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Correction to DeepCNN:Spectro-temporal feature representation for speech emotion recognition
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《CAAI Transactions on Intelligence Technology》 2025年第2期633-633,共1页
Saleem,N.,et al.:DeepCNN:Spectro-temporal feature representation for speech emotion recognition.CAAI Trans.Intell.Technol.8(2),401-417(2023).https://doi.org/10.1049/cit2.12233.The affiliation of Hafiz Tayyab Rauf shou... Saleem,N.,et al.:DeepCNN:Spectro-temporal feature representation for speech emotion recognition.CAAI Trans.Intell.Technol.8(2),401-417(2023).https://doi.org/10.1049/cit2.12233.The affiliation of Hafiz Tayyab Rauf should be[Independent Researcher,UK]. 展开更多
关键词 independent researcher speech emotion recognition deep cnn uk speech emotion recognitioncaai spectro temporal feature representation hafiz tayyab rauf
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Spectro M8型直读光谱仪分析生铁中硅、锰和磷 被引量:1
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作者 钱菁 《光谱实验室》 CAS CSCD 2004年第3期621-624,共4页
用 HB 30 0 0型磨样机制取样品 ,Spectro M8型直读光谱仪分析生铁中硅、锰和磷 ,方法可行 ,数据准确 ,取得了理想效果。
关键词 spectroM8型直读光谱仪 生铁
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Investigation of the interaction between indigotin and two serum albumins by spectroscopic approaches 被引量:4
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作者 Zheng-Jun Cheng Hong-Mei Zhao +1 位作者 Qian-Yong Xu Rong Liu 《Journal of Pharmaceutical Analysis》 SCIE CAS 2013年第4期257-269,共13页
The binding characteristics of indigotin with human serum albumin (HSA) and bovine serum albumin (BSA) have been investigated by various spectroscopic techniques. Spectroscopic analysis revealed that the quenching... The binding characteristics of indigotin with human serum albumin (HSA) and bovine serum albumin (BSA) have been investigated by various spectroscopic techniques. Spectroscopic analysis revealed that the quenching mechanism between indigotin and HSA/BSA belonged to the static quenching. The displacement experiments suggested that indigotin primarily bound to tryptophan residues on proteins within site I. The thermodynamic parameters indicated that the binding of indigoti^HSA/BSA mainly depended on the hydrophobic interaction. The binding distance of indigotin to HSA/BSA was evaluated. The results by synchronous fluorescence, three- dimensional fluorescence, Fourier Transform Infrared spectroscopy (FT-IR) and circular dichroism (CD) spectra showed that the conformation of proteins altered in the presence of indigotin. 展开更多
关键词 Human serm albumin Bovine serum albumin Indigoiin Fluorescence spectro-scopy Binding constants
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A rapid and sensitive liquid chromatography-tandem mass spectrometric assay for duloxetine in human plasma:Its pharmacokinetic application 被引量:5
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作者 Ramakrishna Gajula Rambabu Maddela +2 位作者 Vasu Babu Ravi Jaswanth Kumar Inamadugu Nageswara Rao Pilli 《Journal of Pharmaceutical Analysis》 SCIE CAS 2013年第1期36-44,共9页
This paper describes a simple, rapid and sensitive liquid chromatography tandem mass spectrometry assay for the determination of duloxetine in human plasma. A duloxetine stable labeled isotope (duloxetine ds) was us... This paper describes a simple, rapid and sensitive liquid chromatography tandem mass spectrometry assay for the determination of duloxetine in human plasma. A duloxetine stable labeled isotope (duloxetine ds) was used as an internal standard. Analyte and the internal standard were extracted from 100 btL of human plasma via solid phase extraction technique using Oasis HLB cartridges. The chromatographic separation was achieved on a Cl8 column by using a mixture of acetonitrile 5 mM ammonium acetate buffer (83:17, v/v) as the