Using neural networks and support vector regression to relate marchetti dilatometer test parameters and maximum shear modulus

In the last two decades, small strain shear modulus became one of the most important geotechnical parameters to characterize soil stiffness. Finite element analysis have shown that in-situ stiffness of soils and rocks is much higher than what was previously thought and that stress-strain behaviour of these materials is non-linear in most cases with small strain levels, especially in the ground around retaining walls, foundations and tunnels, typically in the order of 10−2 to 10−4 of strain. Although the best approach to estimate shear modulus seems to be based in measuring seismic wave velocities, deriving the parameter through correlations with in-situ tests is usually considered very useful for design practice.The use of Neural Networks for modeling systems has been widespread, in particular within areas where the great amount of available data and the complexity of the systems keeps the problem very unfriendly to treat following traditional data analysis methodologies. In this work, the use of Neural Networks and Support Vector Regression is proposed to estimate small strain shear modulus for sedimentary soils from the basic or intermediate parameters derived from Marchetti Dilatometer Test. The results are discussed and compared with some of the most common available methodologies for this evaluation.

Using neural networks and support vector regression to relate marchetti dilatometer test parameters and maximum shear modulus

In the last two decades, small strain shear modulus became one of the most important geotechnical parameters to characterize soil stiffness. Finite element analysis have shown that in-situ stiffness of soils and rocks is much higher than what was previously thought and that stress-strain behaviour of these materials is non-linear in most cases with small strain levels, especially in the ground around retaining walls, foundations and tunnels, typically in the order of 10−2 to 10−4 of strain. Although the best approach to estimate shear modulus seems to be based in measuring seismic wave velocities, deriving the parameter through correlations with in-situ tests is usually considered very useful for design practice.The use of Neural Networks for modeling systems has been widespread, in particular within areas where the great amount of available data and the complexity of the systems keeps the problem very unfriendly to treat following traditional data analysis methodologies. In this work, the use of Neural Networks and Support Vector Regression is proposed to estimate small strain shear modulus for sedimentary soils from the basic or intermediate parameters derived from Marchetti Dilatometer Test. The results are discussed and compared with some of the most common available methodologies for this evaluation.

Lesões músculo-esqueléticas ligadas ao trabalho (LMELT) em operários das fábricas de queijo da ilha de São Jorge

As Lesões Músculo-Esqueléticas Ligadas ao Trabalho (LMELT) resultam da acção de factores de risco profissionais como a repetição de tarefas, a sobrecarga e/ou a postura adoptada durante o trabalho e de factores de risco individuais e organizacionais/psicossociais. O presente artigo tem por objectivo conhecer a existência de LMELT (Lesões Músculo-Esqueléticas Ligadas ao Trabalho), através da avaliação de sintomas, movimentos e posições auto-referidos pelos operários das Fábricas de Queijo da Ilha de São Jorge, através da aplicação de questionários (Questionário Nórdico Músculo-esquelético (QNM) e Rapid Umber Limb Assessment (RULA)).A amostra foi constituída por 61 operários das três Fábricas, com idades compreendidas entre os 18 e os 65 anos. A partir dos resultados obtidos pode-se afirmar que estes operários apresentam LMELT, manifestando-se por dores nas diferentes zonas corporais, devido à realização de tarefas repetitivas, levantamento e transporte de cargas, a exposição a temperaturas extremas. Esta conclusão é ainda reforçada pelo facto de os locais de trabalho não estarem adaptados ergonomicamente às características dos operários, pelo que se afigura necessário nas três Fábricas investigar e alterar urgentemente as condições do posto de trabalho.

