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1.
Crit Care ; 25(1): 312, 2021 08 31.
Artigo em Inglês | MEDLINE | ID: mdl-34461973

RESUMO

This article is one of ten reviews selected from the Annual Update in Intensive Care and Emergency Medicine 2021. Other selected articles can be found online at https://www.biomedcentral.com/collections/annualupdate2021 . Further information about the Annual Update in Intensive Care and Emergency Medicine is available from https://link.springer.com/bookseries/8901 .


Assuntos
Cérebro/fisiopatologia , Parada Cardíaca/complicações , Hipóxia Encefálica/etiologia , Monitorização Fisiológica/instrumentação , Monitorização Fisiológica/normas , Parada Cardíaca/epidemiologia , Humanos , Hipóxia Encefálica/epidemiologia , Unidades de Terapia Intensiva/organização & administração , Unidades de Terapia Intensiva/estatística & dados numéricos , Monitorização Fisiológica/métodos , Oxigênio/sangue , Oxigênio/fisiologia , Pressão Parcial , Espectrofotometria Infravermelho/métodos , Espectrofotometria Infravermelho/estatística & dados numéricos
2.
Food Chem ; 337: 127986, 2021 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-32920269

RESUMO

We have developed a novel approach that involves inception-resnet network (IRN) modeling based on infrared spectroscopy (IR) for rapid and specific detection of the fish allergen parvalbumin. SDS-PAGE and ELISA were used to validate the new method. Through training and learning with parvalbumin IR spectra from 16 fish species, IRN, support vector machine (SVM), and random forest (RF) models were successfully established and compared. The IRN model extracted highly representative features from the IR spectra, leading to high accuracy in recognizing parvalbumin (up to 97.3%) in a variety of seafood matrices. The proposed infrared spectroscopic IRN (IR-IRN) method was rapid (~20 min, cf. ELISA ~4 h) and required minimal expert knowledge for application. Thus, it could be extended for large-scale field screening and identification of parvalbumin or other potential allergens in complex food matrices.


Assuntos
Produtos Pesqueiros/análise , Proteínas de Peixes/análise , Redes Neurais de Computação , Parvalbuminas/análise , Espectrofotometria Infravermelho/estatística & dados numéricos , Alérgenos/química , Animais , Eletroforese em Gel de Poliacrilamida , Ensaio de Imunoadsorção Enzimática , Peixes/imunologia , Análise de Alimentos/métodos , Análise de Alimentos/estatística & dados numéricos , Hipersensibilidade Alimentar , Camundongos Endogâmicos BALB C , Parvalbuminas/imunologia , Reprodutibilidade dos Testes , Espectrofotometria Infravermelho/métodos , Máquina de Vetores de Suporte
3.
Anal Chim Acta ; 1125: 308-314, 2020 Aug 15.
Artigo em Inglês | MEDLINE | ID: mdl-32674778

RESUMO

Ripening is a crucial step to guarantee the high commercial value of cheddar cheese, one of the dairy products the European Union exports the most. Although several methods have lately been proposed to assess its ageing process from a chemical point of view, the majority of them is not particularly time-efficient and implies destructive analytical tests, thus, exhibiting limitations for, e.g., industrial applications. Here, a fast approach based on combining Raman and Mid-InfraRed (MIR) spectroscopy with ANOVA-Simultaneous Component Analysis (ASCA) is proposed in a low-level data fusion framework. This approach allowed to evaluate how storage temperature and time (as well as their interaction) influence cheddar ripening in a relatively cheap, rapid and green fashion.