mobile phase at a flow rate of 0.9 mL/min. The calibration curve obtained was linear (r2≥0.99) over the concentration range of 0.05 101 ng/mL. Multiple-reaction monitoring mode (MRM) was used for quantification of ion transitions at rn/z 298.3/154.1 and 303.3/159.1 for the drug and the internal standard, respectively. Method validation was performed as per FDA guidelines and the results met the acceptance criteria. A run time of 2.5 min for each sample made it possible to analyze more than 300 plasma samples per day. The proposed method was found to be applicable to clinical studies. 展开更多
关键词 Duloxetine in humanplasma Solid-phase extraction(SPE) Liquidchromatography-tandem mass spectro-metry Method validation Pharmacokinetic studies
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Two-Dimensional Terahertz Time-Domain Spectroscopy and Its Applications 被引量:1
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作者 Jia-Yu Zhao Wei-Wei Liu 《Journal of Electronic Science and Technology》 CAS CSCD 2015年第1期6-13,共8页
In this work, we review the developing progress of two-dimensional terahertz time-domain spectroscopy(THz-TDS) and its diverse applications, including analyzing the polarization of THz radiation from a laser-induced... In this work, we review the developing progress of two-dimensional terahertz time-domain spectroscopy(THz-TDS) and its diverse applications, including analyzing the polarization of THz radiation from a laser-induced plasma source and studying the corresponding physical mechanism, and characterizing the optical properties of crystals, etc. 展开更多
关键词 Application laser-induced plasma optical property physical mechanism POLARIZATION two-dimensional terahertz time-domain spectros
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ELECTROCHEMICAL IMPEDANCE SPECTROSCOPY DURING CORROSION PROCESS OF 8090 Al-Li ALLOY IN EXCO SOLUTION 被引量:3
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作者 J.F.Li Z.Q.Zheng +3 位作者 C.Y.Tan S.C.Li Z.Zhang J.Q.Zhang 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2004年第6期894-901,共8页
The corrosion behavior and electrochemical impedance spectroscopy (EIS) features of 8090 Al-Li alloys in EXCO solution were investigated, and the EIS was simulated using an equivalent circuit. At the beginning of imme... The corrosion behavior and electrochemical impedance spectroscopy (EIS) features of 8090 Al-Li alloys in EXCO solution were investigated, and the EIS was simulated using an equivalent circuit. At the beginning of immersion in EXCO solution, the EIS is comprised by a depressed capacitive arc at high-mediate frequency and an inductive arc at low frequency, and the inductive component decreases and disappears with im- mersion time. Once exfoliation or severe pitting corrosion is produced, two capacitive arcs appear in the EIS. These two capacitive arcs are originated from the two parts of the corroded alloy surface, the original flat alloy surface and the new inter-face exposed to the aggressive EXCO solution due to the exfoliation or pitting corrosion. Some corrosion development features of 8090 Al-Li alloys in EXCO solution can be obtained through simulated EIS information. 展开更多
关键词 Al-Li alloy exfoliation electrochemical impedance spectros- copy (EIS) EXCO solution
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Spectrophotometric Methods for Simultaneous Determination of Amlodipine Besylate and Atenolol in Their Tablet Dosage Form 被引量:1
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作者 Nesrine T.Lamie 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2015年第12期3538-3543,共6页
