9 resultados para Recurrent
em Archivo Digital para la Docencia y la Investigación - Repositorio Institucional de la Universidad del País Vasco
Resumo:
In this study we employed a dynamic recurrent neural network (DRNN) in a novel fashion to reveal characteristics of control modules underlying the generation of muscle activations when drawing figures with the outstretched arm. We asked healthy human subjects to perform four different figure-eight movements in each of two workspaces (frontal plane and sagittal plane). We then trained a DRNN to predict the movement of the wrist from information in the EMG signals from seven different muscles. We trained different instances of the same network on a single movement direction, on all four movement directions in a single movement plane, or on all eight possible movement patterns and looked at the ability of the DRNN to generalize and predict movements for trials that were not included in the training set. Within a single movement plane, a DRNN trained on one movement direction was not able to predict movements of the hand for trials in the other three directions, but a DRNN trained simultaneously on all four movement directions could generalize across movement directions within the same plane. Similarly, the DRNN was able to reproduce the kinematics of the hand for both movement planes, but only if it was trained on examples performed in each one. As we will discuss, these results indicate that there are important dynamical constraints on the mapping of EMG to hand movement that depend on both the time sequence of the movement and on the anatomical constraints of the musculoskeletal system. In a second step, we injected EMG signals constructed from different synergies derived by the PCA in order to identify the mechanical significance of each of these components. From these results, one can surmise that discrete-rhythmic movements may be constructed from three different fundamental modules, one regulating the co-activation of all muscles over the time span of the movement and two others elliciting patterns of reciprocal activation operating in orthogonal directions.
Resumo:
[ES] Los responsables políticos y los gestores de los gobiernos locales de las ciudades se enfrentan con un problema recurrente: cómo atender, con recursos cada vez más escasos, las demandas de sus ciudadanos y a los actores con interés en su territorio, en términos tanto de eficacia en la prestación de servicios como de profundización democrática. Utilizando una metodología cualitativa, el objetivo de este trabajo es identificar hasta que punto un proceso de planificación estratégica pública sirve para compatibilizar las demandas de democracia y eficacia en el gobierno y administración pública local, involucrando a los ciudadanos y a los actores económicos privados. Este estudio de caso demuestra esa posibilidad aunque se hacen necesarias investigaciones comparativas adicionales.
Resumo:
353 págs.
Resumo:
Lan honetan, elkarrekintzaren bidez irakasle batek ikasleengan ezagutzak eraikitzeko zer mekanismoren bidez lortzen duen aztertu da, laguntzak nola egokitzen dituen eta laguntzeari nola uzten dion ikertuz. Helburua, elkarrekintzan eragina daukaten mekanismoak identifikatzea, deskribatzea eta ulertzea izan da. Horretarako, ikasleen iniziatiba bultzatzen duen giroan oinarritutako behaketa parte-hartzailea erabili da, errealitatea sistematikoki behatu eta eman diren gertaerak jaso, deskribatu, aztertu eta interpretatu direlarik. Behin transkribatutako saioak aztertuta, elkarrekintza segmentuak atera dira, horietan gehien errepikatzen diren jokabide-patroiak jasoz. Laguntzak egokitzean zein laguntzeari uztean, irakaslea ikasleen iniziatibetatik abiatzen dela ondorioztatu da.
Resumo:
RESUMEN: La sociedad de la información está marcada por la influencia de los medios de comunicación en la formación del pensamiento ciudadano. El presente trabajo de investigación presenta un estudio que se realizó en torno a dicha influencia en el campo de los estereotipos y prejuicios sociales hacia el colectivo inmigrante a través del análisis de 96 noticias referentes a inmigración pertenecientes a tres diarios representativos de la sociedad española y vasca: El País, El Correo y El Mundo durante la primera quincena de febrero de 2014. Los resultados obtenidos reflejaron los discursos más comunes y recurrentes en el tratamiento de temas relacionados con inmigración, corroborando teorías y estudios ya existentes. Tras la obtención de dichos resultados se elaboró una propuesta que incide en la importancia de una educación en los medios de comunicación accesible a toda la ciudadanía.
