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1.
张进  姜红  徐雪芳 《分析试验室》2022,41(2):158-162
提出了一种基于显微共聚焦拉曼光谱技术的肉毒梭菌快速鉴别方法.利用共聚焦显微拉曼光谱技术(CRM)采集了肉毒梭菌、艰难梭菌和产气荚膜梭菌的拉曼光谱,比较了3种梭菌的平均拉曼光谱,采用基线校正、标准正态变换、Savitzky-Golay 5点平滑和最大最小值归一化预处理后,借助主成分分析(PCA)降维并提取特征变量,对样本...  相似文献   

2.
利用拉曼光谱技术建立了4种常见食源性致病菌的分类鉴别方法。在600~1800 cm-1光谱范围内,对蜡样芽胞杆菌、副溶血性弧菌、小肠结肠炎耶尔森菌与金黄色葡萄球菌共186个单细菌进行光谱信息的采集。使用Savitzky-Golay卷积平滑算法与一阶导数对原始光谱数据进行预处理,采用主成分分析方法(PCA)并结合多层感知器(MLP)神经网络构建对4种致病菌的分类识别模型,探究了不同光谱预处理方法下的PCA-MLP模型预测效果,经平滑算法与一阶导数处理过的光谱数据训练集准确率为98.5%,测试集准确率为99.2%。本文建立的光谱技术结合PCA-MLP模型可实现对食品中常见致病菌的快速鉴别。  相似文献   

3.
黑色直液笔是一种新型书写工具,目前对该种笔墨迹的相关研究较少。为给文件检验工作中墨迹的分析提供新的参考依据,本实验使用显微共聚焦拉曼光谱技术,采集了30支不同品牌、型号的黑色直液笔墨迹光谱数据,进行Savitzky-Golay卷积平滑处理后,依据光谱图的拉曼位移及拉曼谱峰差异对墨迹进行初步分析。设置聚类方法为组间联接,区间距离测量方式为平方欧式距离,对采集的光谱数据进行群分析,将30支黑色直液笔墨迹样本分成了3类,并与品牌建立了相关联系;同时通过主成分分析验证了群分析的可靠性和准确性。研究表明,显微共聚焦拉曼光谱技术结合群分析方法可实现对黑色直液笔墨迹的无损分析及有效鉴别,该方法操作简便、结果准确,适用于法庭科学文件检验。  相似文献   

4.
基于非接触式拉曼光谱分析人血与犬血的PCA-LDA鉴别方法   总被引:2,自引:0,他引:2  
将拉曼光谱分析法与数理统计方法有机结合,构建人血与犬血种属判别模型,实现了不同种属血液样本的高效无损鉴别.采用拉曼光谱的无损测试模式对血液样本进行测试,考察了抗凝管管材、聚焦位置及曝光时间等对血液样本拉曼光谱的影响,在激发波长为632.8 nm,光谱扫描范围为200~1800 cm-1,功率衰减率50%,曝光时间5 s及累加次数为2次的优化条件下,获得了无损检测条件下的血液样本拉曼光谱图.针对血液样本组分复杂、拉曼光谱信号基底背景高等问题,提出了基于小波变换去噪,进行分段多项式基线校正的预处理方法,有效解决了血液样本拉曼光谱谱图的高噪音和基线漂移问题.实验选择30例正常人血和33例比格犬血为样本训练集,5例正常人血和5例比格犬血为测试集,基于主成分分析法(PCA)联合线性判别法(LDA)模型,训练集分类正确率达到95.23%,盲测集分类正确率达90.00%.这种基于非接触式血液样本拉曼光谱和PCA-LDA判断模型的测试方法在进出口检验检疫等涉及血液无损鉴别的领域具有广泛的应用价值和前景.  相似文献   

5.
提出一种结合分层聚类和判别分析对笔迹成分进行分类检验的方法。利用激光显微共聚焦拉曼光谱仪对收集的市面上常见的130支黑色签字笔笔迹样本进行检测。对测量数据进行Savitzky-Golay卷积平滑和Z-score标准化处理,利用组间连接法、组内连接法和离差平方和法三种分层聚类方法对数据进行分类,将三种聚类方法所得分类结果作为判别依据进行判别分析,检验聚类方法的正确率。结合聚类树状图与正确率,最终选择在分类数为4时原始分类结果正确率为100%、留一交叉验证分类结果正确率为98.5%的离差平方和法,提出了适用于黑色签字笔笔迹拉曼光谱数据的分层聚类方法和判别验证方法。  相似文献   

