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Integrated computational and experimental design of copper–gallic acid nanozymes for selective salbutamol detection 铜-没食子酸纳米酶选择性检测沙丁胺醇的综合计算与实验设计
IF 3.2 3区 工程技术 Q2 CHEMISTRY, PHYSICAL Pub Date : 2025-11-14 DOI: 10.1039/D5ME00136F
Fatemeh Parad, Fahimeh Ghasemi, Parisa Khadiv-Parsi, Haider Al Amili, Parna Keramati, Somayeh Mojtabavi and Mohammad Ali Faramarzi

Salbutamol (SBM), a β2-adrenergic agonist commonly prescribed for bronchospasm, is increasingly monitored in sports medicine due to its potential misuse as a performance-enhancing agent. To address the need for rapid, cost-effective, and portable anti-doping diagnostics, a nanozyme-based sensing platform using copper–gallic acid hybrid structures (Cu@GA·HSs) was developed. These nanozymes exhibited oxidase-like activity, enabling sensitive and selective optical detection of SBM across a wide concentration range (125–5000 μg mL−1), with excellent analytical accuracy (96.8–99.8%) and precision (CV < 2.0%). The system demonstrated strong operational stability, retaining 60% catalytic activity after 24 days at 4 °C, and strong resistance to chemical interference, including metal ions and non-polar solvents (selectivity coefficient ≈1). Benchmarking against HPLC revealed excellent agreement (R2 = 0.997; deviation <0.06%), validating its analytical performance. Molecular docking and dynamics simulations further revealed specific SBM–matrix interactions underlying the sensor's selectivity and robustness. Together, these results highlight a systems-level approach integrating nanozyme chemistry with computational modeling to engineer next-generation biosensors for anti-doping applications.

沙丁胺醇(SBM)是一种常用于支气管痉挛的β2-肾上腺素能激动剂,由于其可能被误用为提高成绩的药物,在运动医学中越来越受到监测。为了满足快速、经济、便携的反兴奋剂诊断需求,开发了一种基于纳米酶的传感平台,该平台使用铜-没食子酸杂化结构(Cu@GA·hs)。这些纳米酶表现出类似氧化酶的活性,能够在较宽的浓度范围内(125-5000 μg mL−1)对SBM进行敏感和选择性的光学检测,具有优异的分析准确度(96.8-99.8%)和精密度(CV < 2.0%)。该体系表现出很强的操作稳定性,在4℃条件下24天后仍保持60%的催化活性,并且具有很强的抗化学干扰能力,包括金属离子和非极性溶剂(选择性系数≈1)。HPLC对标结果吻合良好(R2 = 0.997;偏差<;0.06%),验证了其分析性能。分子对接和动力学模拟进一步揭示了sbm -矩阵之间的特定相互作用是传感器的选择性和鲁棒性的基础。总之,这些结果突出了将纳米酶化学与计算建模相结合的系统级方法,以设计用于反兴奋剂应用的下一代生物传感器。
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引用次数: 0
Advancing the self-assembly of binary colloidal crystals of tetrahedra and octahedra with confinement 提出了带约束的四面体和八面体二元胶体晶体的自组装
IF 3.2 3区 工程技术 Q2 CHEMISTRY, PHYSICAL Pub Date : 2025-11-11 DOI: 10.1039/D5ME00092K
Nathan C. Huang, Rachael S. Skye and Julia Dshemuchadse

Photonic crystals can be self-assembled from binary colloidal dispersions, but the robust assembly of high-quality crystals in quantities sufficient for large-scale applications remains challenging. Here, we study the assembly of polyhedral colloidal nanoparticles at surfaces with spherical and flat-wall geometries to examine the influence of confinement on the process and products of crystallization compared to the bulk. We find that confinement improves crystallization at non-ideal stoichiometries but does not lower the minimal packing fraction at which crystallization occurs. Crystals formed in confinement exhibit higher degrees of crystallinity and lower quantities of secondary-phase defects: the formation of well-ordered layers and shells appears to be promoted by flat walls and spherical container interfaces. These findings demonstrate the potential for enhanced control over the synthesis of novel materials with tailored structures and properties for photonic applications.