Assuntos
Queijo/análise , Análise de Variância , Espectrofotometria Infravermelho/estatística & dados numéricos , Análise Espectral Raman , Temperatura , Fatores de Tempo
4.
Food Chem ; 295: 172-179, 2019 Oct 15.
Artigo em Inglês | MEDLINE | ID: mdl-31174747

RESUMO

The effects of 10 and 20 days of fermentation followed by freeze-drying on the vitamin C and fatty acids contents, chemical conversions and overall chemical composition of Jerusalem artichoke were studied. Fermentation between the 10th and 20th days increased content of all saturated fatty acids and two of the four unsaturated fatty acids. The only fatty acid content that decreased was that of C18:1 cis 9 acid, which was suggested to be converted to other fatty acids. The experimental data, which were supported by energetical feasibility, suggested the reaction pathways of the mutual conversions of fatty acids and confirmed the decreased vitamin C content during fermentation. Discriminant modelling of the spectral data successfully distinguished the fresh, 10 days and 20 days fermented samples. The correlation of the spectral and reference data allowed to construct reference models for predicting the content of vitamin C and C18:1 cis 9 fatty acid.


Assuntos
Ácido Ascórbico/metabolismo , Ácidos Graxos/metabolismo , Helianthus/química , Silagem , Ácido Ascórbico/análise , Ácidos Graxos/análise , Fermentação , Análise de Alimentos/estatística & dados numéricos , Liofilização , Helianthus/metabolismo , Modelos Estatísticos , Silagem/análise , Espectrofotometria Infravermelho/estatística & dados numéricos
5.
Spectrochim Acta A Mol Biomol Spectrosc ; 221: 117142, 2019 Oct 05.
Artigo em Inglês | MEDLINE | ID: mdl-31158774

RESUMO

To improve aqueous solubility, a poorly water-soluble active ingredient is classically combined with a conformer to form cocrystals. Hot melt extrusion is one preparation method for the formation of cocrystal solids. The aim of our study was to determine the optimal temperature conditions for the formation of ibuprofen and nicotinamide cocrystals using real-time infrared (IR) and X-ray diffraction (XRD) measurements. IR spectra and XRD patterns were subjected to multivariate curve resolution alternating least squares (MCR-ALS) analysis and decomposed into several components. Each component was descriptive of a specific step in the formation of the cocrystal. Cocrystal formation was followed by a separation phase between amorphous ibuprofen and crystalline nicotinamide. Our results suggest that, when using the hot melt exclusion method, careful consideration should be made towards optimizing processing temperatures in order to prevent amorphization and promote control over the process of cocrystal formation.


Assuntos
Cristalografia por Raios X/estatística & dados numéricos , Ibuprofeno/química , Niacinamida/química , Espectrofotometria Infravermelho/estatística & dados numéricos , Varredura Diferencial de Calorimetria/estatística & dados numéricos , Cristalização , Análise dos Mínimos Quadrados , Análise Multivariada , Processamento de Sinais Assistido por Computador , Temperatura
6.
Food Chem ; 275: 322-332, 2019 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-30724203

RESUMO

The potentialities of front-face fluorescence (FFF) and mid-infrared (MIR) spectroscopies coupled with partial least square regression (PLSR) were compared to predict the lipid oxidation of pound cakes. The level of lipid oxidation in pound cakes determined using classical methods showed some changes. Similarly, the fluorescence emission (305-490 nm) and excitation (252-390 nm) spectra and MIR spectra scanned in the 4000-700 cm-1 region showed some changes in pound cakes as a function of both storage time and the type of oil used in the formulation. The application of PLSR to the MIR spectra, provided excellent predictive results for free fatty acid (R2 = 0.97) and peroxide values (R2 = 0.87). Similar results were obtained from both tryptophan and MIR spectra for the prediction of TOTOX (R2 > 0.86) demonstrating the efficiency of the MIR and FFF spectroscopies to qualify and quantify the level of lipid oxidation in pound cakes.


