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Adhesive tape for spatially resolved and sensitive detection of lead in dust using XRF. XRF用于空间分辨和灵敏检测粉尘中铅的胶带。
IF 2.6 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-18 DOI: 10.1039/d5ay01275a
Ornella Joseph, Vikrant Jandev, Zhutian Zhang, Darbie Kwon, Brighten Cho, Devena Sammanasu, Alyssa Wicks, Marya Lieberman

A method for rapidly and quantitatively measuring lead (Pb) in dust has been developed. Different types of wiping materials were tested. Due to its adhesive properties and flatness when folded, painter's tape effectively picks up dust and, when coupled with portable X-ray fluorescence (XRF) provides a rapid and sensitive measurement of Pb in dust. The tape can pick up approximately 0.095 g of dust, which is comparable to the amount of dust present in one square foot of a house that is vacuumed once a month (0.100 g). Dust in an area of 1 square foot was wiped up and a calibration curve was constructed by analyzing the folded tape on XRF (in ppm) versus the amount of Pb on the wipe that was determined by digestion and ICP-OES (in µg). Validation of this method revealed that when tested at each of the current EPA action levels for Pb dust (5 µg for floors, 40 µg for windowsills and 100 µg for window troughs), each of the false positive rates (FPR) was below 15% and each of the false negative rates (FNR) was below 5%. Thus, at these lower Pb levels, Painter's tape with XRF measurement could allow for spatially-resolved, rapid determination of Pb in dust on site, which has been a long-standing need.

提出了一种快速定量测定粉尘中铅的方法。对不同类型的擦拭材料进行了测试。由于其粘接性能和折叠时的平整度,油漆工胶带可以有效地吸附灰尘,当与便携式x射线荧光(XRF)结合使用时,可以快速灵敏地测量灰尘中的铅。这种胶带可以吸收大约0.095克的灰尘,这相当于一个月吸尘一次的房子一平方英尺的灰尘量(0.100克)。擦拭1平方英尺区域内的灰尘,并通过分析XRF上折叠的胶带(单位为ppm)与消解和ICP-OES测定的胶带上的Pb量(单位为µg)来构建校准曲线。该方法的验证表明,当在当前EPA对铅粉尘的每个行动水平(地板5µg,窗台40µg,窗槽100µg)进行测试时,每个假阳性率(FPR)都低于15%,每个假阴性率(FNR)都低于5%。因此,在这些较低的铅水平下,Painter的XRF测量磁带可以在现场进行空间分辨,快速测定粉尘中的铅,这是长期以来的需求。
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引用次数: 0
A silica coated AgNCs fluorescence sensor for detection of cefixime in pharmaceutical products and biological samples 用于药品和生物样品中头孢克肟检测的二氧化硅包覆AgNCs荧光传感器。
IF 2.6 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-17 DOI: 10.1039/D5AY01590A
Rui Tian, Jiamin Chai, Yuhui Yang, Rui Zhang, Hua Yang, Xuehua Sun and Haoyu Li

The confinement effect of silica nanoparticles (SNPs) can significantly enhance the fluorescence and sensing performance of metal nanoclusters. In this study, silver nanoclusters (Ag NCs) were encapsulated within silica nanoparticles (SNPs) via a reverse microemulsion method to form a silver nanoclusters/silica nanoparticles (Ag NCs/SNPs) composite. The composite exhibited superior fluorescence properties compared to bare Ag NCs. It was found that cefixime (Cfx) could effectively quench the fluorescence of Ag NCs/SNPs (λex = 265 nm; λem = 298 nm). Based on this, a novel fluorescence method was developed for the detection of Cfx. Under optimal conditions, the probe showed a linear response to Cfx concentrations ranging from 0.77 to 24.4 µmol L−1, with a limit of detection (LOD) of 0.37 µmol L−1 (LOQ = 1.23 µmol L−1). The method demonstrates high selectivity for Cfx against common interferents. When applied to the analysis of pharmaceutical samples and human serum sample, the method yielded satisfactory recovery rates of 92.57–109.83% and 93.73–102.05%, respectively, with relative standard deviations (RSD) below 6.51%. These results confirm that the proposed sensing system is robust and reliable, indicating its great potential for application in pharmaceutical quality control and the detection of Cfx in biological samples.