光子晶体可以从二元胶体分散体中自组装,但大规模应用所需的高质量晶体的强大组装仍然具有挑战性。在这里,我们研究了多面体胶体纳米颗粒在球形和平壁几何表面的组装,以研究与体块相比,约束对结晶过程和产物的影响。我们发现约束改善了非理想化学计量下的结晶,但并没有降低结晶发生的最小堆积分数。在约束条件下形成的晶体表现出更高的结晶度和更少的二次相缺陷:平整的壁和球形容器界面似乎促进了有序层和壳的形成。这些发现证明了增强控制合成具有定制结构和光子应用特性的新材料的潜力。
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引用次数: 0
Retraction: Identification of MIG7, TGM2, CXCL8, and PDGFC as key genes in colon cancer with a bioinformatics-driven strategy for multi-epitope vaccine design 撤稿:用生物信息学驱动的多表位疫苗设计策略鉴定MIG7、TGM2、CXCL8和PDGFC是结肠癌的关键基因
IF 3.2 3区 工程技术 Q2 CHEMISTRY, PHYSICAL Pub Date : 2025-11-06 DOI: 10.1039/D5ME90041G
Zhenhai Jing, Qing Zhou, Yan Wang, Peng Meng, Yuting Duan and Qing Hong

Retraction of ‘Identification of MIG7, TGM2, CXCL8, and PDGFC as key genes in colon cancer with a bioinformatics-driven strategy for multi-epitope vaccine design’ by Zhenhai Jing et al., Mol. Syst. Des. Eng., 2025, https://doi.org/10.1039/D5ME00104H.

撤回“用生物信息学驱动的多表位疫苗设计策略鉴定结肠癌关键基因MIG7、TGM2、CXCL8和PDGFC”(Zhenhai Jing等,Mol. Syst.)。Des, Eng。, 2025, https://doi.org/10.1039/D5ME00104H。
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引用次数: 0
Simulation of the microalgae-enriched nitrogen fertilizer granulation mechanism using the DEM method 利用DEM方法模拟富微藻氮肥造粒机理
IF 3.2 3区 工程技术 Q2 CHEMISTRY, PHYSICAL Pub Date : 2025-11-04 DOI: 10.1039/D5ME00091B
Rasa Šlinkšienė, Vaidas Bivainis and Austėja Mikolaitienė

The use of granular fertilizers offers significant advantages over traditional powder forms, including improved nutrient distribution, reduced dust, and controlled nutrient release. These benefits enhance plant growth while minimizing negative environmental impacts. The addition of reused materials (recycle) significantly influences the size distribution and strength of granular fertilizers. It was determined that incorporating 60% recycle increases the part of commercial granules (size 2.0–4.0 mm) from 22% to about 68%. However, this increase is accompanied by a decrease in static strength, which drops from 2.8–3.8 MPa to 1.7–2.3 MPa. Modelling granulation processes holds substantial potential for the fertilizer industry, enabling the optimization of high-quality granular fertilizer production while minimizing the need for extensive experimental trials. This approach not only streamlines manufacturing but also ensures consistent nutrient supply, ultimately contributing to improved crop yields and sustainable agricultural practices. In this study, a simulation model based on an actual granulation drum was used to investigate the granulation process of a mixture containing recycled material, crystalline urea, and the microalgae Chlorella vulgaris sp. The granulation simulation data showed that granule formation began within 30 seconds and that the desired quantity of the mixture was produced in just 30 seconds. Throughout the process, the segregation coefficient remained near zero, indicating effective granule formation and distribution.

与传统的粉状肥料相比,使用颗粒肥料具有显著的优势,包括改善养分分布、减少粉尘和控制养分释放。这些益处促进植物生长,同时最大限度地减少对环境的负面影响。回用物料(再循环)的添加对颗粒肥料的粒度分布和强度有显著影响。经确定,加入60%的回收将商品颗粒(粒径2.0-4.0 mm)的比例从22%提高到约68%。然而,这种增加伴随着静强度的下降,静强度从2.8 ~ 3.8 MPa下降到1.7 ~ 2.3 MPa。模拟造粒过程对肥料工业具有巨大的潜力,可以优化高质量的颗粒肥料生产,同时最大限度地减少大量实验试验的需要。这种方法不仅简化了生产,而且确保了持续的养分供应,最终有助于提高作物产量和可持续的农业实践。本研究采用基于实际造粒鼓的模拟模型,研究了含有再生材料、结晶尿素和小球藻的混合物的造粒过程。造粒模拟数据表明,在30秒内开始造粒,在30秒内就能生产出所需数量的混合物。在整个过程中,偏析系数保持在零附近,表明有效的颗粒形成和分布。
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引用次数: 0
Exploring the temperature stability of CRISPR-Cas12b using molecular dynamics simulations. 利用分子动力学模拟探索CRISPR-Cas12b的温度稳定性。
IF 3.2 3区 工程技术 Q2 CHEMISTRY, PHYSICAL Pub Date : 2025-10-30 DOI: 10.1039/d5me00140d
Yinhao Jia, Katelynn Horvath, Santosh R Rananaware, Piyush K Jain, Janani Sampath