Three simple,specific,accurate and precise spectrophotometric methods are developed for simultaneous determination of amlodipine besylate(AM)and atenolol(AT)in tablets.The first method is dual wavelength spectrophotom... Three simple,specific,accurate and precise spectrophotometric methods are developed for simultaneous determination of amlodipine besylate(AM)and atenolol(AT)in tablets.The first method is dual wavelength spectrophotometry(DW).The second method is ratio subtraction(RS)which depends on subtraction of the plateau values from the ratio spectrum,coupled to first derivative of ratio spectra(1 DD).The third method applies bivariate calibration method using 210and 225nm as an optimum pair of wavelength for amlodipine and atenolol.The calibration curves are linear over the concentration range of 4~40μg·mL-1 for both drugs.The specificity of the developed methods is investigated by analyzing laboratory prepared mixtures of the two drugs and their combined dosage form.The two methods are validated as per ICH guidelines and can be applied for routine quality control testing. 展开更多
关键词 AMLODIPINE ATENOLOL RATIO SUBTRACTION Dual wavelength Derivative-ratio BIVARIATE spectro-photometry
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Reagent-free determination of amikacin content in amikacin sulfate injections by FTIR derivative spectroscopy in a continuous flow system 被引量:1
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作者 José F.Ovalles Máximo Gallignani +2 位作者 María R.Brunetto Rebeca A.Rondón Carlos Ayala 《Journal of Pharmaceutical Analysis》 SCIE CAS 2014年第2期125-131,共7页
The quantitative estimation of amikacin (AMK) in AMK sulfate injection samples is reported using FTIR-derivative spectrometric method in a continuous flow system. Fourier transform of mid-IR spectra were recorded wi... The quantitative estimation of amikacin (AMK) in AMK sulfate injection samples is reported using FTIR-derivative spectrometric method in a continuous flow system. Fourier transform of mid-IR spectra were recorded without any sample pretreatment. A good linear calibration (r40.999, %RSDo 2.0) in the range of 7.7-77.0 mg/mL was found. The results showed a good correlation with the manufacturer's and overall they all fell within acceptable limits of most pharmacopoeial monographs on AMK sulfate. 展开更多
关键词 AMIKACIN FlrIR derivative spectro-metry Continuous flow system Pharmaceuticalpreparation INJECTION SULFATE
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Studies of Mixed-valence Compounds(Ⅰ)──In-Situ FTIR and UV-Visible-Near-IR Spectroelectrochemical Studies of Mixed-valence Isopolyanion Mo_6O_(19)^(3-) in Aprotic Media
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作者 SUN Hao-ran YANG Guo-yu XU Jia-ning and XU Ji-qing (Department of Chemistry, Jilin University, Changchun, 130023) 《Chemical Research in Chinese Universities》 SCIE CAS CSCD 1996年第1期6-9,共4页
The mixed-valence isopolyanion Mo6O193- was investigated by means of cyclic voltammographic, in-situ FTIR and UV-Visible-Near-IR spectro-electrochemicalmethods in aprotic media. The experimental results indicate that ... The mixed-valence isopolyanion Mo6O193- was investigated by means of cyclic voltammographic, in-situ FTIR and UV-Visible-Near-IR spectro-electrochemicalmethods in aprotic media. The experimental results indicate that the Mo6O193-was formed whereafter Mo6O193- was reduced, (E0' = - 0. 690 V, n = 1 ). The characteristic absorptions of Mo6O193- are 500 nm, 900 nm and 1100 nm in UV-VisibleNear-IR spectrum and 940 cm-1 in IR spectrum. 展开更多
关键词 Mixed-valence compound ELECTROCHEMISTRY In-situ spectro-electrochemistry
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A Reflectance Thin-layer Spectro-electrochemical Method
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作者 ZOU Ming-zhu, ZHENG Yan-sheng, HU Shu and ZHOU Yu-lai (Department of Chemistry, Jilin University, Changchun, 130023) 《Chemical Research in Chinese Universities》 SCIE CAS CSCD 1992年第2期152-157,共6页
IntroduCtion Speetroeleetroehemieal measurement 15 simultaneously to determine theeleetroehemieal and speetral