6.
利用显微拉曼光谱对包装物中的常见毒品进行了检验,分别分析了同种包装物中的五种常见毒品,以及同种毒品在物证袋、塑料袋、半透明文件夹、玻璃片、牛皮纸袋等五种不同的包装物中的拉曼光谱。并测量了硅片上的毒品样品粉末作为对照。实验结果表明,通过将激光光斑聚焦于包装物中的毒品,可以通过其特征峰对毒品的种类进行识别,但是需要排除2875.0 cm-1处毒品和物证袋共有的特征峰的干扰。该方法可以适用于各类透明和半透明包装物,对于非透明包装物,可以采用太赫兹光谱等技术作为补充。为了使分类结果更加直观,采用主成分分析法对实验数据进行进一步分析,并且将聚类结果用热图的形式加以体现。本研究为检验包装物中的毒品提供了一种快速、有效的技术方法,在毒品的现场、原位检验中具有良好的应用前景。  相似文献   

7.
在近年来的多数治安案件中,有不少是由形形色色的毒品所引起的。为了提高检验的效率,降低检验成本,实现对海洛因样本主成分及添加剂的无损分类,提出了一种基于光谱融合,主成分分析和判别分析的鉴别方法。采集并获取了不同质量分数和添加剂共计45个海洛因样本的红外光谱,选择一阶求导、多元散射校正、Savitzky-Golay平滑和峰面积归一化开展预处理工作,并利用主成分分析进行特征变量提取和采用Fisher判别分析构建判别分类模型。实验对单独的原始光谱数据,一阶导数光谱数据和融合后的光谱数据进行比较。无论是对海洛因主成分的质量分数进行分类,还是对海洛因的添加剂分类,单一的分类模型都仅能实现66.7%~88.9%的准确区分。结果表明,基于融合的光谱数据构建的判别模型分类准确率更高,对主成分质量分数和海洛因添加剂的分类,均能达到100.0%。利用红外光谱数据融合技术结合主成分分析和判别分析达到了降低检验成本且无损的目的,能够最大程度的限制毒品的流动,对今后的毒品检测和维护社会治安稳定具有一定的贡献。  相似文献   

8.
食源性致病菌引起的疾病的快速管控与预防是当前各国面临的食品安全监管难题之一,受到社会各界的广泛关注。目前常用的食源性致病菌检测方法存在步骤复杂、耗时、灵敏度低或选择性差等局限,发展快速、可靠的食源性致病菌检测方法仍是食品安全和公众健康的热点研究领域。表面增强拉曼光谱(SERS)作为一种新型的光谱快检技术,具有灵敏度高、选择性好、快速、无损检测等优点,在食源性致病菌检测方面表现出广阔的应用前景。该文简要介绍了SERS技术的背景、增强机制并总结了用于致病菌检测的活性纳米结构,全面综述了近5年来利用直接或间接SERS法以及SERS与其他技术结合检测食源性致病菌的研究进展,同时讨论了这些方法的优缺点。最后,提出当前SERS技术在实际应用中面临的挑战,并展望了SERS在食源性致病菌检测领域未来可能的发展趋势。  相似文献   

9.
食源性致病菌的快速、灵敏检测是食品和药品安全领域关注的重点.表面增强拉曼光谱(SERS)技术凭借其检测速度快、信息丰富、灵敏度高、无损等优势在食源性致病菌的快速、灵敏检测中受到广泛关注.本文从SERS检测基底材料入手,综述了液相基底、刚性固相基底、柔性固相基底等材料的特点和性能,并对其在致病菌快速、灵敏检测中的应用进行...  相似文献   

