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Quantitative determination of submerged oil concentrations by time-resolved fluorescence spectroscopy: A comparison of multi-way calibration strategies. 时间分辨荧光光谱法定量测定浸没油浓度:多路校准策略的比较。
IF 4.6 Pub Date : 2026-02-16 DOI: 10.1016/j.saa.2026.127607
Zhiwei Wang, Peiliang Wu, Yuhan Zhao, Deming Kong

Submerged oil remains suspended in water bodies for extended periods, exhibiting high concealment and significant hazards. Accurate quantification of its concentration is crucial for formulating emergency response strategies. Accordingly, a comparative evaluation was carried out to examine the performance of four multi-way calibration strategies for the quantitative determination of submerged oil concentrations using time-resolved fluorescence spectroscopy (TRFS) data. The investigated approaches included parallel factor analysis/alternating penalty trilinear decomposition combined with partial least squares regression (PARAFAC/APTLD-PLSR), N-way partial least squares (N-PLS), as well as N-PLS combined with residual bilinearization (N-PLS/RBL). The results indicate that the N-PLS/RBL approach effectively leverages the ability of N-PLS to capture multidimensional spectral information while simultaneously benefiting from the second-order advantage introduced by the RBL algorithm. Consequently, this method exhibits superior prediction accuracy and greater robustness compared with the other calibration strategies. Among them, crude oil samples exhibited the most outstanding performance, with a residual predictive deviation (RPD) of 14.90 and a coefficient of determination of 0.99 for the validation set. In addition, the limits of detection (LOD) for the four oil types ranged from 0.15 to 1.03 mg·L-1, indicating high sensitivity that meets the requirements for rapid on-site detection. Overall, this study provides a reliable methodological foundation and technical pathway for the development of low-cost, highly interference-resistant, and rapid on-site detection technologies for submerged oil pollution.

沉油在水体中停留时间较长,隐蔽性强,危害大。准确量化其浓度对于制定应急战略至关重要。因此,采用时间分辨荧光光谱(TRFS)数据,对四种多路校准策略的性能进行了比较评价。研究的方法包括平行因子分析/交替惩罚三线性分解结合偏最小二乘回归(PARAFAC/APTLD-PLSR)、n向偏最小二乘(N-PLS)和N-PLS结合残差二线性化(N-PLS/RBL)。结果表明,N-PLS/RBL方法有效地利用了N-PLS捕获多维光谱信息的能力,同时受益于RBL算法引入的二阶优势。因此,与其他校准策略相比,该方法具有较高的预测精度和鲁棒性。其中,原油样品的预测效果最为突出,验证集的残差预测偏差(RPD)为14.90,决定系数为0.99。4种油类的检出限(LOD)范围为0.15 ~ 1.03 mg·L-1,灵敏度高,满足现场快速检测的要求。总体而言,本研究为开发低成本、高抗干扰、快速的水下油污现场检测技术提供了可靠的方法基础和技术途径。
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引用次数: 0
Multiple carbon quantum dots-enhanced excitation-emission matrix fluorescence strategy for accurate vintage discrimination of Anhua dark tea. 多碳量子点增强激发-发射矩阵荧光策略用于安化黑茶的准确鉴别。
IF 4.6 Pub Date : 2026-02-16 DOI: 10.1016/j.saa.2026.127602
Ye He, Wu Wang, Xu-Dong You, Yao Chen, Xiao-Zhi Wang, Tong Wang, Hai-Long Wu, Ru-Qin Yu

Accurate discrimination of dark tea vintages is crucial for quality assurance and market value assessment. In this study, a multiple carbon quantum dots-enhanced excitation-emission matrix (MCQDs-EEM) fluorescence strategy was developed for the rapid identification of Anhua dark tea from different production years. Three functional carbon quantum dots with complementary responses to pH, tea polyphenols, and amino acids were combined into an integrated fluorescent chemical sensor, generating enhanced and information-rich fluorescence fingerprints upon interaction with tea infusions. The MCQDs-EEM dataset was decomposed using the Alternating Trilinear Decomposition (ATLD) algorithm, which revealed four chemically significant components that showed differences in Anhua dark tea from thirteen different years. Based on the MCQDs-EEM data, partial least squares discriminant analysis (PLS-DA) and k-nearest neighbors (k-NN) models were constructed. The PLS-DA model achieved 100% classification accuracy for both the training and test sets, while the k-NN model attained accuracies of 96.59% and 100%, respectively. These results demonstrate clear superiority over the traditional fluorescence strategy based on carbon quantum dots (CQDs-FL), which relies on the splicing of three distinct emission spectra. The MCQDs-EEM strategy not only simplifies the implementation process but also demonstrates higher accuracy, which can be regarded as an effective tool for tea vintage authentication and quality control.