A Implementação de um sistema de gestão da qualidadena Junta de Freguesia de Gandra

Trabalho de Projeto apresentado ao Instituto Superior de Contabilidade e Administração do Porto para obtenção do grau de Mestre em Auditoria Orientado por: Doutora Alcina Augusta de Sena Portugal Dias

Influence of an unstable shoe on compensatory postural adjustments: an experimental evaluation

This study attempted to evaluate the influence of using an unstable shoe in muscle re-cruitment strategies and center of pressure (CoP) displacement after the application of an external perturba-tion. Fourteen healthy female subjects participated in this study. The electromyographic activity of medial ga-strocnemius, tibialis anterior, rectus femoris, biceps femoris, rectus abdominis and erector spinae muscles and the kinetic values to calculate the CoP were collected and analyzed after the application of an external pertur-bation with the subject in standing position, with no shoes and using unstable footwear. The results showed increased in medial gastrocnemius activity during the first compensatory postural adjustments and late com-pensatory postural adjustments when using an unstable shoe. There were no differences in standard deviation and maximum peak of anteroposterior displacement of CoP between measurements. From the experimental findings, one can conclude that the use of an unstable shoe leads to an increase in gastrocnemius activity with no increase in CoP displacement following an unexpected external perturbation.

Comparative analysis of the ground reaction forces, during the support phase, in a group of pregnant women on their 3rd trimester of pregnancy and in a group of not pregnant women

PURPOSE: To analyze and compare the Ground Reaction Forces (GRF), during the stance phase of walking in pregnant women in the 3rd trimester of pregnancy, and non pregnant women. METHODS: 20 women, 10 pregnant and 10 non pregnant, voluntarily took part in this study. GRF were measured (1000 Hz) using a force platform (BERTEC 4060-15), an amplifier (BERTEC AM 6300) and an analogical-digital converter of 16 Bits (Biopac). RESULTS: The study showed that there were significant differences among the two groups concerning absolute values of time of the stance phase. In what concerns to the normalized values the most significant differences were verified in the maximums values of vertical force (Fz3, Fz1) and in the impulse of the antero-posterior force (Fy2), taxes of growth of the vertical force, and in the period of time for the antero-posterior force (Fy) be null. CONCLUSIONS: It is easier for the pregnant to continue forward movement (push-off phase). O smaller growth rates in what concerns to the maximum of the vertical force (Fz1) for the pregnant, can be associated with a slower speed of gait, as an adaptation strategy to maintain the balance, to compensate the alterations in the position of her center of gravity due to the load increase. The data related to the antero-posterior component of the force (Fy), shows that there is a significant difference between the pregnant woman’s left foot and right foot, which accuses a different functional behavior in each one of the feet, during the propulsion phase (TS).

The immediate effects of atlanto-occipital joint manipulation and suboccipital muscle inhibition technique on active mouth opening and pressure pain sensitivity over latent myofascial trigger points in the masticatory muscles

DESIGN: A randomized controlled trial.OB JECTIVE: To investigate the immediate effects on pressure pain thresholds over latent trigger points (TrPs) in the masseter and temporalis muscles and active mouth opening following atlanto-occipital joint thrust manipulation or a soft tissue manual intervention targeted to the suboccipital muscles. BACKGROUND : Previous studies have described hypoalgesic effects of neck manipulative interventions over TrPs in the cervical musculature. There is a lack of studies analyzing these mechanisms over TrPs of muscles innervated by the trigeminal nerve. METHODS: One hundred twenty-two volunteers, 31 men and 91 women, between the ages of 18 and 30 years, with latent TrPs in the masseter muscle, were randomly divided into 3 groups: a manipulative group who received an atlanto-occipital joint thrust, a soft tissue group who received an inhibition technique over the suboccipital muscles, and a control group who did not receive an intervention. Pressure pain thresholds over latent TrPs in the masseter and temporalis muscles, and active mouth opening were assessed pretreatment and 2 minutes posttreatment by a blinded assessor. Mixed-model analyses of variance (ANOVA) were used to examine the effects of interventions on each outcome, with group as the between-subjects variable and time as the within-subjects variable. The primary analysis was the group-by-time interaction. RESULTS: The 2-by-3 mixed-model ANOVA revealed a significant group-by-time interaction for changes in pressure pain thresholds over masseter (P<.01) and temporalis (P =.003) muscle latent TrPs and also for active mouth opening (P<.001) in favor of the manipulative and soft tissue groups. Between-group effect sizes were small. CONCLUSIONS: The application of an atlanto-occipital thrust manipulation or soft tissue technique targeted to the suboccipital muscles led to an immediate increase in pressure pain thresholds over latent TrPs in the masseter and temporalis muscles and an increase in maximum active mouth opening. Nevertheless, the effects of both interventions were small and future studies are required to elucidate the clinical relevance of these changes. LEVEL OF EVIDENCE : Therapy, level 1b. J Orthop Sports Phys Ther 2010;40(5):310-317. doi:10.2519/jospt.2010.3257. KEYWORDSDS: cervical manipulation, muscle trigger points, neck, TMJ, upper cervical.