二氧化硅纳米粒子的约束效应可以显著增强金属纳米团簇的荧光和传感性能。在这项研究中,银纳米团簇(Ag NCs)通过反向微乳法被包裹在二氧化硅纳米颗粒(SNPs)中,形成银纳米团簇/二氧化硅纳米颗粒(Ag NCs/SNPs)复合材料。与裸银纳米管相比,该复合材料具有优越的荧光特性。发现头孢克肟(Cfx)能有效猝灭Ag NCs/ snp的荧光(λex = 265 nm; λem = 298 nm)。在此基础上,建立了一种新的荧光检测Cfx的方法。在最佳条件下,该探针对Cfx浓度在0.77 ~ 24.4µmol L-1范围内呈线性响应,检出限为0.37µmol L-1 (LOQ = 1.23µmol L-1)。该方法对常见干扰具有较高的选择性。将该方法应用于药品样品和人血清样品的分析,回收率分别为92.57 ~ 109.83%和93.73 ~ 102.05%,相对标准偏差(RSD)小于6.51%。这些结果证实了该传感系统的鲁棒性和可靠性,表明其在药品质量控制和生物样品中Cfx检测方面具有很大的应用潜力。
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引用次数: 0
Development of an AQbD driven HPLC method for the simultaneous estimation of caffeine and misoprostol in nanoparticle formulations 建立AQbD驱动高效液相色谱法同时测定纳米颗粒制剂中咖啡因和米索前列醇的方法。
IF 2.6 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-16 DOI: 10.1039/D5AY01373A
Nitasha Chauhan, Shiv Kumar, Shailendra Singh Rana, Shruti Chopra and Amit Bhatia

Orthodontic treatment involves the use of braces and clear aligners to correct the misalignment of teeth and jaws, thus enhancing functionality, aesthetics and overall dental health. The significant drawback of this treatment is its lengthy duration. Caffeine and misoprostol have exhibited the potential to enhance orthodontic tooth movement and decrease treatment time. However, no combined formulation of these two agents is currently available and a validated method for their simultaneous estimation has not been yet established. To address this gap, our research group is actively working on developing a novel formulation incorporating both caffeine and misoprostol for orthodontic applications. As a critical first step toward this goal the present study focuses on employing the AQbD approach using a Box–Behnken design for the simultaneous estimation of caffeine and misoprostol. The optimized mobile phase consisted of acetonitrile, HPLC-grade water and 1.25 × 10−4 M orthophosphoric acid solution in a ratio of 69.5 : 30 : 0.5 (v/v/v). Key parameters of the method were optimized, which included a flow rate of 0.9 ml min−1, an injection volume of 20 µl and a column temperature of 40 °C. Under these chromatographic conditions the retention times for caffeine and misoprostol were 2.8 and 4.9 minutes, respectively, with both exhibiting an acceptable tailing factor of 1.1. Calibration plots demonstrated excellent linearity for both compounds. The method's sensitivity was assessed with the LOD and LOQ determined to be 0.51 µg ml−1 and 1.57 µg ml−1 for caffeine and 0.40 µg ml−1 and 1.23 µg ml−1 for misoprostol, respectively. The method was then validated according to ICH Q2(R2) guidelines. Also, the quantitative analysis of lab developed nanoparticles demonstrated a recovery of no less than 98% with a relative standard deviation (RSD) of no more than 2%. This validated method provides a reliable analytical approach for the simultaneous estimation of caffeine and misoprostol in pharmaceutical formulations, thereby strengthening quality control in orthodontic treatment formulations.

