性。因此,最终证明了这种相在我们的晶体中是螺旋状的,因此也在这些钙钛矿家族的成分中,TS值远高于室温。然而,这项研究也说明了与寻找由螺旋相引起的高温磁电响应相关的关键特征。虽然自旋电子学很有前途,但大多数非共线螺旋磁体的有序温度较低,这限制了它们在器件中的实现。在这里,球中子偏振和单晶中子衍射数据证明了YBaCuFeO5单晶中磁序的非共线手性。
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引用次数: 0
Stratification of fluoride uptake among enamel crystals with age elucidated by atom probe tomography 原子探针断层扫描法阐明珐琅质晶体对氟的吸收随年龄而分层
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s43246-024-00709-8
Jack R. Grimm, Cameron Renteria, Semanti Mukhopadhyay, Arun Devaraj, Dwayne D. Arola
Dental enamel is subjected to a lifetime of de- and re-mineralization cycles in the oral environment, the cumulative effects of which cause embrittlement with age. However, the understanding of atomic scale mechanisms of dental enamel aging is still at its infancy, particularly regarding where compositional differences occur in the hydroxyapatite nanocrystals and what underlying mechanisms might be responsible. Here, we use atom probe tomography to compare enamel from a young (22 years old) and a senior (56 years old) adult donor tooth. Findings reveal that the concentration of fluorine is elevated in the shells of senior nanocrystals relative to young, with less significant differences between the cores or intergranular phases. It is proposed that the embrittlement of enamel is driven, at least in part, by the infusion of fluorine into the nanocrystals and that the principal mechanism is de- and re-mineralization cycles that preferentially erode and rebuild the nanocrystals shells. The atomic scale mechanisms of dental enamel aging are still not well understood. Here, atom probe tomography was used to compare enamel from young and senior adults to give insight about fluorine concentration in tooth nanocrystals.
牙釉质在口腔环境中经历了一生的脱矿和再矿化循环,其累积效应会随着年龄的增长而变脆。然而,对牙釉质老化的原子尺度机制的理解仍处于起步阶段,特别是关于羟基磷灰石纳米晶体中成分差异发生的位置以及可能负责的潜在机制。在这里,我们使用原子探针断层扫描来比较年轻(22岁)和老年(56岁)成人供牙的牙釉质。研究结果表明,相对于年轻的纳米晶体,老年纳米晶体的壳层中氟的浓度升高,而核和晶间相之间的差异不显著。本文提出,牙釉质的脆性至少部分是由氟注入纳米晶体驱动的,主要机制是脱矿和再矿化循环,这些循环优先侵蚀和重建纳米晶体外壳。牙釉质老化的原子尺度机制尚不清楚。在这里,原子探针断层扫描被用来比较年轻人和老年人的牙釉质,以了解牙齿纳米晶体中的氟浓度。
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引用次数: 0
Achieving dynamic stability and electromechanical resilience for ultra-flexible battery technology 实现超柔性电池技术的动态稳定性和机电弹性
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s43246-024-00703-0
Sam Riley, Andrew Shevchuk, Chandramohan George
Despite the huge potential of mechanically flexible batteries in healthcare, robotics, transportation and sensing, their development towards real-world applications is stalled due to issues such as capacity decay, limited energy/power density at any given pliability, compromised safety and poor packaging. These issues originate from design flaws, electromechanical degradation and underdeveloped characterisation of composite electrodes, lacking direct correlations between mechanical flexibility and electrochemical performance. Here, we review the state-of-the-art advances in Li-based flexible electrodes, cell architectures and materials and discuss the correlations between electrode microstructure, electrochemical trends, mechanical pliability and safety, emphasising the need for improved metrology and standardisation quantifying electromechanical resiliency. Development of mechanically flexible batteries has stalled due to their capacity decay, limited power and energy, and safety issues. Here, advances in flexible electrodes and cell architectures across Li-based batteries are Reviewed, correlating microstructure, performance, mechanical pliability, and safety.