10.
差分拉曼光谱结合SVM对便签纸的鉴别分析   总被引:1,自引:0,他引:1  
刘津彤  张岚泽  姜红  陈相全  段斌  刘峰 《化学通报》2022,85(2):259-263,246
基于差分拉曼光谱技术与支持向量机(SVM)模型,提出了一种对便签纸类检材的快速可视化鉴别方法。实验获取了40组不同品牌便签纸样本的差分拉曼光谱数据,利用BP神经网络和差分技术完成谱图的除噪与基线校正后,借助F检验与主成分分析提取谱段信息,构建出SVM分类模型。实验结果表明,当设置Linear为SVM模型的核函数时,可以实现对样本测试集的完全准确划分,K折交叉验证的结果理想。相比于传统聚类分析手段,本方法可以在原始高维光谱数据中筛选出有效特征矩阵,且SVM模型兼具高效性和准确性,为公安实践中纸张类物证的区分鉴别提供一种新思路。  相似文献   

11.
On-line fermentation gas analysis is of general interest because it permits the determination of metabolic rates in almost any biological process using living organisms. The consumption and production of gases (O2, CO2, CH4, etc.) and volatile compounds may be determined without causing any risk of infection. Elemental balancing permits the determination of other metabolic rates if the stoichiometry is known. This was studied with the production of poly-β-hydroxybutyrate (PHB) by Alcaligenes latus. Estimations were based on the measurement of gas partial pressure and flow-rates, pH and alkali consumption rate. Experiments with a small quadrupole mass spectrometer showed unacceptable error propagation. Therefore, dynamic error propagation for all rates was studied using simulation. It was found that, for example, a 1% relative offset-calibration error for oxygen can result in an error in PHB estimation of > 50%. It is suggested that this culture is used in combination with elemental balancing for thorough tests of the accuracy of on-line gas analysis equipment. An on-line process gas analyser based on a quadrupole mass spectrometer (Balzers PGM 407) gave the following precision values (abs. vol.?%) during cultivation of Bacillus subtilis: nitrogen (m/z 14), 0.024; oxygen (m/z 32), 0.020; argon (m/z 40), 0.0011; and carbon dioxide (m/z 44), 0.0034. These values, combined with automatic recalibration, would be sufficient for reasonable estimation of PHB, biomass and substrates.  相似文献   

12.
This study aims to examine the effect of sodium hydroxide (NaOH) treatment on the physico-chemical properties, structure, thermal, tensile and surface topography of Carica papaya fibers (CPFs). The surface of raw CPFs was modified by soaking with 5% NaOH solution for 15, 30, 45, 60, 75 and 90?min. The results of thermo-gravimetric analysis revealed that the optimum treatment time for alkali treatment was 60?min. It was found that the alkali treatment improved the properties of the CPFs. The results of TGA, FT-IR, XRD and AFM suggest that the treated CPF is a suitable alternative as reinforcement in polymer composites.  相似文献   

13.
In order to bring out the nature of the factors influencing lake water composition, multivariate statistical analysis and trend analysis were performed based on the hydrochemical data of the study area, namely, South Chennai. Change in land use pattern and settlements along the banks of the lakes alters the quality and quantity of the surface water. In the present study, the R‐mode factor analysis and cluster analysis were applied to the geochemical parameters of the water to identify the factors affecting the chemical composition of the lake water. Dendograms of both the seasons give three major clusters, reflecting the groups of unpolluted to moderately polluted, polluted, and heavily polluted stations. The movement of stations from one cluster to another clearly brings out the seasonal variation in the chemical composition of the lake water. The complex hydrochemical data of the surface water were interpreted by condensing them into three major factors. Factor score analysis was used successfully to delineate the stations under study and the role of the contributing factors, and the nature of factors responsible for the variation in chemical composition of the water has been clearly brought out. Results of trend analysis using ArcGIS clearly indicate that the trend in water quality is deteriorating at a faster rate in the eastern part of the study area. It is understood that although natural shifts probably can account for some of the variation, it is most likely that human activities play a major role in affecting the water quality on a regional scale. Copyright © 2014 John Wiley & Sons, Ltd.  相似文献   