Resumo:
Background: Bronchiolitis caused by the respiratory syncytial virus (RSV) and its related complications are common in infants born prematurely, with severe congenital heart disease, or bronchopulmonary dysplasia, as well as in immunosuppressed infants. There is a rich literature on the different aspects of RSV infection with a focus, for the most part, on specific risk populations. However, there is a need for a systematic global analysis of the impact of RSV infection in terms of use of resources and health impact on both children and adults. With this aim, we performed a systematic search of scientific evidence on the social, economic, and health impact of RSV infection. Methods: A systematic search of the following databases was performed: MEDLINE, EMBASE, Spanish Medical Index, MEDES-MEDicina in Spanish, Cochrane Plus Library, and Google without time limits. We selected 421 abstracts based on the 6,598 articles identified. From these abstracts, 4 RSV experts selected the most relevant articles. They selected 65 articles. After reading the full articles, 23 of their references were also selected. Finally, one more article found through a literature information alert system was included. Results: The information collected was summarized and organized into the following topics: 1. Impact on health (infections and respiratory complications, mid-to long-term lung function decline, recurrent wheezing, asthma, other complications such as otitis and rhino-conjunctivitis, and mortality; 2. Impact on resources (visits to primary care and specialists offices, emergency room visits, hospital admissions, ICU admissions, diagnostic tests, and treatments); 3. Impact on costs (direct and indirect costs); 4. Impact on quality of life; and 5. Strategies to reduce the impact (interventions on social and hygienic factors and prophylactic treatments). Conclusions: We concluded that 1. The health impact of RSV infection is relevant and goes beyond the acute episode phase; 2. The health impact of RSV infection on children is much better documented than the impact on adults; 3. Further research is needed on mid-and long-term impact of RSV infection on the adult population, especially those at high-risk; 4. There is a need for interventions aimed at reducing the impact of RSV infection by targeting health education, information, and prophylaxis in high-risk populations.
Resumo:
Grinding is an advanced machining process for the manufacturing of valuable complex and accurate parts for high added value sectors such as aerospace, wind generation, etc. Due to the extremely severe conditions inside grinding machines, critical process variables such as part surface finish or grinding wheel wear cannot be easily and cheaply measured on-line. In this paper a virtual sensor for on-line monitoring of those variables is presented. The sensor is based on the modelling ability of Artificial Neural Networks (ANNs) for stochastic and non-linear processes such as grinding; the selected architecture is the Layer-Recurrent neural network. The sensor makes use of the relation between the variables to be measured and power consumption in the wheel spindle, which can be easily measured. A sensor calibration methodology is presented, and the levels of error that can be expected are discussed. Validation of the new sensor is carried out by comparing the sensor's results with actual measurements carried out in an industrial grinding machine. Results show excellent estimation performance for both wheel wear and surface roughness. In the case of wheel wear, the absolute error is within the range of microns (average value 32 mu m). In the case of surface finish, the absolute error is well below R-a 1 mu m (average value 0.32 mu m). The present approach can be easily generalized to other grinding operations.
Resumo:
Este trabajo lo hemos realizado dentro del proyecto de investigación «La Retórica en el medievo» concedido por la UPV (1/UPV 00106.130H-14809/2002).
Resumo:
The health status of premature infants born 32(1)-35(0) weeks' gestational age (wGA) hospitalized for RSV infection in the first year of life (cases; n = 125) was compared to that of premature infants not hospitalized for RSV (controls; n = 362) through 6 years. The primary endpoints were the percentage of children with wheezing between 2-6 years and lung function at 6 years of age. Secondary endpoints included quality of life, healthcare resource use, and allergic sensitization. A significantly higher proportion of cases than controls experienced recurrent wheezing through 6 years of age (46.7% vs. 27.4%; p = 0.001). The vast majority of lung function tests appeared normal at 6 years of age in both cohorts. In children with pulmonary function in the lower limit of normality (FEV1 Z-score [-2; -1]), wheezing was increased, particularly for cases vs. controls (72.7% vs. 18.9%, p = 0.002). Multivariate analysis revealed the most important factor for wheezing was RSV hospitalization. Quality of life on the respiratory subscale of the TAPQOL was significantly lower (p = 0.001) and healthcare resource utilization was significantly higher (p<0.001) in cases than controls. This study confirms RSV disease is associated with wheezing in 32-35 wGA infants through 6 years of age.