Assuntos
Pão , Armazenamento de Alimentos/métodos , Lipídeos/química , Espectrometria de Fluorescência/métodos , Espectrofotometria Infravermelho/métodos , Análise dos Mínimos Quadrados , Oxirredução , Óleo de Palmeira , Óleo de Brassica napus , Espectrometria de Fluorescência/estatística & dados numéricos , Espectrofotometria Infravermelho/estatística & dados numéricos , Triptofano/química , Vitamina A/química
7.
São José dos Campos; s.n; 2017. 76 p. il., tab., graf..
Tese em Português | LILACS, BBO - Odontologia | ID: biblio-906707

RESUMO

O objetivo desse estudo in vitro foi avaliar a resistência adesiva, rugosidade superficial, ângulo de contato e o espectro infravermelho da zircônia, após diferentes tratamentos de superfície. Para isso, blocos (n=9) de zircônia Y-TZP (e.max ZirCad - Ivoclar, Schann, Liechtenstein) foram seccionados em 39 fatias (12 x 11x 3 mm) divididas em grupos de acordo com cada teste. Para resistência adesiva, 20 fatias foram divididos em: 2 grupos controle; JAT, jateamento com óxido de alumínio e sílica + primer (Monobond Plus - Ivoclar, Schann, Liechtenstein); HFP, condicionamento com ácido fluorídrico 10% + primer, e 3 experimentais: PL, plasma (Plasma Não Térmico de Superfície - modelo SAP); PLP, plasma + primer; HFPLP, ácido fluorídrico + plasma + primer. Cada fatia de zircônia foi cimentada (Multilink N - Ivoclair, Schann, Liechtenstein) a um bloco pré-polimerizado de resina composta. Após a cimentação os espécimes foram seccionados, e 48 palitos com área adesiva de 1 mm2 foram obtidos em cada grupo para o ensaio de microtração (µTBS). Quatro outras fatias foram submetidas à análise de rugosidade superficial e 12 fatias submetidas à análise do ângulo de contato, após os seguintes tratamentos de superfície: sem tratamento (AV), aplicação de ácido fluorídrico a 10% (AHF), aplicação de plasma (AP) e jateamento (AJ), sendo que para o ângulo de contato foram feitas medições imediatamente após o tratamento, após 12 e 24 horas. Os resultados foram submetidos à análise estatística Anova e teste de Tukey a 5% (p< 0,05). Os espectros das ligações químicas da superfície da zircônia foram determinados em 3 outras amostras após as seguintes condições: sem tratamento (AV), jateamento (JAT) e aplicação de ácido fluorídrico 10% seguido da aplicação do plasma (AHFP). Em termos de adesão, não houve diferença estatística significante entre os grupos JAT e HFPLP, porém esses 2 foram estatisticamente superiores ao grupos HFP, PL e PLP. O jateamento demonstrou aumentar significantemente a rugosidade superficial em relação aos demais grupos. O plasma demonstrou diminuir o ângulo de contato da superfície da zircônia imediatamente e ao longo de 48 horas(AU)


The purpose of this in vito study was to evaluate zirconia bond strength, surface roughness, contact angle and to mesure infrared spectrum after different surface treatments. Y-TZP zirconium (e.max ZirCAD - Ivoclair, Schann, Liechtenstein) blocks (n=9) were sliced into 36 discs (12 x 11 x 3 mm) and divided (n=4) into surface treatment groups as following: two control groups: JAT, airborneparticle abrasion and HFP, 10% hydrofluoric acid etching + primer (Monobond Plus - Ivoclair, Schann, Liechtenstein)application ,and three experimental groups: PL, non-thermal plasma (Surface Non-Thermal Plasma SAP model) application; PLP non-thermal plasma + primer application, and HFPLP, 10% hydrofluoric acid etching + non-thermal plasma + primer application. Each zirconia disk was cemented (Multilink N - Ivoclair, Schann, Liechtenstein) to a pre-polymerized resin block (Filtek Z350 - 3M, St Paul, MN, USA). After cementation the specimens were sectioned and 48 sticks with adhesive area of 1 mm2 obtained from each group for micro-tensile testing (µTBS). Four discs were submitted to surface roughness analysis and 12 discs to contact angle analysis, after the following surface treatments: no treatment (AV), 10% hydrofluoric acid etching (AHF), non-thermal plasma application (AP); and airborne- particle abrasion (AJ). The results were submitted to ANOVA and Tukey's test (p < 0.05). Zirconia surface chemical bonds spectrum was determined in infrared spectroscopy for three specimens after the conditions: no treatment; airborne- particle abrasion and hydrofluoric acid etching + non-thermal plasma application. The results showed no statistically significant differences between the groups JAT and HFPLP, but these two groups were statistically superior to HFP, PL and PLP. Airborne- particle abrasion resulted in a significant increase of surface roughness compared to the other groups. Non-thermal plasma was shown to decrease the contact angle of the surface, within 48 hours(AU)