准确鉴别黑茶年份对质量保证和市场价值评估至关重要。本研究建立了多碳量子点增强激发发射矩阵(MCQDs-EEM)荧光策略,用于不同生产年份安化黑茶的快速鉴定。将三个对pH、茶多酚和氨基酸具有互补响应的功能碳量子点组合成一个集成的荧光化学传感器,在与茶叶冲剂相互作用时产生增强的、信息丰富的荧光指纹。使用交替三线性分解(ATLD)算法对MCQDs-EEM数据集进行分解,揭示了13个不同年份安化黑茶中存在差异的四种化学显著成分。基于MCQDs-EEM数据,构建了偏最小二乘判别分析(PLS-DA)和k近邻(k-NN)模型。PLS-DA模型对训练集和测试集的分类准确率均达到100%,k-NN模型的分类准确率分别达到96.59%和100%。这些结果显示了基于碳量子点(CQDs-FL)的传统荧光策略的明显优势,该策略依赖于三个不同发射光谱的拼接。MCQDs-EEM策略不仅简化了实施过程,而且具有较高的准确性,可作为茶叶年份认证和质量控制的有效工具。
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引用次数: 0
Rapid and ultrasensitive fluorescence and colorimetric detection of protamine and monitoring of trypsin activity in artificial urine. 人工尿液中鱼精蛋白的快速超灵敏荧光比色检测和胰蛋白酶活性监测。
IF 4.6 Pub Date : 2026-02-13 DOI: 10.1016/j.saa.2026.127587
Yu Liu, Gongli Wei, Ying Feng, Baocai Xu, Li Zhao

The development of fluorescent sensing systems that are suitable for the detection of protamine and trypsin is of significant practical value, given their vital role in physiological and medical processes. The utilization of commercially available fluorescent probes is a favored option due to the inherent advantages of convenience and exemption from complex synthesis that these probes possess. Consequently, the development of sensing systems based on commercially available fluorescent probes merits further consideration. In this research, a highly efficient sensing system for protamine has been achieved by employing a commercially available dye, eosin Y (EY), as the probe. Subsequent to the electrostatic assembly of EY with protamine, a substantial fluorescence quenching is observed. Meanwhile, a drastic change in the absorption spectra is observed, accompanied by a color change from yellowish-green to pink in the solution. EY was confirmed to be an effective probe for the fluorescence detection of protamine with a limit of detection of 4.03 ng/mL. A smartphone-based fluorescence colorimetric analysis platform has been developed for the purpose of achieving rapid and sensitive analysis of protamine in buffer solution. Furthermore, when trypsin is present, the hydrolysis of protamine induces the progressive disaggregation of EY-protamine complex into EY monomer, resulting in a direct, highly sensitive signal for monitoring trypsin activity in both buffer solution and artificial urine. The EY-based sensing system facilitates continuous real-time monitoring of trypsin activity and visual detection of protamine, and shows great potential in the field of clinical diagnostics and drug discovery. This work also serves as a catalyst for further research, particularly in the exploration of additional detection systems based on the available fluorescent dyes.