正畸治疗包括使用牙套和矫正器来矫正牙齿和颌骨的错位,从而增强功能,美观和整体牙齿健康。这种治疗的显著缺点是持续时间长。咖啡因和米索前列醇显示出增强正畸牙齿运动和缩短治疗时间的潜力。然而,目前还没有这两种药物的联合配方,也没有建立一种有效的方法来同时估计它们。为了解决这一差距,我们的研究小组正在积极开发一种结合咖啡因和米索前列醇的新配方,用于正畸应用。作为实现这一目标的关键的第一步,本研究的重点是采用AQbD方法,使用Box-Behnken设计同时估计咖啡因和米索前列醇。优化后的流动相为乙腈、hplc级水和1.25 × 10-4 M正磷酸溶液,比例为69.5:30:0.5 (v/v/v)。优化了方法的关键参数,流速为0.9 ml min-1,进样量为20µl,柱温为40℃。在此色谱条件下,咖啡因和米索前列醇的保留时间分别为2.8分钟和4.9分钟,两者均具有可接受的残留因子1.1。标定图显示两种化合物均具有良好的线性关系。该方法的检出限和定量限分别为0.51µg ml-1和1.57µg ml-1,米索前列醇的检出限和定量限分别为0.40µg ml-1和1.23µg ml-1。然后根据ICH Q2(R2)指南对该方法进行验证。此外,实验室开发的纳米颗粒的定量分析表明,回收率不低于98%,相对标准偏差(RSD)不超过2%。该方法为药物制剂中咖啡因和米索前列醇的同时测定提供了可靠的分析方法,从而加强了正畸治疗制剂的质量控制。
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引用次数: 0
Recent progress in metal–organic gels for fluorescent sensing: design, mechanisms, and applications 荧光传感用金属有机凝胶的最新进展:设计、机理和应用。
IF 2.6 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-16 DOI: 10.1039/D5AY01920F
Xiao-Han Yuan, Xin-Yue Meng, Shuo Zhang, Wen-Sheng Liu and Jian-Hua Zhang

Metal–organic gels (MOGs) are a class of dynamic three-dimensional soft materials formed by the self-assembly of metal ions or clusters with organic ligands under mild conditions. Owing to their tunable porous structures, abundant active sites, exceptional optical properties, and enhanced environmental stability, MOGs have emerged as promising candidates for fluorescence sensing applications. This review presents a systematic overview of recent advancements in MOG-based fluorescence sensing, which is structured around the logical framework of “properties-design-mechanism-application”. It covers key aspects including the fundamental fluorescent properties of MOGs, rational design strategies for optimizing sensing performance, core fluorescence sensing mechanisms, and representative applications in the fields of environmental monitoring, food safety detection, and biomedical analysis. Finally, critical challenges and future perspectives in this rapidly evolving field are discussed, aiming to provide guidance for further research directions.

金属有机凝胶(MOGs)是一类由金属离子或金属团簇与有机配体在温和条件下自组装而形成的动态三维软材料。由于其可调节的多孔结构,丰富的活性位点,特殊的光学性质和增强的环境稳定性,mog已成为荧光传感应用的有希望的候选者。本文围绕“性能-设计-机制-应用”的逻辑框架,系统地综述了基于mog的荧光传感技术的最新进展。它涵盖了mog的基本荧光特性,优化传感性能的合理设计策略,核心荧光传感机制以及在环境监测,食品安全检测和生物医学分析领域的代表性应用等关键方面。最后,讨论了这一快速发展领域的关键挑战和未来展望,旨在为进一步的研究方向提供指导。
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引用次数: 0
Visualization of the distribution of carbendazim on the arabidopsis leaf surface by VUV-postionization mass spectrometry 多菌灵在拟南芥叶片表面分布的紫外定位质谱可视化研究。
IF 2.6 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-16 DOI: 10.1039/D5AY01242B
Wuyi Nie, Anan Li, Xueqing Shang, Qiao Lu and Yongjun Hu

Carbendazim is a broad-spectrum fungicide that is effective in controlling diseases caused by fungi (e.g., adenomycetes and polybacteriums) in crops. It is known that carbendazim is persistent and toxic to mammals, and has always been a carcinogen for humans. However, various carbendazim pesticide formulations are still allowed to be produced and used in crop farming. In this work, we used state-of-the-art vacuum ultraviolet (VUV, 118 nm) single-photon postionization mass spectrometry imaging to detect traces of pesticide carbendazim on the paraxial surface of growing plant leaves, and to explore the absorption and in situ distribution of pesticide carbendazim on the leaf surface. Compared to other mass spectrometry imaging methods, this method can achieve rapid detection with simple operation and requires no sample preparation. The results indicate that the limit of detection (LOD) of the proposed method is estimated to be ca. 50 pg per sampling spot. Additionally, we investigated the residues and distribution of pesticide carbendazim on plant leaves by visualizing the distribution of carbendazim on leaf surfaces to locate pesticide residues. The results of this study showed that the vacuum ultraviolet (VUV) single-photon postionization MSI method could be used to determine the quality of pesticide residues on the surface of plant leaves, which was of great significance for the hygienic detection of herbs, fruits, and vegetables.