Assuntos
Humanos , Adesividade , Espectrofotometria Infravermelho/estatística & dados numéricos , Resistência à Tração
8.
Analyst ; 140(13): 4336-49, 2015 Jul 07.
Artigo em Inglês | MEDLINE | ID: mdl-26007625

RESUMO

Two-dimensional infrared (2D IR) spectroscopy has recently emerged as a powerful tool with applications in many areas of scientific research. The inherent high time resolution coupled with bond-specific spatial resolution of IR spectroscopy enable direct characterization of rapidly interconverting species and fast processes, even in complex systems found in chemistry and biology. In this minireview, we briefly outline the fundamental principles and experimental procedures of 2D IR spectroscopy. Using illustrative example studies, we explain the important features of 2D IR spectra and their capability to elucidate molecular structure and dynamics. Primarily, this minireview aims to convey the scope and potential of 2D IR spectroscopy by highlighting select examples of recent applications including the use of innate or introduced vibrational probes for the study of nucleic acids, peptides/proteins, and materials.


Assuntos
Espectrofotometria Infravermelho/métodos , Animais , Humanos , Ácidos Nucleicos/análise , Ácidos Nucleicos/química , Conformação Proteica , Estrutura Secundária de Proteína , Estrutura Terciária de Proteína , Proteínas/análise , Proteínas/química , Espectrofotometria Infravermelho/estatística & dados numéricos
9.
Appl Spectrosc ; 68(5): 531-5, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25014595

RESUMO

Time-resolved infrared spectroscopy is a valuable tool for the investigation of proteins and protein interactions. The investigation of many biological processes is possible by means of caged compounds, which set free biologically active substances upon light activation. Some caged compounds could provide sub-nanosecond time resolution, e.g., para-hydroxyphenacyl-guanosine 5'-triphosphate (GTP) forms GTP in picoseconds. However, the time resolution in single shot experiments with rapid-scan Fourier transform infrared (FT-IR) spectrometers is limited to about 10 ms. Here we use an infrared diode laser instead of the conventional globar and achieve a time resolution of 100 ns. This allows for the time-resolved measurement of the fast Ras(off) to Ras(on) conformational change at room temperature. We quantified the activation parameters for this reaction and found that the free energy of activation for this reaction is mainly enthalpic. Investigation of the same reaction in the presence of the Ras binding domain of the effector Raf (RafRBD) reveals a four orders of magnitude faster reaction, indicating that Ras·RafRBD complex formation directly induces the conformational change. Recent developments of broadly tunable quantum cascade lasers will further improve time resolution and usability of the setup. The reported 100 ns time resolution is the best achieved for a non-repetitive experiment so far.


Assuntos
Guanosina Trifosfato/análogos & derivados , Proteínas Proto-Oncogênicas p21(ras)/química , Espectrofotometria Infravermelho/instrumentação , Quinases raf/química , Sítios de Ligação , Guanosina Trifosfato/química , Guanosina Trifosfato/efeitos da radiação , Lasers Semicondutores , Modelos Moleculares , Fotólise , Ligação Proteica , Conformação Proteica , Mapeamento de Interação de Proteínas , Estrutura Terciária de Proteína , Proteínas Proto-Oncogênicas p21(ras)/metabolismo , Proteínas Recombinantes/química , Proteínas Recombinantes/metabolismo , Espectrofotometria Infravermelho/estatística & dados numéricos , Temperatura , Termodinâmica , Tempo , Quinases raf/metabolismo
10.
PLoS One ; 8(3): e58332, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23526977