关键词 Thin-layer cell Methylene blue Potassium ferrocyanide spectro-electrochemical study
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Analysis of Urea in Petfood Matrices: Comparison of Spectro-Colorimetric, Enzymatic and Liquid Chromatography Electrospray Ionization High Resolution Mass Spectrometry Methods
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作者 Patrick Pibarot Serge Pilard 《American Journal of Analytical Chemistry》 2012年第9期613-621,共9页
Adulteration may consist in non authorized source of nitrogen addition to increase the protein content of some raw materials. Urea which is authorized for feed is a non nutritional source of nitrogen in food and pet f... Adulteration may consist in non authorized source of nitrogen addition to increase the protein content of some raw materials. Urea which is authorized for feed is a non nutritional source of nitrogen in food and pet food. Adulteration of food or pet food raw material by urea is thus monitored by manufacturer and governmental authorities with official methods which are either enzymatic (Association of Official Agricultural Chemists, AOAC) or spectro-colorimetric (European Community, EC). Each method gives results which are not comparable and spectro-colorimetric methods may result in false-positive urea detection. Liquid chromatographic (LC/UV-DAD) analysis of extracts from spectro-colorimetric method indicates that presence of free amino-acid may interfere with colorimetric detection of urea in the EC method with pet food samples. Liquid chromatography electrospray ionization high resolution mass spectrometry (LC/ESI-HRMS) has allowed to quantify low content (<0.01%) of urea in pet food water extracts for samples which resulted in significant urea detection with colorimetric method and in content below the detection threshold with enzymatic method. This study demonstrates the EC colorimetric method is not applicable to pet food and also food samples which have a complex composition with significant levels of free amino acids. On the other hand we clearly evidenced by means of the LC/ESI-HRMS results that the AOC Enzymatic method is applicable to urea quantification in pet food samples and gives reliable results. 展开更多
关键词 Pet FOOD FOOD UREA ADULTERATION ENZYMATIC Method spectro-Colorimetry LC/UV-DAD LC/ESI-HRMS
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SPECTRO M8光谱仪一例计算机故障的排除
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作者 王红霞 《光谱实验室》 CAS CSCD 2007年第3期505-506,共2页
本文介绍了一例SPECTRO M8计算机故障及其排除措施。
关键词 SPECTR0 M8光谱仪 仪器维护
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Dispersive optical activity for spectro-polarimetric imaging
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作者 Zhijie Cao Siwei Sun +1 位作者 Jingxuan Wei Yong Liu 《Light(Science & Applications)》 2025年第3期587-590,共4页
A spectro-polarimetric imaging approach leverages optical rotatory dispersion in natural crystals to encode spectral information into polarization states.The system demonstrates effectiveness in laboratory and outdoor... A spectro-polarimetric imaging approach leverages optical rotatory dispersion in natural crystals to encode spectral information into polarization states.The system demonstrates effectiveness in laboratory and outdoor field experiments,showing potential for biological microscopy,machine vision,and remote sensing applications. 展开更多
关键词 optical rotatory dispersion dispersive optical activity spectral information spectro polarimetric imaging remote sensing natural crystals biological microscopymachine visionand
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基于MATLAB的变截面梁的振动特性分析
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作者 赵锐 陈霖 淡丹辉 《计算机仿真》 2025年第8期288-293,437,共7页