多菌灵是一种广谱杀菌剂,对控制作物中由真菌(如腺菌和多菌)引起的疾病有效。众所周知,多菌灵对哺乳动物具有持久性和毒性,并且一直是人类的致癌物。然而,各种多菌灵农药制剂仍然被允许生产和用于农作物种植。本研究利用最先进的真空紫外(VUV, 118 nm)单光子定位质谱成像技术检测生长植物叶片近轴表面农药多菌灵的痕量,探讨农药多菌灵在叶片表面的吸收和原位分布。与其他质谱成像方法相比,该方法操作简单,检测速度快,不需要制备样品。结果表明,该方法的检出限(LOD)估计为每个采样点约50 pg。此外,我们还通过多菌灵在植物叶片表面的可视化分布,研究了多菌灵在植物叶片上的残留和分布,以确定农药残留。本研究结果表明,真空紫外(VUV)单光子定位MSI方法可用于测定植物叶片表面农药残留的质量,对草药、水果和蔬菜的卫生检测具有重要意义。
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引用次数: 0
Zn-MOF-8-based nitrogen-doped mesoporous carbon/multi-walled carbon nanotube-modified electrodes for highly sensitive detection of isoquercitrin zn - mof -8基氮掺杂介孔碳/多壁碳纳米管修饰电极用于异槲皮苷的高灵敏度检测。
IF 2.6 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-16 DOI: 10.1039/D5AY01823D
Wei Liu, Zi Li, Hongfang Li, Qiongyao Zeng, Yanhua Sun, Siqi Ding, Pingping Huang, Pengli Zhang, Zhiyong Zhu and Zimo Zhang

In this study, nitrogen-doped mesoporous carbon (NMC) was synthesized using Zn-MOF-8 as a template, followed by further reaction with multi-walled carbon nanotubes (MWCNTs) to prepare the NMC/MWCNTs nanocomposite. Characterization of the composite was performed using scanning electron microscopy (SEM), energy dispersive spectroscopy (EDS), X-ray photoelectron spectroscopy (XPS), and electrochemical methods. The NMC/MWCNTs/GCE developed from this nanocomposite achieved highly sensitive and stable detection of IQ. On the surface of NMC/MWCNTs electrodes, the hydroxyl groups at the 3′- and 4′-positions of the C ring in the isoquercitrin (IQ) structure are oxidized to 2-quinone while losing two hydrogen atoms, demonstrating the modified electrode's outstanding catalytic oxidation performance. The GCE modified with the NMC/MWCNTs composite at a concentration of 0.6 mg mL−1 exhibited a broad linear range of 0.1–65 µM for IQ detection in PBS buffer solution at pH 6.5, with a detection limit of 0.087 µM (signal-to-noise ratio of 3). The electrochemical method for IQ detection demonstrated advantages including convenience, high sensitivity, and low cost. Furthermore, the sensor was evaluated for stability, repeatability, and interference resistance, and applied to IQ detection in real samples.