14.
Determining the rank of a chemical matrix is the first step in many multivariate, chemometric studies. Rank is defined as the minimum number of linearly independent factors after deletion of factors that contribute to random, nonlinear, uncorrelated errors. Adding a matrix of rank 1 to a data matrix not only increases the rank by one unit but also perturbs the primary factor axes, having little effect on the secondary axes associated with the random errors in the measurements. The primary rank of a data matrix can be determined by comparing the residual variances obtained from principal component analysis (PCA) of the original data matrix to those obtained from an augmented matrix. The ratio of the residual variances between adjacent factor levels represents a Fisher ratio that can be used to distinguish the primary factors (chemical as well as instrumental factors) from the secondary factors (experimental errors). The results gleaned from model studies as well as those from experimental studies are used to illustrate the efficacy of the proposed methodology. The method is independent of the nature of the error distribution. Limitations and precautions are discussed. An algorithm, written in MATLAB format, is included. Copyright © 2011 John Wiley & Sons, Ltd.  相似文献   

15.
Analysis of time series tries to extract tendencies from measured values dependent on time. For this purpose the cusum technique has proved to be a very sensitive tool for the evaluation of both current and completed time series. Even very weak tendencies can be detected at a high level of noise. Time-series analysis further tries to predict values to come from hitherto performed measurements. As a very flexible model exponential smoothing could be successfully used. Even for processes with a high extent of non-stationarity this model allowed a good prediction owing to the dynamics of the process. Three types of time-series analysis, i.e., evaluation of current measurements, retrospective evaluation and prediction of data (also known as “in vivo”, “post mortem” and “in futurum” time-series analysis) are demonstrated for problems stemming from analytical process control.  相似文献   

16.
环境无机分析化学   总被引:3,自引:0,他引:3  
牛春吉  汪炳武 《分析化学》1990,18(4):387-393
  相似文献   

17.
多波长K系数法同时测定去痛片中四组分   总被引:1,自引:0,他引:1  
陆晓华  李春华 《分析化学》1991,19(12):1415-1417
  相似文献   

18.
文章介绍了新材料的重要性及发展方向,分析化学在新材料研制中起着耳目的作用,另一方面新材料也为分析化学的进展提供了课题与条件。微量分析、微区分析、表面分析是此领域中的重点。在未来的发展中,分析化学在材料的发展中的地位不会改变,并期待着分析灵敏度与空间分辩率的进一步提高。  相似文献   

19.
《Analytical letters》2012,45(6):899-908
Abstract

To determine mercury in geological materials, samples are digested with nitric acid and sodium dichromate in a closed teflon vessel. After bringing to a constant weight, the digest is mixed with air and a sodium chloride-hydroxylamine hydrochloride-sulfuric acid solution and then Hg(II) is reduced to Hg with stannous chloride in a continuous flow manifold. The mercury vapor is then separated and measured using cold vapor atomic absorption spectrophotometry (CV-AAS). For a 100 mg sample the limit of detection is 20 parts per billion (ppb) Hg in sample. To obtain a 1% absorption signal, the described method requires 0.21 ppb Hg solution (equal to 16 ppb in sample). Precision is acceptable at less than 1.2% RSD for a 10 ppb Hg aqueous standard. Accuracy is demonstrated by the results of the analysis of standard reference materials. Several elements do interfere but the effect is minimal because either the digestion procedure does not dissolve them (e.g., Au or Pt) or the; are normally of low abundance (e.g., Se or Te).  相似文献   

20.
In this study, a fast and effective high‐performance liquid chromatography method was developed to obtain a fingerprint chromatogram and quantitative analysis simultaneously of four indexes including gallic acid, chlorogenic acid, albiflorin and paeoniflorin of the traditional Chinese medicine Moluodan Concentrated Pill. The method was performed by using a Waters X‐bridge C18 reversed phase column on an Agilent 1200S high‐performance liquid chromatography system coupled with diode array detection. The mobile phase of the high‐performance liquid chromatography method was composed of 20 mmol/L phosphate solution and acetonitrile with a 1 mL/min eluent velocity, under a detection temperature of 30°C and a UV detection wavelength of 254 nm. After the methodology validation, 16 batches of Moluodan Concentrated Pill were analyzed by this high‐performance liquid chromatography method and both qualitative and quantitative evaluation results were achieved by similarity analysis, principal component analysis and hierarchical cluster analysis. The results of these three chemometrics were in good agreement and all indicated that batch 10 and batch 16 showed significant differences with the other 14 batches. This suggested that the developed high‐performance liquid chromatography method could be applied in the quality evaluation of Moluodan Concentrated Pill.  相似文献   

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