The thermal stability of CRISPR-Cas nucleases is a critical factor for their successful application in 'one-pot' diagnostic assays that utilize high-temperature isothermal amplification. To understand the atomistic mechanism of stabilization in a previously engineered variant of the thermostable BrCas12b protein, we performed all-atom molecular dynamics (MD) simulations on the wild-type and mutant forms of apo BrCas12b. High-temperature simulations reveal a small structural change along with greater flexibility in the PAM-interacting domain of the mutant BrCas12b, with marginal structural and flexibility changes in the other mutated domains. Comparative essential dynamics analysis between the wild-type and mutant BrCas12b at both ambient and elevated temperatures provides insights into the stabilizing effects of the mutations. Our findings offer comprehensive insights into the important protein motions induced by these mutations. These results provide insights into thermal stability mechanisms in BrCas12b that may inform the future design of CRISPR-based tools.

CRISPR-Cas核酸酶的热稳定性是其在利用高温等温扩增的“一锅”诊断分析中成功应用的关键因素。为了了解热稳定性BrCas12b蛋白的原子稳定性机制,我们对野生型和突变型载子BrCas12b进行了全原子分子动力学(MD)模拟。高温模拟显示,突变体BrCas12b的pam相互作用结构域发生了微小的结构变化和更大的灵活性,而其他突变结构域的结构和灵活性发生了微小的变化。野生型和突变型BrCas12b在室温和高温下的基本动力学比较分析为突变的稳定效应提供了见解。我们的发现为这些突变诱导的重要蛋白质运动提供了全面的见解。这些结果为BrCas12b的热稳定性机制提供了见解,可能为未来基于crispr的工具的设计提供信息。
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引用次数: 0
Soft material engineered synthetic polymer membranes: bridging design and application 软材料工程合成聚合物膜:桥接设计与应用
IF 3.2 3区 工程技术 Q2 CHEMISTRY, PHYSICAL Pub Date : 2025-10-28 DOI: 10.1039/D5ME00121H
Ashok K. Pandey

Soft material-based synthetic polymer membranes are emerging as transformative platforms for energy, environmental, and healthcare technologies, attributed to their flexibility, tunability, and multifunctionality. These membranes are designed through two principal strategies, i.e. pore-filling and surface/interface engineering. Hydrogels could also be used, especially in biomedical applications, with fibre reinforcement to enhance mechanical stability. Pore-filled or “gel-in-shell” membranes incorporate hydrogels or functional soft materials within porous polymer matrices, combining chemical functionality with structural support. These systems enable the fast and selective transport of ions or molecules, finding applications in fuel cells, batteries, solar desalination, and water purification. Stimuli-responsive designs, where thermally, chemically, piezoelectric or optically sensitive polymers are grafted within or onto membrane pores, enable dynamic control over permeability, critical for smart drug delivery and adaptive filtration. Self-healing hydrogels, driven by dynamic bonding or ionic crosslinking, further enhance membrane longevity under operational stress. On the surface engineering side, functionalization via plasma treatment, graft polymerization, layer-by-layer assembly, molecular layer deposition, or mussel-inspired polydopamine coatings enables control over surface charge, hydrophilicity, and antifouling performance. Advanced materials such as MOFs and MXenes could also be incorporated in membrane designs to enhance functional properties. These engineered interfaces, such as surface patterning or nanofiber anchoring of the surface, are crucial for addressing challenges such as fouling, poor selectivity, and biocompatibility issues typically encountered in traditional membranes. Fibre-reinforced hydrogels further expand the application scope into biomedical systems, offering tissue-like mechanical resilience for tissue scaffolds, wound dressings, and wearable biosensors. This review highlights the integrated design of soft material-based membrane systems and their application across clean energy, sustainable water technology, environmental remediation, and biomedical fields. Such multifunctional membranes are central to next-generation technologies aligned with global sustainability goals.