尽管机械柔性电池在医疗保健、机器人、运输和传感领域具有巨大潜力,但由于容量衰减、任何给定柔韧性下的能量/功率密度有限、安全性受损和包装不良等问题,它们向现实世界应用的发展停滞不前。这些问题源于复合电极的设计缺陷、机电退化和不完善的表征,缺乏机械柔韧性和电化学性能之间的直接关联。在这里,我们回顾了锂基柔性电极、电池结构和材料的最新进展,并讨论了电极微观结构、电化学趋势、机械柔韧性和安全性之间的相关性,强调了改进计量和标准化量化机电弹性的必要性。由于容量衰减、电力和能源有限以及安全问题,机械柔性电池的开发停滞不前。本文综述了锂基电池在柔性电极和电池结构方面的进展,以及相关的微观结构、性能、机械柔韧性和安全性。
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引用次数: 0
The role of redox and structure on grain growth in Mn-doped UO2 氧化还原和结构对mn掺杂UO2晶粒生长的影响
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1038/s43246-024-00714-x
Gabriel L. Murphy, Elena Bazarkina, André Rossberg, Clara L. Silva, Lucia Amidani, Andrey Bukaemskiy, Robert Thümmler, Martina Klinkenberg, Maximilian Henkes, Julien Marquardt, Jessica Lessing, Volodymyr Svitlyk, Christoph Hennig, Kristina O. Kvashnina, Nina Huittinen
Mn-doped UO2 is considered a potential advanced nuclear fuel due to ameliorated microstructural grain growth compared to non-doped variants. However, recent experimental investigations have highlighted limitations in grain growth apparently arising from misunderstandings of its redox-structural chemistry. To resolve this, we use synchrotron X-ray diffraction and spectroscopy measurements supported by ab initio calculations to cross-examine the redox and structural chemistry of Mn-doped UO2 single crystal grains and ceramic specimens. Measurements reveal Mn enters the UO2 matrix divalently as $$({{{Mn}}}_{x}^{+2}{{U}}_{1-x}^{+4}){{O}_{2-x}}$$ with the additional formation of fluorite Mn+2O in the bulk material. Extended X-ray absorption near edge structure measurements unveil that during sintering, the isostructural relationship between fluorite UO2 and Mn+2O results in inadvertent interaction and subsequent incorporation of diffusing U species within MnO, rather than neighbouring UO2 grains, inhibiting grain growth. The investigation consequently highlights the significance of considering total redox-structural chemistry of main and minor phases in advanced ceramic material design. Mn-doped UO2 is a promising nuclear fuel, and is predicted to undergo favourable grain growth during service. This study uses diffraction, spectroscopy and ab initio calculations to study the effect of redox and structure, finding that grain growth may in fact be suppressed.
由于与未掺杂的UO2相比,mn掺杂的UO2改善了微观结构晶粒的生长,因此被认为是一种潜在的先进核燃料。然而,最近的实验研究突出了晶粒生长的局限性,这显然是由于对其氧化还原结构化学的误解。为了解决这个问题,我们使用同步加速器x射线衍射和从头计算支持的光谱测量来交叉检验mn掺杂UO2单晶颗粒和陶瓷样品的氧化还原和结构化学。测量结果显示,Mn以二价形式进入UO2基体$$({{{Mn}}}_{x}^{+2}{{U}}_{1-x}^{+4}){{O}_{2-x}}$$,同时在大块材料中形成萤石Mn+2O。扩展的x射线吸收近边结构测量揭示,在烧结过程中,萤石UO2和Mn+2O之间的等结构关系导致无意的相互作用,随后在MnO中加入扩散的U物质,而不是邻近的UO2晶粒,从而抑制了晶粒的生长。研究结果强调了在高级陶瓷材料设计中考虑主要相和次要相的总氧化还原结构化学的重要性。mn掺杂UO2是一种很有前途的核燃料,预计在服役期间会有良好的晶粒生长。本研究利用衍射、光谱学和从头计算研究氧化还原和结构的影响,发现实际上可能抑制了晶粒的生长。
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引用次数: 0
Automated chain architecture screening for discovery of block copolymer assembly with graph enhanced self-consistent field theory 基于图增强自洽场理论的嵌段共聚物装配链结构自动筛选
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-18 DOI: 10.1038/s43246-024-00723-w
Yuchen Zhang, Weiling Huang, Yi-Xin Liu