Maximum penetration of microgeneration photovoltaic panels in distribution network

In smart grids context, the distributed generation units based in renewable resources, play an important rule. The photovoltaic solar units are a technology in evolution and their prices decrease significantly in recent years due to the high penetration of this technology in the low voltage and medium voltage networks supported by governmental policies and incentives. This paper proposes a methodology to determine the maximum penetration of photovoltaic units in a distribution network. The paper presents a case study, with four different scenarios, that considers a 32-bus medium voltage distribution network and the inclusion storage units.

Optimal methodology for distribution systems reconfiguration based on OPF and solved by decomposition technique

This paper presents a new and efficient methodology for distribution network reconfiguration integrated with optimal power flow (OPF) based on a Benders decomposition approach. The objective minimizes power losses, balancing load among feeders and subject to constraints: capacity limit of branches, minimum and maximum power limits of substations or distributed generators, minimum deviation of bus voltages and radial optimal operation of networks. The Generalized Benders decomposition algorithm is applied to solve the problem. The formulation can be embedded under two stages; the first one is the Master problem and is formulated as a mixed integer non-linear programming problem. This stage determines the radial topology of the distribution network. The second stage is the Slave problem and is formulated as a non-linear programming problem. This stage is used to determine the feasibility of the Master problem solution by means of an OPF and provides information to formulate the linear Benders cuts that connect both problems. The model is programmed in GAMS. The effectiveness of the proposal is demonstrated through two examples extracted from the literature.

Prova de esforço e factores de risco cardiovascular: um estudo piloto

As doenças cardiovasculares (DCV’s) são a maior causa de mortalidade e morbilidade em Portugal. O seu elevado impacto passa pelo desconhecimento, sub-diagnóstico, elevada prevalência e descontrolo dos seus principais factores de risco (clássicos e novos marcadores bioquímicos). Para o diagnóstico de uma das vertentes da doença cardiovascular, a doença cardíaca isquémica, a prova de esforço (PE) é o exame não invasivo, de baixo custo, com reduzida taxa de complicações e de fácil execução, mais usado na clínica. O objectivo deste estudo é averiguar se existe relação entre a prova de esforço, os factores de risco cardiovascular (FR’s) e alguns dos seus marcadores bioquímicos. Com vista a alcançar objectivo realizou-se um estudo prospectivo, longitudinal e descritivo, na Esferasaúde (Maia), entre Janeiro e Maio de 2011. Foram recolhidos dados, por inquérito, referentes a: biografia, antropometria, FR’s, medicação, PE e análises clínicas. Tendo sido incluídos todos os indivíduos (idade ≥ 18 anos) que tenham realizado prova de esforço e análises na unidade citada e com diferença temporal máxima de 2 meses, pelo método de amostragem dirigida e intencional. A dimensão amostral situou-se nos 30 elementos, sendo que 19 eram do género masculino. A média de idade foi 49,43±15,39 anos. Estimou-se a prevalência de FR’s e de indivíduos com valores dos marcadores bioquímicos anormais. Dois dos indivíduos apresentavam história de DCV’s e três deles PE positiva. Foram efectuadas diversas tentativas de associação entre as variáveis integradas no estudo - DCV e FR’s; PE e FR’s; PE e marcadores bioquímicos; capacidade de esforço e FR’s, género e resultado PE. Nenhuma relação se revelou significativa, com excepção para dois casos: relação entre as DCV’s e o aparecimento de alterações na PE (p = 0,002) e associação entre PE e colesterol HDL (p=0,040). Para α de 5%. Conclui-se que não existe relação aparente entre a prova de esforço, a existência de doença cardiovascular, os seus factores de risco e marcadores bioquímicos.