基于软材料的合成聚合物膜由于其灵活性、可调性和多功能性,正在成为能源、环境和医疗保健技术的变革性平台。这些膜是通过两种主要策略设计的,即孔隙填充和表面/界面工程。水凝胶也可以使用,特别是在生物医学应用中,通过纤维增强来提高机械稳定性。多孔填充膜或“壳中凝胶”膜将水凝胶或功能性软材料纳入多孔聚合物基质中,将化学功能与结构支撑相结合。这些系统能够快速和选择性地传输离子或分子,在燃料电池,电池,太阳能脱盐和水净化中得到应用。刺激响应设计将热、化学、压电或光学敏感聚合物接枝到膜孔内或膜孔上,实现对渗透率的动态控制,这对智能药物输送和自适应过滤至关重要。由动态键合或离子交联驱动的自愈水凝胶进一步提高了膜在操作应力下的寿命。在表面工程方面,通过等离子体处理、接枝聚合、逐层组装、分子层沉积或贻贝启发的聚多巴胺涂层实现功能化,可以控制表面电荷、亲水性和防污性能。mof和MXenes等先进材料也可以加入到膜设计中,以增强功能特性。这些工程界面,如表面图案或纳米纤维的表面锚定,对于解决传统膜中常见的污垢、低选择性和生物相容性问题至关重要。纤维增强水凝胶进一步扩大了生物医学系统的应用范围,为组织支架、伤口敷料和可穿戴生物传感器提供了类似组织的机械弹性。本文综述了基于软质材料的膜系统的集成设计及其在清洁能源、可持续水技术、环境修复和生物医学领域的应用。这种多功能膜是符合全球可持续发展目标的下一代技术的核心。
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引用次数: 0
A first-principles examination of the ice–cellulose interface: towards bioinspired antifreeze design 冰-纤维素界面的第一性原理研究:走向仿生防冻设计
IF 3.2 3区 工程技术 Q2 CHEMISTRY, PHYSICAL Pub Date : 2025-10-27 DOI: 10.1039/D5ME00137D
Aakash Kumar and Dilip Gersappe

Examination of binding of cellulose to ice using ab initio modeling reveals that new C–O bonds are formed on the basal ice surfaces, where some of the O atoms are exposed at the surface due to missing H bonds. Further analysis suggests that the cellulose unit binds in such a way as to form a tetrahedral arrangement at the ice surface, evidenced by a geometric measure of tetrahedrality. This hypothesis is further validated for both primary and secondary prismatic planes. This leads us to conclude that in the case of cellulose molecules, binding at ice is dependent on preserving its tetrahedral bonding arrangement. Our findings suggest that the idea of tetrahedrality is very widely applicable to coordination ranging from water to ice-binding proteins, highlighting a design criterion for novel ice-binding/antifreeze proteins/materials.

使用从头算模型对纤维素与冰的结合进行检查,发现在冰的基底表面形成了新的C-O键,其中一些O原子由于缺少氢键而暴露在表面。进一步的分析表明,纤维素单元以这样一种方式结合,在冰表面形成一个四面体排列,四面体的几何测量证明了这一点。这一假设进一步验证了主棱柱面和次棱柱面。这使我们得出结论,在纤维素分子的情况下,冰的结合取决于保持其四面体键的排列。我们的研究结果表明,四面体的思想非常广泛地适用于从水到冰结合蛋白的配位,突出了新型冰结合/抗冻蛋白/材料的设计标准。
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引用次数: 0
Strategy for the isomerization of dibenzo[b,d]furan-based carbazole derivatives as hole transporting materials for perovskite solar cells: theoretical design and experimental study 二苯并[b,d]呋喃基咔唑衍生物作为钙钛矿太阳能电池空穴输运材料的异构化策略:理论设计和实验研究
IF 3.2 3区 工程技术 Q2 CHEMISTRY, PHYSICAL Pub Date : 2025-10-22 DOI: 10.1039/D5ME00155B
Xin Chen, Jiayi Qi, Xin Jiang, Fei Wu and Xiaorui Liu