为分析变截面梁在弹性边界条件下的振动特性,提出了一种基于Timoshenko梁理论和修正Timoshenko梁理论的振动分析模型。通过改变梁两端弹簧的刚度来模拟不同边界条件,以谱几何法表示梁的控制函数,根据哈密顿原理并利用瑞利-里兹法计算变... 为分析变截面梁在弹性边界条件下的振动特性,提出了一种基于Timoshenko梁理论和修正Timoshenko梁理论的振动分析模型。通过改变梁两端弹簧的刚度来模拟不同边界条件,以谱几何法表示梁的控制函数,根据哈密顿原理并利用瑞利-里兹法计算变截面梁的振动特性。结果表明,对于低阶频率,两者得到的结果非常接近,对于高阶频率,修正Timoshenko梁理论的精度更高;几何参数对振动频率的影响较大,对1阶振型的影响较小;上述方法充分应用了三角函数的正交性,在保证计算精度的同时节约了计算资源;基于MATLAB开发了脱机计算程序,其简洁的可视化操作页面为实际工程应用提供了便利和理论依据。 展开更多
关键词 变截面 自振特性 谱几何法 修正铁摩辛柯梁
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Review: Tip-based vibrational spectroscopy for nanoscale analysis of emerging energy materials 被引量:1
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作者 Amun JARZEMBSKI Cedric SHASKEY Keunhan PARK 《Frontiers in Energy》 SCIE CSCD 2018年第1期43-71,共29页
Vibrational spectroscopy is one of the key instrumentations that provide non-invasive investigation of structural and chemical composition for both organic and inorganic materials. However, diffraction of light funda-... Vibrational spectroscopy is one of the key instrumentations that provide non-invasive investigation of structural and chemical composition for both organic and inorganic materials. However, diffraction of light funda- mentally limits the spatial resolution of far-field vibrational spectroscopy to roughly half the wavelength. In this article, we thoroughly review the integration of atomic force microscopy (AFM) with vibrational spectroscopy to enable the nanoscale characterization of emerging energy materials, which has not been possible with far-field optical techniques. The discussed methods utilize the AFM tip as a nanoscopic tool to extract spatially resolved electronic or molecular vibrational resonance spectra of a sample illuminated by a visible or infrared (IR) light source. The absorption of light by electrons or individual functional groups within molecules leads to changes in the sample's thermal response, optical scattering, and atomic force interactions, all of which can be readily probed by an AFM tip. For example, photothermal induced resonance (PTIR) spectroscopy methods measure a sample's local thermal expansion or temperature rise. Therefore, they use the AFM tip as a thermal detector to directly relate absorbed IR light to the thermal response of a sample. Optical scattering methods based on scanning near-field optical microscopy (SNOM) correlate the spectrum of scattered near-field light with molecular vibrational modes. More recently, photo-induced force microscopy (PiFM) has been developed to measure the change of the optical force gradient due to the light absorption by molecular vibrational resonances using AFM's superb sensitivity in detecting tip-sample force interactions. Such recent efforts successfully breech the diffraction limit of light to provide nanoscale spatial resolution of vibrational spectroscopy,which will become a critical technique for characterizing novel energy materials. 展开更多
关键词 vibrational spectroscopy atomic force micro-scopy photo-thermal induced resonance scanning near-field optical microscopy tip-enhanced Raman spectro-scopy photo-induced force microscopy molecular reso-nances surface phonon polaritons energy materials
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雪茄烟云雪39的化学组分对根结线虫的防控作用
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作者 李亚梅 坚强 +3 位作者 张美芬 王宏伟 周文兵 徐俊驹 《云南农业大学学报(自然科学版)》 北大核心 2025年第4期10-17,共8页
【目的】探究雪茄烟云雪39的化学组分对烟草根结线虫的毒杀活性及其防控潜力,为开发植物源杀线虫剂提供理论依据。【方法】以云雪39为试验材料,采用硅胶柱层析结合梯度洗脱法制备其提取物中的化学组分;通过体外浸渍法测定化学组分对南... 【目的】探究雪茄烟云雪39的化学组分对烟草根结线虫的毒杀活性及其防控潜力,为开发植物源杀线虫剂提供理论依据。【方法】以云雪39为试验材料,采用硅胶柱层析结合梯度洗脱法制备其提取物中的化学组分;通过体外浸渍法测定化学组分对南方根结线虫二龄幼虫的致死率与卵孵化抑制率,明确其活性组分;利用盆栽试验评价活性组分对烟草根结线虫病的防控效果,结合液相色谱—质谱(liquid chromatography-mass spectrometry,LC-MS)鉴定其主要化学成分。【结果】云雪39活性组分表现出显著的杀线活性,当其质量浓度为50.000 mg/mL时,72 h后半数致死浓度(lethal concentration 50,LC50)为23.020 mg/mL;7 d后,其对南方根结线虫卵孵化抑制率为75.48%。盆栽试验表明:活性组分质量浓度为46.0mg/mL时,根结防效和相对虫口防效分别为69.00%和39.20%,与0.50%阿维菌素处理防控效果相当。LC-MS分析结果显示:云雪39活性组分中的杀线虫活性化合物主要有新烟碱、柠檬苦素、查尔酮、槲皮素、马来酸等。【结论】本研究证实云雪39活性组分可以有效防治烟草根结线虫,具备开发为绿色杀线剂的潜力。 展开更多