Efeito de um programa de exercícios segundo Pilates em indivíduos com asma controlada – controlo motor vs. função ventilatória

Introdução: Embora existam estratégias para coordenar as funções postural e ventilatória numa situação normal, isto pode não ser verdade quando a necessidade para uma das funções está aumentada, como por exemplo em patologia respiratória (asma) ou no exercício físico, em que subsistem maiores necessidades ventilatórias. O método Pilates, que foca a relação entre o corpo e a disciplina mental, visa prosperar a saúde e o bem-estar pelo enfatizar da boa postura, do alinhamento corporal e da coordenação da ventilação com o movimento. Objectivo: Comparar características de controlo motor e parâmetros ventilatórios em asmáticos controlados e indivíduos sem patologia, e verificar o efeito de um programa de exercícios segundo Pilates nesses outcomes em indivíduos com asma controlada. Métodos: Estudo quasi-experimental, com uma amostra constituída por 21 estudantes voluntários, 7 pertencentes ao “grupo sem patologia”, 7 ao “grupo controlo asmático” e 7 ao “grupo experimental asmático”. Para avaliação do timing de ativação e do padrão de recrutamento muscular no movimento rápido do membro superior foi utilizada eletromiografia de superfície do Diafragma, Eretor da Coluna, Multífidos, Oblíquo Externo, Reto Anterior e Transverso Abdominal/Oblíquo Interno. Foram também avaliados parâmetros de função ventilatória: a percentagem de volume expiratório forçado no primeiro segundo do previsto, o débito expiratório máximo instantâneo, a ventilação máxima voluntária, a pressão inspiratória máxima e a pressão expiratória máxima. As avaliações decorreram antes e após 8 semanas da aplicação de um programa de exercícios segundo Pilates no grupo experimental asmático, com exceção do grupo sem patologia que realizou apenas o primeiro momento de avaliação. Resultados: O grupo controlo asmático apresentou um timing de ativação significativamente maior do Transverso Abdominal/Oblíquo Interno e do Diafragma, em relação ao grupo sem patologia. Nos parâmetros ventilatórios, o grupo controlo asmático apresentou menores valores de percentagem de volume expiratório no primeiro segundo do previsto, de débito expiratório máximo instantâneo e de pressão expiratória máxima. Após a realização do programa de exercícios segundo Pilates verificaram-se alterações significativas no timing de activação do Eretor da Coluna, do Multífidos, do Transverso/Oblíquo Interno e do Diafragma, tendo ambos diminuído no grupo experimental asmático. Ainda, o grupo experimental asmático, em relação aos parâmetros ventilatórios, apresentou diferenças significativas no débito expiratório máximo instantâneo, na ventilação máxima voluntária e na pressão expiratória máxima, tendo ambos aumentado estes valores. Conclusão: Os asmáticos controlados parecem possuir características de controlo motor, especificamente no timing de ativação, e valores de parâmetros ventilatórios diferentes em comparação aos indivíduos sem patologia. O programa de exercícios segundo Pilates, implementado no grupo experimental asmático, parece ter influenciado positivamente esses outcomes.

Analysis of six fungicides and one acaricide in still and fortified wines using solid-phase microextraction-gas chromatography/tandem mass spectrometry

A multiresidue gas chromatographic method for the determination of six fungicides (captan, chlorthalonil, folpet, iprodione, procymidone and vinclozolin) and one acaricide (dicofol) in still and fortified wines was developed. Solid-phase microextraction (SPME) was chosen for the extraction of the compounds from the studied matrices and tandem mass spectrometry (MS/MS) detection was used. The extraction consists in a solvent free and automated procedure and the detection is highly sensitive and selective. Good linearity was obtained with correlation coefficients of regression (R2) > 0.99 for all the compounds. Satisfactory results of repeatability and intermediate precision were obtained for most of the analytes (RSD < 20%). Recoveries from spiked wine ranged from 80.1% to 112.0%. Limits of quantification (LOQs) were considerably below the proposedmaximumresidue limits (MRLs) for these compounds in grapes and below the suggested limits for wine (MRLs/10), with the exception of captan.

