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1.
研究一种拉曼光谱解谱和处理的方法。以化学计量学为基础,信号处理技术为工具,配合计算机算法的数据处理方法。具体为基线校正:对拉曼光谱原始信号进行基于自适应迭代重加权惩罚最小二乘法的基线校正;平滑:对进行完基线校正的拉曼光谱信号进行基于惩罚最小二乘法的平滑;峰检测:对进行完基线校正和平滑的信号进行基于连续小波变换的峰检测。这种基于惩罚最小二乘法的光谱平滑具有快速,可以连续控制平滑度并且可以进行交叉验证得到最客观的平滑值。改善了基于非对称最小二乘法的传统基线校正方法的两个缺陷。同时,基于连续小波变换的峰检测算法可以自动地并且同时考虑峰形和峰高对峰进行检测,最大限度地降低了峰检测假阳性的概率。  相似文献   

2.
应用小波和小波包变换对傅里叶变换衰减全反射红外光谱(FTIR/ATR)进行去噪处理,以提高苯丙酮尿症(PKU)筛查模型的性能。首先优化小波和小波包变换的参数,然后分别对原始光谱(OS)、9点平滑光谱(9S)和一阶微分9点平滑光谱(1D9S)进行去噪处理,以均方根误差(RMSE)、平均相对误差(MRE)、预测准确率(Acc)等为指标,考察小波和小波包变换对模型性能的影响。结果与变换前相比,模型性能均有所提高,其中小波变换以1D9S+sym12处理结果为最优,而小波包变换以1D9S+sym1为最优;Acc全部提高为100%。  相似文献   

3.
该文提出了一种基于数据增强的特征选择拉曼光谱浓度分类方法(Recursive Feature Elimination-Principal Component Analysis-Back Propagation Neural Network,RFE-PCA-BP)。实验将购买于超市的食用油与不同浓度的嵌二萘溶液滴在硅藻土板上,采集九种不同浓度芘(Pyrene)的拉曼光谱数据,通过数据增强,将每种浓度数据通过添加不同信噪比(SNR)来扩充样本数量;RFE-PCA-BP浓度分类模型将拉曼光谱数据的特征消除、数据预处理、浓度分类合而为一。通过实验证明,RFE-PCA-BP算法的准确率高达99.42%远高于BP神经网络算法(Back Propagation Neural Network,BPNN)的86.67%。  相似文献   

4.
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   

5.
为实现混合物中目标化合物的快速检测,合成了对甲氨蝶呤和伏立康唑具有普适性响应的金纳米复合(AuNPS-PDDA)基底,借助表面增强拉曼光谱技术,结合化学计量学方法,通过连续小波变换将甲氨蝶呤和伏立康唑的光谱信号转换到小波空间,依据小波空间特征匹配分析混合物的拉曼光谱,显著减轻信号中基线变化和随机噪声的影响,成功地识别出混合物中1.0×10~(-8)mol/L甲氨蝶呤和2.86×10~(-4) mol/L伏立康唑。其中,甲氨蝶呤和伏立康唑的小波特征匹配系数均大于0.96,高于传统的命中质量系数,且采用非负最小二乘法成功实现了两种物质含量比例的确定,实验的组分比例预测值与真实值之间相关性大于0.98。实验结果表明,小波空间特征匹配结合表面增强拉曼光谱技术能有效地识别且半定量混合物中的目标化合物。  相似文献   

6.
近红外漫反射光谱的小波变换滤波   总被引:13,自引:0,他引:13  
利用小波变换对52个烟草样品的近红外漫反射光谱进行滤波处理,并用PLS法来计算烟草样品的总氮含量,结果表明小波变换滤波后,预测集的相对标准偏差由原来的9.2%降为7.4%,此结果也优于傅里叶变换和五点三次平滑。  相似文献   