RESUMO

In this work, the infrared (IR) spectra of living neural cells in suspension, native brain tissue, and native brain tumor tissue were investigated. Methods were developed to overcome the strong IR signal of liquid water so that the signal from the cellular biochemicals could be seen. Measurements could be performed during surgeries, within minutes after resection. Comparison between normal tissue, different cell lineages in suspension, and tumors allowed preliminary assignments of IR bands to be made. The most dramatic difference between tissues and cells was found to be in weaker IR absorbances usually assigned to the triple helix of collagens. Triple helix domains are common in larger structural proteins, and are typically found in the extracellular matrix (ECM) of tissues. An algorithm to correct offsets and calculate the band heights and positions of these bands was developed, so the variance between identical measurements could be assessed. The initial results indicate the triple helix signal is surprisingly consistent between different individuals, and is altered in tumor tissues. Taken together, these preliminary investigations indicate this triple helix signal may be a reliable biomarker for a tumor-like microenvironment. Thus, this signal has potential to aid in the intra-operational delineation of brain tumor borders.


Assuntos
Biomarcadores Tumorais/química , Biomarcadores Tumorais/metabolismo , Neoplasias Encefálicas/metabolismo , Proteínas de Neoplasias/química , Proteínas de Neoplasias/metabolismo , Proteínas do Tecido Nervoso/química , Proteínas do Tecido Nervoso/metabolismo , Espectrofotometria Infravermelho/métodos , Algoritmos , Animais , Encéfalo/metabolismo , Linhagem Celular , Linhagem Celular Tumoral , Colágeno/química , Colágeno/metabolismo , Matriz Extracelular/metabolismo , Glioblastoma/metabolismo , Humanos , Neoplasias Meníngeas/metabolismo , Meningioma/metabolismo , Camundongos , Camundongos Nus , Modelos Moleculares , Estrutura Secundária de Proteína , Ratos , Espectrofotometria Infravermelho/estatística & dados numéricos , Microambiente Tumoral
11.
J Biomed Opt ; 17(11): 116013, 2012 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-23117808

RESUMO

Innovative diagnostic methods are the need of the hour that could complement conventional histopathology for cancer diagnosis. In this perspective, we propose a new concept based on spectral histopathology, using IR spectral micro-imaging, directly applied to paraffinized colon tissue array stabilized in an agarose matrix without any chemical pre-treatment. In order to correct spectral interferences from paraffin and agarose, a mathematical procedure is implemented. The corrected spectral images are then processed by a multivariate clustering method to automatically recover, on the basis of their intrinsic molecular composition, the main histological classes of the normal and the tumoral colon tissue. The spectral signatures from different histological classes of the colonic tissues are analyzed using statistical methods (Kruskal-Wallis test and principal component analysis) to identify the most discriminant IR features. These features allow characterizing some of the biomolecular alterations associated with malignancy. Thus, via a single analysis, in a label-free and nondestructive manner, main changes associated with nucleotide, carbohydrates, and collagen features can be identified simultaneously between the compared normal and the cancerous tissues. The present study demonstrates the potential of IR spectral imaging as a complementary modern tool, to conventional histopathology, for an objective cancer diagnosis directly from paraffin-embedded tissue arrays.


Assuntos
Neoplasias do Colo/diagnóstico , Espectrofotometria Infravermelho/métodos , Adenocarcinoma/química , Adenocarcinoma/diagnóstico , Algoritmos , Carboidratos/química , Colágeno/química , Neoplasias do Colo/química , Diagnóstico por Imagem/métodos , Diagnóstico por Imagem/estatística & dados numéricos , Humanos , Nucleotídeos/química , Fenômenos Ópticos , Inclusão em Parafina , Análise de Componente Principal , Sefarose , Espectrofotometria Infravermelho/estatística & dados numéricos , Espectroscopia de Infravermelho com Transformada de Fourier/métodos , Espectroscopia de Infravermelho com Transformada de Fourier/estatística & dados numéricos , Análise Serial de Tecidos
12.
Opt Express ; 19(14): 12969-77, 2011 Jul 04.
Artigo em Inglês | MEDLINE | ID: mdl-21747448