本研究以Zn-MOF-8为模板制备了氮掺杂介孔碳(NMC),并与多壁碳纳米管(MWCNTs)反应制备了NMC/MWCNTs纳米复合材料。利用扫描电镜(SEM)、能谱(EDS)、x射线光电子能谱(XPS)和电化学方法对复合材料进行表征。由该纳米复合材料制备的NMC/MWCNTs/GCE实现了高灵敏度和稳定的IQ检测。在NMC/MWCNTs电极表面,异槲皮苷(IQ)结构中C环3′和4′位置的羟基被氧化为2-醌,同时失去两个氢原子,表明改性电极具有优异的催化氧化性能。经NMC/MWCNTs复合材料修饰的GCE在0.6 mg mL-1浓度下,在pH为6.5的PBS缓冲溶液中IQ检测具有0.1 ~ 65µM的宽线性范围,检测限为0.087µM(信噪比为3)。电化学IQ检测方法具有方便、灵敏度高、成本低等优点。此外,对该传感器的稳定性、重复性和抗干扰性进行了评估,并将其应用于实际样品的IQ检测。
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引用次数: 0
A novel platform using a regenerable SDS-functionalized membrane with AF4-DAD-MALS for online-operated enrichment and detection of polydisperse nanoplastics in biological samples 利用带有AF4-DAD-MALS的可再生sds功能化膜建立了在线富集和检测生物样品中多分散纳米塑料的新平台。
IF 2.6 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-16 DOI: 10.1039/D5AY01731A
Xingling Luo, Aobo Geng, Yingting Wu, Zhen Mao, Xiaodan Zhang, Jin Cai and Peili Huang

In view of the importance and urgency of elucidating the internal exposure toxicity and transport mechanisms of nanoplastics (NPl) in organisms for assessing their health risks, we developed a novel analytical method that integrates online preconcentration via a sodium dodecyl sulfate (SDS)-functionalized regenerated cellulose membrane (RCM) with separation and detection using an asymmetric-flow field-flow fractionation system coupled in-line to a diode array detector and a multi-angle light scattering detector (AF4-DAD-MALS system) for the quantification of 60–500 nm NPl in biological matrices. This method boasts high accuracy (recovery: 89–103%), precision (RSD < 5.2%), sensitivity (LOD: 0.5–2.0 µg L−1) and reusability. The method was applied to study the blood circulation of polydisperse NPl. The results showed that larger particles had a prolonged circulation time.

鉴于阐明纳米塑料在生物体中的内部接触、毒性和运输机制对评估其健康风险的重要性和紧迫性,我们开发了一种新的分析方法,将十二烷基硫酸钠(SDS)功能化再生纤维素膜(RCM)在线富集与非对称流场分离和检测相结合,使用串联二极管阵列检测器和多角度光散射检测器(AF4-DAD-MALS系统)对生物基质中60-500 nm NPl进行定量分析。该方法具有较高的准确度(回收率:89 ~ 103%)、精密度(RSD < 5.2%)、灵敏度(LOD: 0.5 ~ 2.0µg L-1)和可重复使用性。将该方法应用于多分散NPl的血液循环研究。结果表明,颗粒越大,循环时间越长。
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引用次数: 0
Multimodal detection of high-risk HPV oncogenic transcripts using a branched hybridization chain reaction amplification method 使用支链杂交链反应扩增法检测高危HPV致癌转录物的多模式。
IF 2.6 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-16 DOI: 10.1039/D5AY01638J
Victoria Mwaeni, Dorothy Nyamai, Samoel Khamadi, Sophia Musenjeri and Mutinda Cleophas Kyama

The human papillomavirus (HPV) causes most cervical cancer cases. Although cervical cancer is the fourth most common cancer among women globally and has a high mortality rate, it remains the most treatable cancer upon early detection. Compared with HPV DNA tests, HPV mRNA testing is a more effective detection method, as it determines the presence of active oncogenic transcripts. This study presents findings as a proof-of-concept of a multimodal detection biosensor for detecting HPV 16/35 E6 transcripts using a branched hybridization chain reaction (bHCR)-amplification method. Branched HCR hairpins amplified the short RNA targets into long DNA concatemers verified using gel electrophoresis and fluorescence readouts. The bHCR system achieved a lowest detection concentration at 0.125 µM. There was no cross-reactivity with other HPV subtypes (HPV 18, 58, 51, 31, 73, 52, 66, 58, 42, 82, 54, 70 and 44). To further demonstrate the multimodal applicability, bHCR products were evaluated using Cas13a collateral activity and non-enzymatic direct visualization using biotin-labeled hairpins. Lateral flow strips qualitatively confirmed the assay's performance at reducing initiator target concentrations consistent with the fluorescence measurements. Combination of the fluorescence readouts with the complementary visual readouts demonstrates the potential flexibility of the bHCR assay for laboratory and point-of-care settings. The bHCR assay presents a versatile diagnostic strategy for detection of HPV 16/35 oncogenic transcripts while offering a customizable platform for adaptation to other molecular biomarkers.