The structural design of hole transport materials (HTMs) is a crucial approach to improving the efficiency and stability of perovskite solar cells (PSCs). In this study, a series of isomeric dibenzo[b,d]furan-based carbazole derivatives (CX11–CX14) were designed to provide a design strategy for the development of HTMs in PSC applications. Side chain isomerism has a significant impact on molecular conjugation, exhibiting distinct isomer-dependent effects in terms of energy levels, planarity, dipole moment, and hole mobility. Furthermore, theoretical calculations and experimental results indicate that the molecule CX11 with superior hole mobility and stronger adsorption on the perovskite surface can act as a potential HTM for PSC applications. According to the results of the optimized PSC devices, the power conversion efficiency (PCE) of the CX11-based PSC exceeded 23%, which is higher than that of devices based on other molecules. The close agreement between computational predictions and experimental validation not only validates the theoretical framework for designing molecular isomers of HTMs but also provides crucial molecular-level insights. The demonstrated methodology is expected to motivate researchers to develop even more efficient HTM isomers for PSCs with higher PCEs.

空穴传输材料(HTMs)的结构设计是提高钙钛矿太阳能电池(PSCs)效率和稳定性的重要途径。本研究设计了一系列基于二苯并[b,d]呋喃的异构体咔唑衍生物(CX11-CX14),为在PSC应用中开发HTMs提供了设计策略。侧链异构对分子共轭有显著影响,在能级、平面度、偶极矩和空穴迁移率方面表现出明显的同分异构体依赖效应。此外,理论计算和实验结果表明,CX11分子具有优越的空穴迁移率和在钙钛矿表面较强的吸附能力,可以作为PSC的潜在热媒材料。根据优化后的PSC器件的结果,基于cx11的PSC器件的功率转换效率(PCE)超过23%,高于基于其他分子的PSC器件。计算预测和实验验证之间的密切一致不仅验证了设计HTMs分子异构体的理论框架,而且提供了关键的分子水平见解。所展示的方法有望激励研究人员为具有更高pce的PSCs开发更有效的HTM异构体。
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引用次数: 0
Serinol as a tunable and sustainable framework for high capacity, low viscosity, water-lean CO2 capture and switchable solvents 丝氨酸醇作为一种可调的和可持续的框架,用于高容量,低粘度,水稀薄的二氧化碳捕获和可切换的溶剂
IF 3.2 3区 工程技术 Q2 CHEMISTRY, PHYSICAL Pub Date : 2025-10-21 DOI: 10.1039/D5ME00145E
Jun Wang, Alain Tundidor Camba, Ifeanyi Samuel Ibeto, Zahra Sekhavat Pour, Joseph T. Danner, Steven T. Weinman, C. Heath Turner and Jason E. Bara

Water-lean solvents have emerged as alternatives to conventional aqueous amines for CO2 capture, although there is delicate balance between achieving high CO2 loadings while maintaining sufficiently low viscosity. In this work, we present the advantages of serinol as a framework for designing single component water-lean solvents which meet these criteria. Starting from commercially available glycidyl ethers or epichlorohydrin, several symmetric and non-symmetric 1,3-diether-2-amino molecules were synthesized and thoroughly studied. Spectroscopic analyses (13C NMR and FTIR) confirmed chemical reactions between CO2 and the serinol-based water-lean solvents. CO2 absorption studies showed these solvents had high loading capacities with positive indications for stability and recyclability. The serinol-based molecules have low viscosities in their neat states (1–4 cP at 30 °C) with viscosities as low as 28 cP at 30 °C in highly CO2-rich states. Furthermore, based on choice of functional groups, serinol-based molecules also show potential as switchable solvents that transition from hydrophobic to hydrophilic upon reaction with CO2. Our molecular-level simulations reveal how CO2 binding alters H-bonding networks, reduces free volume, and dramatically increases viscosity with increasing levels of complexation, mirroring the trends observed experimentally. The simulation data also support the observed switchable solvent behavior by elucidating the structural reorganization and dynamic constraints induced by CO2 loading.