The diverse chain architectures of block copolymers makes them important for exploring new self-assembly, but poses significant challenges for identifying the stability windows of desired mesophases within the vast parameter space. Here, we present an automated workflow for screening chain architectures to discover new self-assembly. Utilizing graph-enhanced self-consistent field theory complemented by a scattering-based identification strategy, our approach enables the automated computation of arbitrary chain architectures and their phase behavior. This framework successfully identifies stable windows for a novel PtS phase in AB-type block copolymer melts, with two distinct chain architectures emerging from the screening process. Our findings demonstrate the utility of this method in stabilizing desired self-assembly and exploring new mesophases. The flexibility of our approach allows for straightforward extension to multi-species and multi-component systems and further integration with metaheuristic optimization techniques to enhance its potential for materials design. Block copolymers have diverse chain architectures which self-assemble in many ways makes it difficult to identify the stability windows of the mesophases. Here, an automated workflow using graph-enhanced self-consistent field theory allows for computation of arbitrary chain architectures and their phase behavior.
嵌段共聚物的不同链结构使得它们对于探索新的自组装很重要,但对于在广阔的参数空间中确定所需中间相的稳定性窗口提出了重大挑战。在这里,我们提出了一个筛选链结构以发现新的自组装的自动化工作流程。利用图形增强的自一致场理论和基于散射的识别策略,我们的方法能够自动计算任意链结构及其相位行为。该框架成功地确定了ab型嵌段共聚物熔体中新型PtS相的稳定窗口,筛选过程中出现了两种不同的链结构。我们的发现证明了这种方法在稳定期望的自组装和探索新的中间相方面的实用性。我们方法的灵活性允许直接扩展到多物种和多组分系统,并与元启发式优化技术进一步集成,以增强其材料设计的潜力。嵌段共聚物具有多种自组装方式的链结构,使得中间相的稳定性窗口难以确定。在这里,使用图增强自一致场理论的自动化工作流允许计算任意链架构及其相位行为。
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引用次数: 0
A high-temperature multiferroic Tb2(MoO4)3 高温多铁性 Tb2(MoO4)3
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-18 DOI: 10.1038/s43246-024-00717-8
Shimon Tajima, Hidetoshi Masuda, Yoichi Nii, Shojiro Kimura, Yoshinori Onose
Magnetoelectric mutual control in multiferroics, which is the electric control of magnetization, or reciprocally the magnetic control of polarization has attracted much attention because of its possible applications to spintronic devices, multi-bit memories, and so on. While the required working temperature for the practical application is much higher than room temperature, which ensures stable functionality at room temperature, the reported working temperatures were at most around room temperature. Here, we demonstrated magnetic control of ferroelectric polarization at 432 K in ferroelectric and ferroelastic Tb2(MoO4)3, in which the polarity of ferroelectric polarization is coupled to the orthorhombic strain below the transition temperature 432 K. The paramagnetic but strongly magnetoelastic Tb3+ magnetic moments enable the magnetic control of ferroelectric and ferroelastic domains; the ferroelectric polarization is controlled depending on whether the magnetic field is applied along [110] or [1 $$bar{1}$$ 0]. This result may pave a new avenue for designing high-temperature multiferroics. The mutual control of magnetization and polarization in multiferroics is key to spintronic devices, but ensuring its stability at room temperature is essential for practical applications. Here, magnetic control of ferroelectric polarization in Tb2(MoO4)3 is demonstrated up to 432 K, ensuring the stability of magnetoelectric effect well above room temperature.