A novel application of microwave-assisted extraction of polyphenols from brewer’s spent grain with HPLC-DAD-MS analysis

This paper reports a novel application of microwave-assisted extraction (MAE) of polyphenols from brewer’s spent grains (BSG). A 24 orthogonal composite design was used to obtain the optimal conditions of MAE. The influence of the MAE operational parameters (extraction time, temperature, solvent volume and stirring speed) on the extraction yield of ferulic acid was investigated through response surface methodology. The results showed that the optimal conditions were 15 min extraction time, 100 °C extraction temperature, 20 mL of solvent, and maximum stirring speed. Under these conditions, the yield of ferulic acid was 1.31±0.04% (w/w), which was fivefold higher than that obtained with conventional solid–liquid extraction techniques. The developed new extraction method considerably reduces extraction time, energy and solvent consumption, while generating fewer wastes. HPLC-DADMS analysis indicated that other hydroxycinnamic acids and several ferulic acid dehydrodimers, as well as one dehydrotrimer were also present, confirming that BSG is a valuable source of antioxidant compounds.

Natural organic matter fractionation along the treatment of water for human consumption

The main objective of this study was to characterize the organic matter present in raw water and along the treatment process, as well as its seasonal variation. A natural organic matter fractionation approach has been applied to Lever water treatment plant located in Douro River, in Oporto (Portugal). The process used was based on the sorption of dissolved organic matter in different types of ion exchange resins, DAX-8, DAX-4 and IRA-958, allowing its separation into four fractions: very hydrophobic acids (VHA), slightly hydrophobic acids (SHA), charged hydrophilic (CHA) and hydrophilic neutral (NEU). The dissolved organic carbon (DOC) determination was used to quantify dissolved organic matter. Samples were collected monthly, during approximately one year, from raw water captured at the surface and under the bed of the river, and after each step of the treatment: pre-filtration in sand/anthracite filters, ozonation, coagulation/flocculation, counter current dissolved air flotation and filtration (CoCoDAFF) and chlorination. The NEU fraction showed a seasonal variation, with maximum values in autumn for the sampling points corresponding to raw water captured at the surface and under the bed of the river. It was usually the predominating fraction and did not show a significant decrease throughout the treatment. Nevertheless their low concentration, the same occurred for the CHA and VHA fractions. There was an overall decrease in the SHA fraction throughout the water treatment (especially after CoCoDAFF and ozonation) as well as in the DOC. The TSUVA254 values obtained for raw water generally varied between 2.0 and 4.0 L mgC-1 m-1 and between 0.75 and 1.78 L mgC-1 m-1 for treated water. It was observed a decrease of TSUVA values along the treatment, especially after ozonation. These results may contribute to a further optimization in the process of treating water for human consumption.

Analysing the usefulness of motion correction software in myocardial perfusion imaging

Introduction Myocardial Perfusion Imaging (MPI) is a very important tool in the assessment of Coronary Artery Disease ( CAD ) patient s and worldwide data demonstrate an increasingly wider use and clinical acceptance. Nevertheless, it is a complex process and it is quite vulnerable concerning the amount and type of possible artefacts, some of them affecting seriously the overall quality and the clinical utility of the obtained data. One of the most in convenient artefacts , but relatively frequent ( 20% of the cases ) , is relate d with patient motion during image acquisition . Mostly, in those situations, specific data is evaluated and a decisi on is made between A) accept the results as they are , consider ing that t he “noise” so introduced does not affect too seriously the final clinical information, or B) to repeat the acquisition process . Another possib ility could be to use the “ Motion Correcti on Software” provided within the software package included in any actual gamma camera. The aim of this study is to compare the quality of the final images , obtained after the application of motion correction software and after the repetition of image acqui sition. Material and Methods Thirty cases of MPI affected by Motion Artefacts and repeated , were used. A group of three, independent (blinded for the differences of origin) expert Nuclear Medicine Clinicians had been invited to evaluate the 30 sets of thre e images - one set for each patient - being ( A) original image , motion uncorrected , (B) original image, motion corrected, and (C) second acquisition image, without motion . The results so obtained were statistically analysed . Results and Conclusion Results obtained demonstrate that the use of the Motion Correction Software is useful essentiall y if the amplitude of movement is not too important (with this specific quantification found hard to define precisely , due to discrepancies between clinicians and other factors , namely between one to another brand); when that is not the case and the amplitude of movement is too important , the n the percentage of agreement between clinicians is much higher and the repetition of the examination is unanimously considered ind ispensable.