尽管在实现高二氧化碳负荷和保持足够低的粘度之间存在微妙的平衡,但疏水溶剂已成为传统水胺捕获二氧化碳的替代品。在这项工作中,我们提出丝氨酸醇作为设计满足这些标准的单组分水稀薄溶剂的框架的优势。从市售的缩水甘油醚或环氧氯丙烷出发,合成了几种对称和非对称的1,3-二醚-2-氨基分子,并对其进行了深入的研究。光谱分析(13C NMR和FTIR)证实了CO2与丝氨酸基水溶剂之间的化学反应。二氧化碳吸收研究表明,这些溶剂具有高负载能力,具有稳定性和可回收性的积极迹象。丝氨酸基分子在其整洁状态下具有低粘度(30°C时为1-4 cP),在高co2富状态下粘度在30°C时低至28 cP。此外,基于官能团的选择,丝氨酸基分子也显示出在与CO2反应时从疏水性转变为亲水性的可转换溶剂的潜力。我们的分子水平模拟揭示了二氧化碳结合如何改变氢键网络,减少自由体积,并随着络合水平的增加而显著增加粘度,这与实验观察到的趋势相一致。模拟数据还支持观察到的可切换溶剂行为,阐明了CO2负载引起的结构重组和动态约束。
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引用次数: 0
Enhanced thermophysical property prediction with uncertainty quantification using group contribution-Gaussian process regression 利用群体贡献-高斯过程回归增强热物性预测的不确定度量化
IF 3.2 3区 工程技术 Q2 CHEMISTRY, PHYSICAL Pub Date : 2025-10-13 DOI: 10.1039/D5ME00126A
Barnabas P. Agbodekhe, Montana N. Carlozo, Dinis O. Abranches, Kyla D. Jones, Alexander W. Dowling and Edward J. Maginn

Group contribution (GC) models are powerful, simple, and popular methods for property prediction. However, the most accessible and computationally efficient GC methods, like the Joback and Reid (JR) GC models, often exhibit severe systematic bias. Furthermore, most GC methods do not have uncertainty estimates associated with their predictions. The present work develops a hybrid method for property prediction that integrates GC models with Gaussian process (GP) regression. Predictions from the JR GC method, along with the molecular weight, are used as input features to the GP models, which learn and correct the systematic biases in the GC predictions, resulting in highly accurate property predictions with reliable uncertainty estimates. The method was applied to six properties: normal boiling temperature (Tb), enthalpy of vaporization at TbHvap), normal melting temperature (Tm), critical pressure (Pc), critical molar volume (Vc), and critical temperature (Tc). The CRC Handbook of Chemistry and Physics was used as the primary source of experimental data. The final collected experimental data ranged from 485 molecules for ΔHvap to 5640 for Tm. The proposed GCGP method significantly improved property prediction accuracy compared to the GC-only method. The coefficient of determination (R2) values of the testing set predictions are ≥0.85 for five out of six and ≥0.90 for four out of six properties modeled, and compare favorably with other methods in the literature. Tm was used to demonstrate one way the GCGP method can be tuned for even better predictive accuracy. The GCGP method provides reliable uncertainty estimates and computational efficiency for making new predictions. The GCGP method proved robust to variations in GP model architecture and kernel choice.

组贡献(GC)模型是一种功能强大、简单且流行的属性预测方法。然而,最容易获得和计算效率最高的GC方法,如Joback和Reid (JR) GC模型,往往表现出严重的系统偏差。此外,大多数GC方法没有与其预测相关联的不确定性估计。本文开发了一种将GC模型与高斯过程(GP)回归相结合的混合属性预测方法。JR GC方法的预测以及分子量被用作GP模型的输入特征,GP模型学习并纠正GC预测中的系统偏差,从而获得具有可靠不确定性估计的高精度属性预测。该方法应用于六个性质:标准沸点(Tb)、Tb处的蒸发焓(ΔHvap)、标准熔融温度(Tm)、临界压力(Pc)、临界摩尔体积(Vc)和临界温度(Tc)。CRC化学和物理手册被用作实验数据的主要来源。最终收集的实验数据范围从ΔHvap的485个分子到Tm的5640个分子。与纯气相色谱方法相比,GCGP方法显著提高了属性预测精度。测试集预测的决定系数(R2)值在6个属性模型中有5个≥0.85,在6个属性模型中有4个≥0.90,与文献中的其他方法相比具有优势。Tm被用来证明GCGP方法可以调整到更好的预测精度的一种方式。GCGP方法为新的预测提供了可靠的不确定性估计和计算效率。GCGP方法对GP模型结构和核选择的变化具有鲁棒性。
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Molecular Systems Design & Engineering
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