考虑到鱼精蛋白和胰蛋白酶在生理和医学过程中的重要作用,开发适合检测它们的荧光传感系统具有重要的实用价值。利用市售的荧光探针是一种受欢迎的选择,因为这些探针具有方便和免除复杂合成的固有优点。因此,基于商用荧光探针的传感系统的发展值得进一步考虑。在本研究中,采用市售染料伊红Y (EY)作为探针,实现了一种高效的鱼精蛋白传感系统。随着EY与鱼精蛋白的静电组装,观察到大量的荧光猝灭。同时,观察到吸收光谱的剧烈变化,并伴有溶液颜色从黄绿色到粉红色的变化。EY是荧光检测鱼精蛋白的有效探针,检出限为4.03 ng/mL。为实现缓冲液中鱼精蛋白的快速、灵敏分析,开发了一种基于智能手机的荧光比色分析平台。此外,当胰蛋白酶存在时,鱼精蛋白的水解诱导EY-鱼精蛋白复合物逐渐分解成EY单体,从而产生直接、高灵敏度的信号,用于监测缓冲溶液和人工尿液中的胰蛋白酶活性。基于eye的传感系统有助于胰蛋白酶活性的连续实时监测和鱼精蛋白的视觉检测,在临床诊断和药物发现领域显示出巨大的潜力。这项工作也可以作为进一步研究的催化剂,特别是在探索基于现有荧光染料的其他检测系统方面。
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引用次数: 0
Plasmon enhanced CuS@Au Nanozyme assisted dual mechanism colorimetric monitoring of food freshness at near-neutral pH. 等离子体增强CuS@Au纳米酶辅助双机制比色法监测近中性pH下的食品新鲜度。
IF 4.6 Pub Date : 2026-02-13 DOI: 10.1016/j.saa.2026.127588
Ragini Singh, Qinghua Zeng, Huibo Han, Gudivada Nithin, Kamini Sneha Sameera, Carlos Marques, Santosh Kumar

Nanozymes have garnered growing interest due to their potential to act as substitutes for natural enzymes across a range of biomedical applications, including biosensing, catalysis, and immunoassays. Conventional approaches in biosensing application face several challenges due to their complicated methodology and high cost, thus restricting their application in on-site detection. To overcome these challenges, herein, we developed gold coated copper sulfide (CuS@Au) nanozymes possessing synergistic peroxidase mimetic activity. Reports support this observation and can be assumed due to noncovalent Cu+(d10)-Au+(d10) metallophilic interactions. Peroxidase mimetic activity was evaluated and validated using chromogenic substrate TMB in the presence of H2O2, found to obey Michaelis-Menten enzymatic equation. In comparison to many reported nanozymes, advancement of developed system is to possess catalytic potential at physiological pH, which proves to more important in biological system. Developed nanozyme was further applied as colorimetric biosensor for rapid and sensitive detection of xanthine and ascorbic acid in biological matrices. Colorimetric sensing primarily based on xanthine (presence of xanthine oxidase) and ascorbic acid, ability to promote and inhibit the oxidation of TMB, respectively. Results showed that for xanthine and ascorbic acid, linear detection range were 0-750 μM and 10-200 μM with detection limit of 1.42 μM and 2.4 μM, respectively. Further, colorimetric method was also efficiently used in detection of xanthine and ascorbic in real samples with high recovery. Overall, the CuS@Au nanozyme exhibits significant peroxidase-like activity, characterized by its affordability, high efficiency, and cost effectiveness, thereby offering an effective and sensitive platform for monitoring xanthine and ascorbic acid as a substitute for conventional methods.

纳米酶因其在生物传感、催化和免疫分析等一系列生物医学应用中作为天然酶替代品的潜力而受到越来越多的关注。传统的生物传感方法方法复杂,成本高,制约了其在现场检测中的应用。为了克服这些挑战,我们开发了具有协同过氧化物酶模拟活性的金包覆硫化铜纳米酶(CuS@Au)。报告支持这一观察结果,并且可以假设由于非共价Cu+(d10)-Au+(d10)亲金属相互作用。利用显色底物TMB在H2O2存在下对过氧化物酶模拟活性进行评估和验证,发现其符合Michaelis-Menten酶促方程。与许多已报道的纳米酶相比,该系统的进步在于在生理pH下具有催化潜力,这在生物系统中更为重要。本研究进一步将纳米酶作为比色生物传感器用于生物基质中黄嘌呤和抗坏血酸的快速、灵敏检测。比色感应主要基于黄嘌呤(黄嘌呤氧化酶的存在)和抗坏血酸,分别促进和抑制TMB氧化的能力。结果表明,黄嘌呤和抗坏血酸的线性检测范围分别为0 ~ 750 μM和10 ~ 200 μM,检出限分别为1.42 μM和2.4 μM。此外,比色法也可用于实际样品中黄嘌呤和抗坏血酸的检测,回收率高。总之,CuS@Au纳米酶表现出明显的过氧化物酶样活性,具有可负担性、高效率和成本效益的特点,从而为黄嘌呤和抗坏血酸的监测提供了一个有效和敏感的平台,可以替代传统的方法。
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引用次数: 0
Temperature derived morphological engineering in gold nanoparticles for colorimetric sensing of chromium ions in grape juice and tap water. 用于葡萄汁和自来水中铬离子比色检测的金纳米颗粒的温度衍生形态工程。
IF 4.6 Pub Date : 2026-02-12 DOI: 10.1016/j.saa.2026.127567
Rinkal Chopada, Ashwani Singh, Vanish Kumar