RESUMO

A path-folded infrared image spectrometer with five sub-gratings and five linear-array detectors was applied to a broadband optical monitoring (BOM) system for thin film deposition. Through in situ BOM, we can simultaneously acquire the thickness and refractive index of each layer in real time by fitting the measured spectra, and modify the deposition parameters during deposition process according to the fitting results. An effective data processing method was proposed and applied in the BOM process, and it shortened the data processing time and improved the monitoring efficiency greatly. For demonstration, a narrow band-pass filter (NBF) at 1540 nm with ~10 nm full width at half-maximum (FWHM) had been manufactured using the developed BOM system, and the results showed that this BOM method was satisfying for monitoring deposition of thin film devices.


Assuntos
Manufaturas/efeitos da radiação , Membranas Artificiais , Refratometria/instrumentação , Espectrofotometria Infravermelho/estatística & dados numéricos , Raios Infravermelhos
14.
Biochem Soc Trans ; 38(4): 940-6, 2010 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-20658981

RESUMO

For most biophysical techniques, characterization of protein-protein interactions is challenging; this is especially true with methods that rely on a physical phenomenon that is common to both of the interacting proteins. Thus, for example, in IR spectroscopy, the carbonyl vibration (1600-1700 cm(-1)) associated with the amide bonds from both of the interacting proteins will overlap extensively, making the interpretation of spectral changes very complicated. Isotope-edited infrared spectroscopy, where one of the interacting proteins is uniformly labelled with (13)C or (13)C,(15)N has been introduced as a solution to this problem, enabling the study of protein-protein interactions using IR spectroscopy. The large shift of the amide I band (approx. 45 cm(-1) towards lower frequency) upon (13)C labelling of one of the proteins reveals the amide I band of the unlabelled protein, enabling it to be used as a probe for monitoring conformational changes. With site-specific isotopic labelling, structural resolution at the level of individual amino acid residues can be achieved. Furthermore, the ability to record IR spectra of proteins in diverse environments means that isotope-edited IR spectroscopy can be used to structurally characterize difficult systems such as protein-protein complexes bound to membranes or large insoluble peptide/protein aggregates. In the present article, examples of application of isotope-edited IR spectroscopy for studying protein-protein interactions are provided.


Assuntos
Mapeamento de Interação de Proteínas/métodos , Proteínas/metabolismo , Animais , Proteínas de Bactérias/química , Proteínas de Bactérias/metabolismo , Humanos , Marcação por Isótopo/métodos , Mapeamento de Interação de Proteínas/instrumentação , Proteínas/química , Espectrofotometria Infravermelho/estatística & dados numéricos , Espectroscopia de Infravermelho com Transformada de Fourier/métodos
15.
Phys Med Biol ; 55(12): 3381-99, 2010 Jun 21.
Artigo em Inglês | MEDLINE | ID: mdl-20505221

RESUMO

The use of the spectral derivative method in visible and near-infrared optical spectroscopy is presented, whereby instead of using discrete measurements around several wavelengths, the difference between nearest neighbouring spectral measurements is utilized. The proposed technique is shown to be insensitive to the unknown tissue and fibre contact coupling coefficients providing substantially increased accuracy as compared to more conventional techniques. The self-calibrating nature of the spectral derivative techniques increases its robustness for both clinical and industrial applications, as is demonstrated based on simulated results as well as experimental data.