7.
使用金纳米粒子为增强因子的表面增强拉曼光谱技术,通过连续小波变换将拉曼光谱信号转化到小波空间(墨西哥帽小波作为小波基)。该步骤能够减轻信号中基线变化及随机噪音的影响并找到峰位置和最佳小波尺度系数。依据小波空间中的信息,对混合物光谱及标准谱光谱进行反向搜索得到反向搜索匹配系数(Reverse match quality,RMQ),作为判断混合物中目标成分是否存在的依据。该算法可对混合物中的目标物质进行准确定性,并已成功应用于多种食品中色素鉴定。食品中色素的检出率达到99%,且结果稳健,其效果明显优于传统的命中质量系数法(Hit quality index,HQI)。这证实了小波空间反向搜索方法是一种快速而准确的拉曼光谱定性算法。  相似文献   

8.
孙家政  姜红  孙百兵 《化学通报》2022,85(11):1393-1396,1407
采用显微共聚焦拉曼技术,建立了对三种常见食源性致病菌快速鉴别的检测方法。使用XploRA PLUS共聚焦拉曼光谱仪,在激光功率为5 mW、积分时间为30s、积分次数为1次的条件下,对德尔卑沙门氏菌、副溶血性弧菌和金黄色葡萄球菌进行了拉曼光谱数据的采集。对拉曼光谱采用多项式平滑算法和荧光背底扣除后,采用主成分分析法(PCA)对预处理后的数据进行降维,提取出前三个主成分的累计方差贡献率达到了95.4%,样本明显的聚为了3类。同时结合Fisher判别分析法(FLD)构建分类模型,对三种样本进行交叉验证,分类准确率达到了100%。结果表明,采用显微共聚焦拉曼技术与PCA-FLD方法结合可实现对三种食源性致病菌的快速准确鉴别且模型检测精度高,方法具有一定的实用性及参考价值。  相似文献   

9.
为了实现对拉曼光谱图的最优化处理,改善检测效果,提高鉴定效率,实现对案发现场保险杠碎片的快速无损检验鉴定,本研究借助牛顿插值多项式、Savitzky-Golay平滑滤波和Bayes判别分析的方法对保险杠样本的光谱图进行分析处理。采集6种品牌共计80个车用保险杠样本的拉曼光谱图,借助牛顿插值法、Savitzky-Golay滤波拟合法等方法处理后建立Bayes判别分类模型。结果表明:1次牛顿插值多项式处理后各样本的判别分析准确率最高,能够达到90.1%,对其开展5点Savitzky-Golay算法平滑处理后判别分析准确率可提升到97.5%。综上所述,借助牛顿插值多项式及Savitzky-Golay处理后进行判别分析可以对保险杠样本的品牌进行快速、无损、准确的检验鉴别,此方法对于其他物证的分类和鉴定也具有一定的借鉴意义。  相似文献   

10.
采用水平衰减全反射傅里叶变换红外光谱法(HATR-FT-IR)测定中药问荆和同科植物节节草的FT-IR谱,运用连续小波变换(CWT)多分辨率分析法对吸收较为相似的问荆及节节草的FT-IR进行特征提取.选择第8、9、10分解层数下的特征值作为分析的基础,采用FT-IR-CWT-SVM法建立了问荆和节节草识别的模型.通过学习训练,对120个预测样品的识别准确率为90%以上.当采用径向基函数作为核函数时,识别准确率达100%.样品的FT-IR经小波特征提取后的特征值有所差异,采用SVM进行识别可以很好地把两者分类.通过对样品的FT-IR小波变换后所得特征值进行SVM的分类,能够有效地进行区别鉴定形态较为相似的同科植物问荆及节节草.  相似文献   

11.
用溶胶-凝胶法以磷钼酸(MPA)的镍盐溶液水解钛酸四丁酯制备了NiPMo/TiO2催化剂.使用ICP、 XRD、 TG-DTA、 IR、 TPD-MS和微反应技术研究了催化剂的化学组成、热稳定性、化学吸附性质和催化反应性能.杂多钼酸盐与TiO2通过O2-在TiO2表面发生了键合.在623 K下,杂多阴离子仍保持原有的Keggin结构.CO2在Lewis酸位Ni(Ⅱ)和Lewis碱位Ni-O-Mo的桥氧协同作用下生成CO2卧式吸附态Ni(Ⅱ)←O-(CO)←(O--Ni).丙烯有多种吸附态在催化剂上吸附.在563 K、 1 MPa和空速1500 h-1的反应条件下,丙烯的摩尔转化率为3.2%,产物MAA选择性为95%.  相似文献   