The controlled synthesis of the nanomaterials is imperative to develop efficient sensing probes. Herein, we report a simple, selective, and sensitive colorimetric sensor for Cr(III) detection based on citrate-capped gold nanoparticles (AuNPs) synthesized under varying temperature conditions. Using a one-step synthesis approach, five types of citrate capped AuNPs (AuNPs-I to AuNPs-V) were prepared at 4, 25, 37, 50, and 100 °C synthesis temperature, respectively. Upon addition of Cr(III), the developed AuNPs displayed color change (from red to blue) and a red shift in the localized surface plasmon resonance (LSPR) peak due to nanoparticle aggregation. The AuNPs aggregation is driven by strong Cr(III)-citrate interactions, where each Cr(III) ion coordinates with two citrate molecules to disrupt their colloidal stability. Among the developed AuNPs variants, AuNPs-I demonstrated the highest sensitivity, with a detection limit of 38.04 ppb. Notably, all the developed probes exhibited excellent selectivity for Cr(III) over other metal ions. Moreover, the practical applicability of the probes was accessed by evaluating their performance on tap water and grape juice.

纳米材料的可控合成是研制高效传感探针的必要条件。在此,我们报道了一种在不同温度条件下合成的基于柠檬酸盐覆盖金纳米颗粒(AuNPs)的简单,选择性和灵敏度高的Cr(III)检测比色传感器。采用一步合成方法,分别在4、25、37、50和100℃的合成温度下制备了5种柠檬酸盐封盖AuNPs (AuNPs- i至AuNPs- v)。在加入Cr(III)后,由于纳米粒子聚集,形成的AuNPs显示出颜色变化(从红色到蓝色)和局部表面等离子体共振(LSPR)峰的红移。AuNPs的聚集是由强烈的Cr(III)-柠檬酸盐相互作用驱动的,其中每个Cr(III)离子与两个柠檬酸盐分子协调以破坏其胶体稳定性。在已开发的AuNPs变体中,AuNPs- i表现出最高的灵敏度,检测限为38.04 ppb。值得注意的是,所有开发的探针对Cr(III)的选择性都优于其他金属离子。此外,通过对探针在自来水和葡萄汁中的性能评价,探讨了探针的实际适用性。
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引用次数: 0
Portable glyphosate detection using metal-catechol dye colorimetric assays combined with a new smartphone detection platform. 使用金属-儿茶酚染料比色法结合新的智能手机检测平台的便携式草甘膦检测。
IF 4.6 Pub Date : 2026-02-12 DOI: 10.1016/j.saa.2026.127586
Pascal Stopper, Marcel Konrad, Nina Grottke, Carolin Huhn

Simple and cost-effective glyphosate assays were developed based on competitive demetallation using the dyes pyrocatechol violet (PV) and zincon (ZCN). The dyes served as colorimetric probes in the form of metal-catechol dye complexes: [Cu2IIPV] at pH 6.5 and [ZnIIZCN] at pH 7.4 or pH 9.0. UV-Vis spectroscopy measurements were used to monitor complex formation and demetallation (taken to determine optimal reaction media), and to assess and optimize assay stability (with cooling shown to retard probe decomposition by up to a factor of 17). Subsequently, assay selectivity was evaluated based on complex stability constants to assess interference from complexing agents that may be present in real samples. This approach can be used to judge the applicability of the assays to real samples. Finally, calibration curves from large-scale UV-Vis measurements yielded low detection limits of 0.80-1.91 μM (0.14-0.32 mg/L). Most importantly, a novel smartphone-based colorimetric detection system was developed. It is the first of its kind to combine all features necessary for a convenient and user-friendly smartphone detection platform. Key novelties include the field-ready controlled lighting enclosure (3D-printed cuvette holder within a photo box), robust image calibration, automated color extraction based on markers, simultaneous evaluation of a large number of images with an automated output of annotated images, and a user-friendly color analysis software. The Blueproportion = B/(R + G + B) parameter was identified as optimal, with detection limits of 0.87-1.68 μM (0.15-0.28 mg/L) using [ZnIIZCN] at pH 7.4, being comparable to results wit a commercial UV-Vis spectrometer.