Assuntos
Espectrofotometria Infravermelho/estatística & dados numéricos , Calibragem , Humanos , Luz
16.
Appl Opt ; 49(3): 382-93, 2010 Jan 20.
Artigo em Inglês | MEDLINE | ID: mdl-20090802

RESUMO

An active spectrophotopolarimeter sensor and support system were developed for a military/civilian defense feasibility study concerning the identification and standoff detection of biological aerosols. Plumes of warfare agent surrogates gamma-irradiated Bacillus subtilis and chicken egg white albumen (analytes), Arizona road dust (terrestrial interferent), water mist (atmospheric interferent), and talcum powders (experiment controls) were dispersed inside windowless chambers and interrogated by multiple CO(2) laser beams spanning 9.1-12.0 microm wavelengths (lambda). Molecular vibration and vibration-rotation activities by the subject analyte are fundamentally strong within this "fingerprint" middle infrared spectral region. Distinct polarization-modulations of incident irradiance and backscatter radiance of tuned beams generate the Mueller matrix (M) of subject aerosol. Strings of all 15 normalized elements {M(ij)(lambda)/M(11)(lambda)}, which completely describe physical and geometric attributes of the aerosol particles, are input fields for training hybrid Kohonen self-organizing map feed-forward artificial neural networks (ANNs). The properly trained and validated ANN model performs pattern recognition and type-classification tasks via internal mappings. A typical ANN that mathematically clusters analyte, interferent, and control aerosols with nil overlap of species is illustrated, including sensitivity analysis of performance.


Assuntos
Aerossóis/análise , Bioterrorismo , Espectrofotometria Infravermelho/métodos , Microbiologia do Ar , Poluentes Atmosféricos/análise , Animais , Bacillus subtilis/isolamento & purificação , Armas Biológicas , Desenho de Equipamento , Humanos , Redes Neurais de Computação , Fenômenos Ópticos , Ovalbumina/análise , Espectrofotometria Infravermelho/instrumentação , Espectrofotometria Infravermelho/estatística & dados numéricos
17.
Guang Pu Xue Yu Guang Pu Fen Xi ; 29(7): 1840-3, 2009 Jul.
Artigo em Chinês | MEDLINE | ID: mdl-19798953

RESUMO

Spectra of barley containing vast information were obtained with the dispersion spectrograph. The contents of protein in barley were determined by dispersive near infrared (NIR) spectroscopy. Pretreatment method of orthogonal signal correction (OSC) was used to reject uncorrelated variables in the original spectra before building the partial least squares NIR method (OSC-PLS). The results were compared with the regular PLS model. With the OSC-PLS method, the determination coefficient R2 was 0.901. The correlation coefficient of validation set was 0.971 7. The standard deviation (SD) and relative standard deviation (RSD)were 0.545 0 and 4.2% respectively. Applying OSC-PLS resulted in removal of non-correlated variation in spectra and reduced model's complexity with preserved ability and improved interpretative ability of variation in spectra. It means that the OSC-PLS is a fungible model to predict the contents of protein in barley veraciously to meet the demand of fast analysis of agricultural products.


Assuntos
Algoritmos , Hordeum/química , Proteínas de Plantas/análise , Espectrofotometria Infravermelho/estatística & dados numéricos , Calibragem , Análise dos Mínimos Quadrados , Reprodutibilidade dos Testes
18.
Guang Pu Xue Yu Guang Pu Fen Xi ; 29(5): 1382-5, 2009 May.
Artigo em Chinês | MEDLINE | ID: mdl-19650495

RESUMO

Based on multispectral digital image texture feature, a new rapid and nondestructive method for discriminating tea categories was put forward. The new method combines the advantages of DCT (discrete cosine transform) and least squares-support vector machine (LS-SVM). In the present study, the images for each sample were captured using a red (R) waveband, near infrared (NIR) waveband and green (G) waveband multispectral digital imager. The three wavebands of image can be combined into one image, which contains more information than images captured by ordinary digital cameras, and the NIR image can catch more information than visible spectrum. Three images for one sample can be obtained simultaneously. Eighty filters were designed based on DCT. One hundred twenty images (twenty for each category) were used for calibration set and one hundred twenty mages (twenty for each category) were used as the prediction. Finally, tea category was classified by LS-SVM. The classification rate using Sd of NIR image was only 73.33%, while it reached 100% using 8 filtered images. The overall results show that the technique combining DCT and SVM can be efficiently utilized for texture recognition of multispectral image, and it also is an effective and simple discrimination way for the tea categories. The whole process is simple and easy to operate, and can be transferred to the industrial world for on-line application.