大多数宫颈癌病例是由人乳头瘤病毒(HPV)引起的。虽然子宫颈癌是全球妇女中第四大最常见的癌症,死亡率很高,但它仍然是早期发现的最可治疗的癌症。与HPV DNA检测相比,HPV mRNA检测是一种更有效的检测方法,因为它确定了活性致癌转录物的存在。本研究提出了一种多模态检测生物传感器的概念验证,用于使用支链杂交链反应(bHCR)扩增方法检测HPV 16/35 E6转录本。支链HCR发夹将短RNA靶扩增成长DNA串联体,经凝胶电泳和荧光读数验证。bHCR体系的最低检测浓度为0.125µM。与其他HPV亚型(HPV 18、58、51、31、73、52、66、58、42、82、54、70和44)无交叉反应。为了进一步证明bHCR的多模式适用性,利用Cas13a侧链活性和生物素标记发夹的非酶直接可视化对bHCR产品进行了评估。横向流动条带定性地证实了该分析在降低引发剂目标浓度方面的性能与荧光测量结果一致。结合荧光读数与互补的视觉读数显示bHCR测定实验室和护理点设置的潜在灵活性。bHCR检测为检测HPV 16/35致癌转录物提供了一种通用的诊断策略,同时为适应其他分子生物标志物提供了一个可定制的平台。
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引用次数: 0
CNN-CBAM prediction model for moisture content determination of raw materials for wood-based panels based on near-infrared spectroscopy 基于近红外光谱的人造板原料含水率测定CNN-CBAM预测模型
IF 2.6 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-16 DOI: 10.1039/D5AY01609F
Zijian Qin, Lu Xu, Chengwu Chen, Yuanda Qi, Yiwei Li and Yaoxiang Li

Wood moisture content critically influences the performance and processing quality of wood-based panels. Therefore, precise and rapid prediction of wood moisture content is essential for enhancing production efficiency and ensuring product quality. In this study, three representative wood raw materials for wood-based panels (Tilia, Larix, and Picea) were investigated. Their near-infrared spectral (NIRS) data were collected, and anomalous samples were identified and removed. The spectral data were then pre-processed, and the Competitive Adaptive Reweighted Sampling (CARS) algorithm was applied to extract features highly correlated with wood moisture content. Subsequently, Partial Least Squares (PLS) regression, Convolutional Neural Network (CNN), CNN combined with channel attention mechanism (CNN-CAM), CNN combined with spatial attention mechanism (CNN-SAM), and CNN combined with Convolutional Block Attention Mechanism (CNN-CBAM) models were developed and evaluated for their suitability and stability in predicting wood moisture content. A total of 305 wood-based panel material samples were randomly divided into calibration and prediction sets at a 3 : 1 ratio. The samples underwent outlier removal, spectral preprocessing, feature extraction, and modeling. Among all methods tested, the CNN-CBAM model combined with CARS-based feature selection achieved the highest accuracy, yielding a prediction set coefficient of determination (R2) of 0.9730 and a root-mean-square error of prediction (RMSEP) of 0.1840. The CNN-CBAM model demonstrates excellent performance in predicting the moisture content of Tilia, Larix, and Picea used in wood-based panels. By incorporating the convolutional block attention mechanism, the model effectively captures key spectral features, accounting for both global inter-channel correlations and local spatial distinctions. This significantly enhances prediction accuracy and generalization, providing an efficient tool for online monitoring and quality control in the production of wood-based panels.