采用邻苯二酚紫(PV)和锌(ZCN)染料进行竞争脱金属,建立了简单、经济的草甘膦测定方法。染料以金属-儿茶酚染料配合物的形式作为比色探针:pH为6.5的[Cu2IIPV]和pH为7.4或9.0的[ZnIIZCN]。紫外可见光谱测量用于监测络合物的形成和脱金属(用于确定最佳反应介质),并评估和优化分析稳定性(冷却显示可延迟探针分解高达17倍)。随后,根据络合稳定性常数评估测定选择性,以评估可能存在于实际样品中的络合剂的干扰。这种方法可以用来判断分析对实际样品的适用性。最后,大规模UV-Vis校准曲线的检出限为0.80 ~ 1.91 μM (0.14 ~ 0.32 mg/L)。最重要的是,开发了一种基于智能手机的新型比色检测系统。这是同类产品中第一个结合了方便和用户友好的智能手机检测平台所需的所有功能。关键的创新包括现场控制照明外壳(照片盒内的3d打印试管支架),鲁棒图像校准,基于标记的自动颜色提取,同时评估大量图像并自动输出注释图像,以及用户友好的颜色分析软件。在pH 7.4条件下,[ZnIIZCN]的检测限为0.87 ~ 1.68 μM (0.15 ~ 0.28 mg/L),与商用紫外-可见光谱仪的检测结果相当。
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引用次数: 0
Facile detection of hydrogen sulfide through digital image using photo-generated citrate-capped silver nanoprisms. 利用光生成的柠檬酸盐覆盖银纳米棱镜通过数字图像快速检测硫化氢。
IF 4.6 Pub Date : 2026-02-12 DOI: 10.1016/j.saa.2026.127585
Wannida Sapyen, Baifern Aincharoen, Junjuda Unruangsri, Narong Praphairaksit, Apichat Imyim

This study presents a digital image colorimetric method for hydrogen sulfide (H2S) detection using citrate-capped silver nanoprisms (AgNPrs) synthesized via a photo-mediated process. Upon exposure to H2S, the AgNPrs sensor exhibited a distinct color change from orange to gray, consistent with sulfidation and Ag2S formation. Key analytical parameters were optimized, including buffer pH (9.0), reaction time (10 min), and sensor volume (60 μL). The method showed two linear response ranges with limits of detection and quantification of 1.87 and 6.24 ppmv, respectively, which are relevant to occupational safety and onsite screening applications. Accuracy and precision were assessed using spike recovery experiments in natural water samples, intra-day and inter-day precision studies, and comparison with a commercial lead acetate paper. The proposed system offers a portable and cost-effective approach for onsite sulfide detection, emphasizing procedural simplicity through additive-free synthesis and smartphone-based analysis.

本研究提出了一种利用光介导工艺合成的柠檬酸盐覆盖银纳米棱镜(AgNPrs)进行硫化氢(H2S)检测的数字图像比色法。暴露于H2S后,AgNPrs传感器显示出明显的颜色变化,从橙色到灰色,与硫化和Ag2S形成一致。优化了缓冲液pH(9.0)、反应时间(10 min)、传感器体积(60 μL)等关键分析参数。该方法具有两个线性响应范围,检测限和定量限分别为1.87和6.24 ppmv,与职业安全和现场筛选应用相关。准确度和精密度通过自然水样的尖峰回收率实验、日间和日间精度研究以及与商用醋酸铅纸的比较来评估。该系统为现场硫化物检测提供了一种便携且经济高效的方法,通过无添加剂合成和基于智能手机的分析,强调了程序的简单性。
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引用次数: 0
Data science meets FTIR Imaging: a promising probe to improve the diagnosis of human uterine muscle lesions. 数据科学与FTIR成像相结合:一种改善人类子宫肌肉病变诊断的有希望的探针。
IF 4.6 Pub Date : 2026-02-11 DOI: 10.1016/j.saa.2026.127572
Chiara Santoni, Giulia Orilisi, Stefania Greco, Valentina Notarstefano, Giovanni Delli Carpini, Abel Duménigo Gonzàlez, Federica Giantomassi, Alessandra Filosa, Gaia Goteri, Andrea Ciavattini, Gian Franco Zannoni, Giovanna Orsini, Elisabetta Giorgini, Pasquapina Ciarmela

