Search

The planning of industrial maintenance associated with the production of electricity is vital, as it yields a current and future snapshot of an industrial component in order to optimize the human, technical and economic resources of the installation. This study focuses on the degradation due to fouling of a gas turbine in the Canary Islands, and analyzes fouling levels over time based on the operating regime and local meteorological variables. In particular, we study the relationship between degradation and the suspended dust that originates in the Sahara Desert. To this end, we use a computational procedure that relies on a set of artificial neural networks to build an ensemble, using a cross-validated committees approach, to yield the compressor efficiency. The use of trained models makes it possible to know in advance how the local fouling of an industrial rotating component will evolve, which is useful for maintenance planning. [ABSTRACT FROM AUTHOR]

Neurocognitive functioning may be compromised in children with type 1 diabetes mellitus (T1DM). The factor most consistently implicated in the long-term neurocognitive functioning of children with T1DM is age of onset. The pediatric literature suggests that glycemic extremes may have an effect on the neurocognitive functioning of children, but findings are mixed. The purpose of this study was to compare the neurocognitive functioning of young children with T1DM diagnosed before 6 yr of age and healthy children (i.e., without chronic illness). Additionally, in the children with T1DM, we examined the relationship between their neurocognitive functioning and glycemic control. Sixty-eight (36 with T1DM and 32 without chronic illness) preschool-age children (M age = 4.4 yr ) were recruited and administered a battery of instruments to measure cognitive, language, and fine motor skills. Children with T1DM performed similar to the healthy controls and both groups' skills fell in the average range. Among children with diabetes, poor glycemic control [higher hemoglobin A1c (HbA1c)] was related to lower general cognitive abilities (r = -0.44,p < 0.04), slower fine motor speed (r = -0.64,p < 0.02), and lower receptive language scores (r = -0.39,p < 0.04). Such findings indicate that young children with T1DM already demonstrate some negative neurocognitive effects in association with chronic hyperglycemia.

The availability of unlimited but costly supplies of biosynthetic growth hormone has led to pressure for pharmacologic use (as opposed to replacement therapy in proven deficiency states). Commercial and altruistic motives have converged to promote community height screening among individuals who have been perceived by themselves or parents as short. This does not meet accepted criteria for health screening. Height screening of large populations of children yields few unrecognized medical conditions. If the goal of community screening is to identify abnormally short individuals (less than 3%) who might benefit from growth hormone treatment and if the unproven assumption is correct that stature correlates with success and happiness, then those less likely to appear for screening need to be recruited to avoid elitist domination. The annual cost of such growth promotion would be greater than $10 billion, with no evidence for substantial health benefits. Growth monitoring of all children through improved height measurement in schools and in physicians offices, as part of health supervision, is a more sound community approach than height screening.