木材含水率对人造板的性能和加工质量影响很大。因此,准确、快速地预测木材含水率对提高生产效率和保证产品质量至关重要。本研究以三种具有代表性的人造板木材原料(椴、落叶松和云杉)为研究对象。收集了它们的近红外光谱(NIRS)数据,并对异常样本进行了识别和去除。然后对光谱数据进行预处理,采用竞争自适应重加权采样(CARS)算法提取与木材含水率高度相关的特征。随后,建立了偏最小二乘(PLS)回归、卷积神经网络(CNN)、CNN结合通道注意机制(CNN- cam)、CNN结合空间注意机制(CNN- sam)和CNN结合卷积块注意机制(CNN- cbam)模型,并对其预测木材含水率的适用性和稳定性进行了评价。将305个人造板材料样本按3:1的比例随机分为校准组和预测组。样本进行了异常值去除、光谱预处理、特征提取和建模。在所有测试的方法中,CNN-CBAM模型结合基于cars的特征选择获得了最高的准确率,预测集决定系数(R2)为0.9730,预测均方根误差(RMSEP)为0.1840。CNN-CBAM模型在预测用于人造板的椴、落叶松和云杉的水分含量方面表现出色。通过结合卷积块注意机制,该模型有效捕获了关键的频谱特征,既考虑了全局通道间相关性,又考虑了局部空间差异。这大大提高了预测的准确性和通用性,为人造板生产中的在线监测和质量控制提供了有效的工具。
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引用次数: 0
Revolutionizing biointerface analysis: nanoscale electrical insights from Kelvin probe force microscopy and their impact on biological science and industry. 革命性的生物界面分析:开尔文探针力显微镜的纳米级电学见解及其对生物科学和工业的影响。
IF 2.6 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-16 DOI: 10.1039/d5ay01685a
Huaiwei Zhang, Qianhui Xu, Junmei Chen, Danhong Chen, Haijian Zhong, Weidong Zhao

Kelvin Probe Force Microscopy (KPFM) has emerged as a valuable tool in biological sciences by providing direct access to the nanoscale electrical landscape of living systems. This technology uniquely bridges a critical gap in biophysical characterization, enabling the noninvasive, label free mapping of surface potential distributions with nanoscale resolution under physiological conditions. The ability to directly correlate electrical properties with topographical and mechanical information across diverse biological interfaces, from cell membranes and proteins to biomaterials and extracellular vesicles, is revolutionizing our understanding of life's fundamental processes. This review comprehensively examines the principles, advancements, and far reaching applications of KPFM, highlighting how it reveals structure function relationships in biomolecules, quantifies drug induced cellular responses, guides the rational design of advanced biomaterials, and identifies novel disease biomarkers. Key technological innovations such as high speed and multimodal KPFM are overcoming traditional limitations, allowing dynamic monitoring of biological events and integration with complementary techniques. While challenges in absolute quantification and imaging speed persist, ongoing developments in probe technology, liquid phase operation, and data analysis are poised to further solidify KPFM's role. The insights driven by KPFM not only deepen our fundamental knowledge of electrophysiological mechanisms but also pave the way for groundbreaking advancements in biomedical engineering, targeted therapeutic development, and next generation diagnostic technologies, ultimately shaping the future of precision medicine.

开尔文探针力显微镜(KPFM)已经成为生物科学中一个有价值的工具,它提供了对生命系统纳米级电景观的直接访问。该技术独特地填补了生物物理表征的关键空白,实现了生理条件下纳米级分辨率的无创、无标签的表面电位分布映射。通过不同的生物界面(从细胞膜和蛋白质到生物材料和细胞外囊泡),将电学特性与地形和机械信息直接关联起来的能力正在彻底改变我们对生命基本过程的理解。本文综述了KPFM的原理、进展和深远的应用,重点介绍了KPFM如何揭示生物分子的结构功能关系,量化药物诱导的细胞反应,指导先进生物材料的合理设计,以及识别新的疾病生物标志物。高速和多模式KPFM等关键技术创新正在克服传统限制,允许动态监测生物事件并与互补技术相结合。虽然在绝对定量和成像速度方面的挑战仍然存在,但探针技术、液相操作和数据分析的持续发展将进一步巩固KPFM的作用。由KPFM驱动的见解不仅加深了我们对电生理机制的基础知识,而且为生物医学工程,靶向治疗开发和下一代诊断技术的突破性进展铺平了道路,最终塑造了精准医学的未来。
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引用次数: 0
期刊
Analytical Methods
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