Uterine smooth muscle tumors include a broad range of neoplasms, from benign leiomyomas (LMs) to malignant leiomyosarcomas (LMS), as well as intermediate forms classified as Smooth Muscle Tumors of Uncertain Malignant Potential (STUMP). An accurate diagnosis of these tumor types is essential for their appropriate clinical management; however, it remains challenging due to possible overlapping of histological features. In this study, a multidisciplinary approach combining Fourier Transform Infrared Imaging (FTIRI) spectroscopy, a label-free and non-destructive analytical technique, with histology and statistical analyses have been exploited for investigating the morpho-chemical characteristics of these uterine smooth muscle tumors. The analysis aimed to identify new reliable and diagnostic spectral markers, complementary to traditional histology, and thus useful for improving accuracy in cases with uncertain morphological features. Tissue samples including different leiomyoma histological subtypes, such as usual, cellular, apoplectic, and bizarre, were analyzed and compared with LMS and healthy myometrium. The analysis of IR data, submitted to univariate and multivariate statistical approaches, such as Principal Component Analysis (PCA) and Hierarchical Cluster Analysis (HCA), revealed distinctive spectral profiles associated with each tumor type and indicated changes in collagen content and organization as key features for a reliable discrimination not only between benign and malignant tissues but also among different LM histotypes.

子宫平滑肌肿瘤包括范围广泛的肿瘤,从良性平滑肌瘤(LMs)到恶性平滑肌肉瘤(LMs),以及被归类为恶性潜能不确定平滑肌肿瘤(STUMP)的中间形式。这些肿瘤类型的准确诊断对其适当的临床管理至关重要;然而,由于可能存在组织学特征重叠,因此仍然具有挑战性。本研究采用多学科方法,结合傅立叶变换红外成像(FTIRI)光谱、无标记无损分析技术、组织学和统计学分析,对子宫平滑肌肿瘤的形态化学特征进行了研究。该分析旨在确定新的可靠的诊断光谱标记,补充传统组织学,从而有助于提高形态学特征不确定的病例的准确性。组织样本包括不同的组织学亚型,如正常、细胞型、中风型和奇异型,分析并与LMS和健康肌层进行比较。通过主成分分析(PCA)和层次聚类分析(HCA)等单变量和多变量统计方法对IR数据进行分析,揭示了与每种肿瘤类型相关的独特光谱特征,并指出胶原含量和组织的变化是可靠区分良性和恶性组织以及不同LM组织类型的关键特征。
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引用次数: 0
Novel chemometric Raman approach for spatially resolved quantification of graft distribution in anion exchange membranes. 新型化学拉曼方法用于阴离子交换膜中接枝分布的空间分辨定量。
IF 4.6 Pub Date : 2026-02-10 DOI: 10.1016/j.saa.2026.127558
Allan Bereczki, Andrey da Silva Barbosa, Niklaus Ursus Wetter, Dario R Dekel, Elisabete Inacio Santiago

Precise control of the graft distribution, represented by the degree of grafting (DoG), in anion exchange membranes (AEMs) prepared by radiation-induced grafting (RIG), is critical for alkaline fuel cells' performance, especially aiming to improve water management. However, current methods offer only bulk or qualitative assessments of DoG, limiting the ability to understand and optimize local membrane properties. In this work, we present a novel Raman-based chemometric method for the spatially resolved quantification of DoG using micro-Raman spectroscopy. By applying classical least squares (CLS) fitting to decompose Raman spectra into contributions from the polymer base and grafted side chains, we establish a direct correlation between CLS scores and the local DoG. This approach enables, for the first time to our knowledge, the use of a multivariate technique for quantitative mapping of grafting profiles across the membrane cross-section using a widely accessible and non-destructive technique. The method is validated on membranes with known grafting levels and applied to asymmetric DoG AEMs, revealing detailed insights into spatial variations in functionalization. Moreover, the approach is broadly applicable to any grafted copolymer system with side-chain functionalization, beyond the specific membranes studied here. By combining spatially resolved measurement with rigorous chemometric analysis, this technique offers a robust tool for the design and optimization of next-generation ion-conducting membranes in electrochemical energy systems.