12.
In the context of the preparation of camptothecin and luotonin A analogs, the synthesis of some key keto-precursors and their use in Friedländer condensation are described. This paper also focuses on the stability of these keto intermediates and emphasizes the major differences between indolizinones and pyrroloquinazolinones series. Noteworthy is also the report of some original structures isolated as by-products of some experiments.  相似文献   

13.
The Langevin paramagnetic theory can’t describe the relation between magnetization of ferrofluids and applied magnetic field. The structuralization of ferrofluids, which is considered the main influence factor of the magnetization, is regarded. The part of magnetization works is deposited when the structure is forming. This action influences the magnetization of ferrofluids directly or indirectly. On the base of the “compressing” model, the Langevin function that usually describes the magnetization of ferrofluid is modified, and a well-fitted curve is obtained. An equation of the relation between the equivalent volume fraction after being “compressed” and the intensity of magnetic field is discovered, which approximately describes the process of magnetization. The relation between the approximate initial susceptibility and the volume fraction can be obtained from modified formula.  相似文献   

14.
The highly regioselective Buchwald–Hartwig amination at C-2 of the cheap and readily accessible reagent, 2,4-dichloropyridine with a range of anilines and heterocyclic amines is described. This new methodology is robust and provides a facile access to 4-chloro-N-phenylpyridin-2-amines on 0.25 mol scale. These intermediates undergo a further Buchwald–Hartwig amination at higher temperature to enable rapid exploration of the chemical space at C-4 and to provide a library of 2,4-bisaminopyridines.  相似文献   

15.
KMnO4-mediated oxidative CN bond cleavage of tertiary amines producing secondary amine was introduced, which was trapped by electrophiles (acyl chloride and sulfonyl chloride) to form amides and sulfonamides. The reaction could take place at mild condition, tolerating a wide range of function groups and affording products in moderate to excellent yields.  相似文献   

16.
The review contains a concise historical account and information on the most significant researches undertaken by the staff at the A. E. Favorsky Irkutsk Institute of Chemistry, Siberian Branch of the Russian Academy of Sciences on the Chemistry of Heterocyclic Compounds. Dedicated to Academician of the Russian Academy of Sciences B. A. Trofimov on his 70th jubilee. Translated from Khimiya Geterotsiklicheskikh Soedinenii, No. 10, pp. 1443–1502, October, 2008.  相似文献   

17.
Zhanhui Yang  Shiyi Yang  Jiaxi Xu 《Tetrahedron》2017,73(23):3240-3248
Regiospecific and direct imidation of the methyl C(sp3)–H bond of thioanisoles is realized under mild and metal-free conditions with N-fluorobis(benzenesulfonyl)imide as an oxidant and nitrogen source. Proposed mechanism suggests that thionium ion intermediates and a Pummerer-type reaction are involved. The imidation has advantages such as high step-economy, excellent functionality tolerance, and regiospecificity, giving structurally diverse imidation products.  相似文献   

18.
19.
《Tetrahedron》2014,70(21):3377-3384
The Rh(II)-catalyzed reaction of 2-carbonyl-substituted 2H-azirines with ethyl 2-cyano-2-diazoacetate or 2-diazo-3,3,3-trifluoropropionate provides an easy access to 2H-1,3-oxazines and 1H-pyrrol-3(2H)-ones. These compounds can be selectively prepared from the same starting material using temperature as the only varied parameter. The 2-azabuta-1,3-diene intermediate, a common precursor for both heterocyclic products, isomerizes into 2H-1,3-oxazine under kinetic control, while 1H-pyrrol-3(2H)-one is the sole product of the reaction at elevated temperatures. According to DFT-calculations a one-atom oxazine ring contraction involving ring-opening to a 2-azabuta-1,3-diene intermediate, followed by a 1,5- and 1,2-prototropic shift leads to the consecutive formation of imidoylketene and azomethine ylide, which then further undergo cyclization to the pyrrole derivative.  相似文献   

20.
Different approaches for the synthesis of 1-benzyloxypyrazin-2(1H)-one derivatives from simple amino acids have been investigated. A library of 33 precursors for the preparation of N-hydroxy pyrazinones was obtained in moderate to good yields.  相似文献   

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