关键词 云雪39 南方根结线虫 非靶向液相色谱—质谱(LC-MS)
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Actinotignum schaalii所致腹股沟脓肿1例并文献复习
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作者 杨玉琪 周磊 +3 位作者 刘昊 杨佩红 刘家云 周柯 《中国感染控制杂志》 北大核心 2025年第6期855-858,共4页
目的探讨Actinotignum schaalii(A.schaalii)所致腹股沟脓肿的临床特点,提高临床对该菌所致皮肤软组织感染的认识。方法回顾1例A.schaalii引起的腹股沟脓肿患者临床资料,对该菌的生物学特性进行观察并进行药敏试验。以英文检索词“Actin... 目的探讨Actinotignum schaalii(A.schaalii)所致腹股沟脓肿的临床特点,提高临床对该菌所致皮肤软组织感染的认识。方法回顾1例A.schaalii引起的腹股沟脓肿患者临床资料,对该菌的生物学特性进行观察并进行药敏试验。以英文检索词“Actinobaculum schaalii”“Actinotignum schaalii”检索PubMed数据库,以中文检索词“沙尔放线杆形菌”“斯氏放线棒菌”检索中国知网、万方和维普数据库,总结和分析A.schaalii所致皮肤软组织感染病例的临床资料。结果经文献检索筛选,最终纳入13篇文献38例病例,其中33例A.schaalii感染患者使用抗菌药物治疗和/或切开引流后,治疗效果良好。结论A.schaalii是一种机会致病菌,其引起的皮肤软组织感染报道较少,目前该菌的鉴定依赖质谱技术或基因测序,临床应重视该菌的检出,选用合适的抗菌药物进行治疗。 展开更多
关键词 A.schaalii 腹股沟脓肿 皮肤软组织感染 机会致病菌 质谱技术
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Preconcentration of trace elements by adsorption onto a niobium wire for electrothermal atomization atomic absorption spectrometry with a tungsten tube atomizer
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作者 Satoshi KANECO Hiroaki KITANAGA +1 位作者 Hideyuki KATSUMAT Tohru SUZUKIt 《Frontiers of Chemical Science and Engineering》 SCIE EI CAS CSCD 2012年第4期432-435,共4页
In the present method of trace elements wire has been developed work, a new preconcentration by adsorption onto a niobium for electrothermal atomization atomic absorption spectrometry (ETAAS) with a tungsten tube at... In the present method of trace elements wire has been developed work, a new preconcentration by adsorption onto a niobium for electrothermal atomization atomic absorption spectrometry (ETAAS) with a tungsten tube atomizer. Detection limits (pg. mL-1) by this method combined with ETAAS were 45 for bismuth, 7.0 for cadmium, 20 for copper, 1.3 for gold, 36 for lead, 65 for manganese, 9.5 for rhodium and 19 for silver. 展开更多
关键词 PRECONCENTRATION adsorption onto niobiumwire electrothermal atomization atomic absorption spectro-metry tungsten tube atomizer trace elements
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盐酸氨基葡萄糖胶囊含量测定方法比较及其不确定度评价
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作者 张婷 周长明 +1 位作者 丁锐 王静 《首都食品与医药》 2025年第10期157-160,共4页
目的建立盐酸氨基葡萄糖胶囊含量测定的更优方法,并评定其不确定度。方法对盐酸氨基葡萄糖胶囊含量测定方法进行探索性研究,采用phenomenex NH2色谱柱,流动相:磷酸盐缓冲液-乙腈(25∶75),紫外检测器(195nm),进样量10μL,柱温35℃,流速1.... 目的建立盐酸氨基葡萄糖胶囊含量测定的更优方法,并评定其不确定度。方法对盐酸氨基葡萄糖胶囊含量测定方法进行探索性研究,采用phenomenex NH2色谱柱,流动相:磷酸盐缓冲液-乙腈(25∶75),紫外检测器(195nm),进样量10μL,柱温35℃,流速1.5mL·min^(-1)。参照2020年版《中国药典》四部9101药品质量标准分析方法验证指导原则进行专属性、准确度、精密度、定量限、线性、范围耐用性等考察;与国家标准方法进行比较;同时分析测定HPLC方法的不确定度。结果HPLC法测定盐酸氨基葡萄糖浓度在1.88-11.25mg·mL^(-1)范围内线性关系良好,相关系数r为0.998;定量限为0.188mg·mL^(-1);加标回收率为99.57%-100.65%;精密度RSD为0.88%,重复性RSD为0.72%,溶液在8h内稳定。与国家药品标准紫外分光光度法比较,检测结果存在差异,高效液相色谱法操作过程更加简便快捷。HPLC法含量最终测定结果为(101.00±0.01)%,k=2。结论建立盐酸氨基葡萄糖胶囊含量测定的高效液相色谱法,分辨率更高、重现性更好。同时对该方法进行了不确定度评定,可为该品种的质量控制提供量化评价指标。 展开更多
关键词 盐酸氨基葡萄糖胶囊 含量测定 高效液相色谱法 紫外分光光度法 不确定度
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近红外光谱结合机器学习在粮油安全检测中的应用进展
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作者 李丽 蔡旭 +3 位作者 胡英浩 张龙龙 张欣宇 宗绪岩 《粮食储藏》 2025年第2期1-9,共9页
探讨了近红外光谱(NIRS)技术结合机器学习算法在粮油安全检测领域的应用进展。随着全球人口增长和生活水平提高,确保粮油安全成为国家安全的重要组成部分。传统检测方法因耗时长、成本高及环境污染等问题难以满足现实需求。NIRS以其快... 探讨了近红外光谱(NIRS)技术结合机器学习算法在粮油安全检测领域的应用进展。随着全球人口增长和生活水平提高,确保粮油安全成为国家安全的重要组成部分。传统检测方法因耗时长、成本高及环境污染等问题难以满足现实需求。NIRS以其快速、准确、非破坏性的特点为粮油检测提供了新途径,并通过与机器学习的融合进一步增强了数据分析能力。总结了该组合技术在粮油掺假鉴别、农药残留和真菌毒素检测中的应用实例,展示了其高效性和准确性。研究指出,尽管NIRS与机器学习相结合的方法已取得显著成果,但样本普适性、模型泛化能力以及实际应用场景中的鲁棒性等挑战仍然存在。未来的研究需要扩大样本多样性,优化预处理技术和特征选择方法,加强成本效益分析,并考虑环境因素对检测效果的影响,以促进这一技术在粮油产业中的广泛应用。 展开更多
关键词 粮油安全 掺假鉴别 农药残留 真菌毒素 近红外光谱 机器学习
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