在辐射诱导接枝(RIG)制备的阴离子交换膜(AEMs)中,精确控制接枝分布(以接枝度(DoG)为代表)对于提高碱性燃料电池的性能,特别是改善水管理至关重要。然而,目前的方法只能提供大量或定性的狗评估,限制了理解和优化局部膜特性的能力。在这项工作中,我们提出了一种新的基于拉曼的化学计量方法,用于利用微拉曼光谱对狗进行空间分辨定量。通过经典最小二乘(CLS)拟合将拉曼光谱分解为聚合物基和接枝侧链的贡献,我们建立了CLS分数与局部DoG之间的直接相关关系。据我们所知,这种方法首次使用多元技术,通过一种广泛可及的非破坏性技术,对膜截面上的接枝剖面进行定量测绘。该方法在已知接枝水平的膜上进行了验证,并应用于不对称的DoG AEMs,揭示了功能化空间变化的详细见解。此外,该方法广泛适用于任何具有侧链功能化的接枝共聚物体系,超出了本文研究的特定膜。通过将空间分辨测量与严格的化学计量学分析相结合,该技术为电化学能量系统中下一代离子导电膜的设计和优化提供了强大的工具。
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引用次数: 0
A physics-informed dual-branch fusion network for quantitative determination of total phosphorus in water using near-infrared spectroscopy. 用近红外光谱定量测定水中总磷的物理信息双分支融合网络。
IF 4.6 Pub Date : 2026-02-10 DOI: 10.1016/j.saa.2026.127582
Cailing Wang, Shuhui Hao, Guohao Zhang

Background: Quantitative determination of total phosphorus (TP), an indirectly absorbing aquatic indicator, using near-infrared (NIR) spectroscopy is challenged by high-dimensional, noisy, and nonlinear spectral data. Furthermore, traditional data-driven models tend to neglect underlying physical principles, resulting in overfitting and physically inconsistent predictions.

Method: We propose PICSEN, a Physics-Informed Convolutional-Sequential Dual-Branch Fusion Network. Its architecture synergistically fuses global representations, extracted by a CNN from PCA features, with localized sequential dependencies captured by a GRU from key spectral sequences. To enhance physical consistency, a specialized regularization term is introduced. Unlike traditional methods, it learns an effective absorption proxy to reconstruct the original spectra, thereby embedding implicit physical constraints tailored for TP's indirect optical response within an end-to-end training framework.

Significant findings: Through rigorous repeated validation and statistical testing, PICSEN achieved an average R2 of 0.9380 ± 0.0191, demonstrating competitive and robust performance across all benchmarks (p<0.05). Ablation studies confirmed the critical contributions of both the dual-branch architecture and the physics constraint, with the latter serving as a primary driver for model stability. The model demonstrated high stability across random seeds and enhanced resilience to Gaussian noise. SHAP analysis and saliency maps further validated that PICSEN aligns with known physicochemical absorption regions, indicating strong physical consistency within the studied aquatic matrix. While the current findings are based on a specific river basin (N=235), the adaptable nature of the effective absorption proxy provides a robust framework for regional water quality monitoring, with promising potential for recalibration across diverse hydrological environments.

背景:近红外(NIR)光谱法对间接吸收的水体指标总磷(TP)的定量测定受到高维、噪声和非线性光谱数据的挑战。此外,传统的数据驱动模型往往忽略了潜在的物理原理,导致过拟合和物理上不一致的预测。方法:我们提出了PICSEN,一个物理信息卷积-序列双分支融合网络。它的架构协同融合了CNN从PCA特征中提取的全局表示,以及GRU从关键光谱序列中捕获的局部顺序依赖关系。为了提高物理一致性,引入了一个专门的正则化项。与传统方法不同,该方法学习有效的吸收代理来重建原始光谱,从而在端到端训练框架内嵌入针对TP间接光学响应的隐式物理约束。重要发现:通过严格的反复验证和统计测试,PICSEN的平均R2为0.9380±0.0191,在所有基准测试中表现出具有竞争力和稳健的性能(p
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Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy
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