Assuntos
Inteligência Artificial , Bebidas/análise , Bebidas/classificação , Espectrofotometria Infravermelho/estatística & dados numéricos , Cor , Análise dos Mínimos Quadrados , Controle de Qualidade
19.
Guang Pu Xue Yu Guang Pu Fen Xi ; 29(2): 322-6, 2009 Feb.
Artigo em Chinês | MEDLINE | ID: mdl-19445195

RESUMO

For modeling the nonlinear relationship existing between samples' near infrared (NIR) spectra and their chemical or physical properties, a novel modeling method was put forward in the present paper, which builds model by combining Isomap and partial least squares (PLS). Isomap is a newly proposed nonlinear dimension reduction algorithm, and belongs to the algorithm family of manifold learning, which is a new branch of machine learning. Isomap is based on multidimensional scaling (MDS) algorithm; however, it replaces the Euclidean distance in MDS with an approximated geodesic distance, so it can effectively find out the intrinsic low dimensional structure from high dimensional data. By combining Isomap and PLS, refered to as Isomap-PLS, a novel nonlinear modeling method for NIR spectra analysis was proposed. In this method, Isomap was used to extract nonlinear information from high dimensional NIR spectra while keeping the invariance of geometric property, and then PLS was adopted to remove linear information redundancy and build a calibration model. The parameters of the Isomap, i.e. the number of the nearest neighbor k and output dimension d, can affect the performance of the method. In this paper, a grid search approach was used for parameter optimization. The Isomap-PLS modeling method was applied to two public benchmark NIR datasets, and the modeling results were compared with that of PLS. The results demonstrated that in both datasets, each model built with Isomap-PLS had a smaller rooted mean square error of cross-validation (RMSECV) than the corresponding model built with PLS. Moreover, for some properties, the RMSECV of Isomap-PLS was significantly reduced by a factor of 2-5 compared with that of PLS. It can be concluded that by taking the virtue that Isomap can reflect the intrinsic nonlinear structure of NIR spectra, Isomap-PLS can effectively model the nonlinear correlations between spectra and physicochemical properties of the samples, and so it gains more power in calibration and prediction than PLS.


Assuntos
Dinâmica não Linear , Espectrofotometria Infravermelho/estatística & dados numéricos , Algoritmos , Inteligência Artificial , Análise dos Mínimos Quadrados , Temperatura
20.
Guang Pu Xue Yu Guang Pu Fen Xi ; 29(2): 327-30, 2009 Feb.
Artigo em Chinês | MEDLINE | ID: mdl-19445196

RESUMO

The present paper constructs a new approach named local straight-line screening (LSLS) to detect Chinese proprietary medicines (CPM) containing undeclared prescription drugs (UPD). Different from traditional methods used in analysis of multi-component spectrum, LSLS is proposed according to the characteristics of original infrared spectra of the UPD and suspected CPM, without any pattern recognition or concentration model establishment. Spectrum-subtraction leads to the variance in local straight line, which serves as a key in discrimination of whether suspected CPD is adulterated or not. Sibutramine hydrochloride, fenfluramine hydrochloride, sildenafil citrate and lovastatin were used as reference substances of UPD to analyze 16 suspected CPM samples. The results show that LSLS can obtain an accurate quantitative and qualitative analysis of suspected CPM. It is possible for the method to be potentially used in the preliminary screening of CPM containing possible UPD.


Assuntos
Medicamentos de Ervas Chinesas/análise , Fraude/prevenção & controle , Medicamentos sob Prescrição/análise , Espectrofotometria Infravermelho/estatística & dados numéricos , Medicamentos de Ervas Chinesas/química , Modelos Lineares , Medicamentos sob Prescrição/química , Padrões de Referência , Espectrofotometria Infravermelho/normas
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