多铁性材料中的磁电互控,即磁化的电控制或极化的磁互控,因其在自旋电子器件、多比特存储器等领域的应用前景而备受关注。虽然实际应用所需的工作温度远高于室温,以确保在室温下稳定的功能,但报告的工作温度最多在室温左右。在这里,我们证明了铁电和铁弹性Tb2(MoO4)3在432 K时的铁电极化的磁控制,其中铁电极化的极性与低于432 K转变温度的正交应变耦合。顺磁性但强磁弹性的Tb3+磁矩使铁电畴和铁弹性畴的磁控制成为可能;铁电极化的控制取决于磁场是沿[110]还是沿[1 $$bar{1}$$ 0]施加。这一结果为高温多铁材料的设计开辟了新的途径。多铁体磁化和极化的相互控制是自旋电子器件的关键,但确保其在室温下的稳定性是实际应用的关键。在432 K的温度下,磁控制Tb2(MoO4)3中的铁电极化,保证了磁电效应在室温以上的稳定性。
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引用次数: 0
Author Correction: Additive manufacturing of a high-performance aluminum alloy from cold mechanically derived non-spherical powder 作者更正:用冷机械衍生的非球形粉末增材制造高性能铝合金
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-11 DOI: 10.1038/s43246-024-00715-w
J. Hunter Martin, John E. Barnes, Kirk A. Rogers, Jacob Hundley, Darby L. LaPlant, Siavash Ghanbari, Jung-Ting Tsai, David F. Bahr
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引用次数: 0
Strategies to achieve reproducible synthesis of phase-pure Zr-porphyrin metal-organic frameworks 实现相纯zr -卟啉金属-有机骨架可重复合成的策略
IF 7.5 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-10 DOI: 10.1038/s43246-024-00690-2
Karina Hemmer, Hanna L. B. Boström, Simon Krause, Bettina V. Lotsch, Roland A. Fischer
Porphyrin-based metal-organic frameworks (MOFs) are gaining traction for various applications due to their sorption, optoelectronic and catalytic properties. MOFs with Zr-based nodes constitute a particularly robust and versatile class of MOFs in which incorporation of metals into the porphyrin core allows further tuning of their physico-chemical properties. However, significant challenges regarding the phase-pure synthesis of Zr-porphyrin MOFs have slowed down progress in the field. Synthetic challenges in targeted phase formation originate from the densely populated phase space, due to energetically similar framework topologies accessible from the same building blocks, but also from the lack of detailed synthetic information. This Perspective discusses different synthetic approaches and detailed synthesis investigations to gain a deeper understanding while providing strategies towards suitable conditions to access phase-pure Zr-porphyrin MOFs. Transparent data reporting and holistic consideration of synthetic factors may allow for better control of these aspects. This is crucial for the establishment of structure–property relationships in such materials and will facilitate the realisation of their application potential. Synthesizing phase-pure zirconium-porphyrin metal-organic frameworks is challenging. This Perspective discusses different synthetic approaches and investigations to guide conditions to achieve phase-pure zirconium-porphyrin metal-organic frameworks.
基于卟啉的金属有机骨架(MOFs)由于其吸附、光电和催化性能而得到了广泛的应用。具有zr基节点的mof构成了一种特别坚固和通用的mof,其中将金属掺入卟啉核心可以进一步调整其物理化学性质。然而,关于相纯合成zr -卟啉mof的重大挑战减缓了该领域的进展。目标相形成的合成挑战源于密集的相空间,由于从相同的构建块可获得能量相似的框架拓扑,但也来自缺乏详细的合成信息。本展望讨论了不同的合成方法和详细的合成研究,以获得更深入的理解,同时提供了获得相纯zr -卟啉mof的合适条件的策略。透明的数据报告和综合因素的整体考虑可能有助于更好地控制这些方面。这对于在此类材料中建立结构-性能关系至关重要,并将促进其应用潜力的实现。相纯锆-卟啉金属-有机骨架的合成具有挑战性。本展望讨论了不同的合成方法和研究,以指导实现相纯锆-卟啉金属-有机框架的条件。
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引用次数: 0
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