Improved Process Monitoring Using Nonlinear Principal Component Models

This paper presents two new approaches for use in complete process monitoring. The firstconcerns the identification of nonlinear principal component models. This involves the application of linear
principal component analysis (PCA), prior to the identification of a modified autoassociative neural network (AAN) as the required nonlinear PCA (NLPCA) model. The benefits are that (i) the number of the reduced set of linear principal components (PCs) is smaller than the number of recorded process variables, and (ii) the set of PCs is better conditioned as redundant information is removed. The result is a new set of input data for a modified neural representation, referred to as a T2T network. The T2T NLPCA model is then used for complete process monitoring, involving fault detection, identification and isolation. The second approach introduces a new variable reconstruction algorithm, developed from the T2T NLPCA model. Variable reconstruction can enhance the findings of the contribution charts still widely used in industry by reconstructing the outputs from faulty sensors to produce more accurate fault isolation. These ideas are illustrated using recorded industrial data relating to developing cracks in an industrial glass melter process. A comparison of linear and nonlinear models, together with the combined use of contribution charts and variable reconstruction, is presented.

La cultura homérica en la Escenografía del Seiscientos: "Il Greco in Troia" y "La caduta del regno dell´Amazzoni"

Sería imposible hacer una enumeración de festejos, espectáculos y representaciones teatrales, que a lo largo de la época moderna, tuvieron como argumento las historias narradas por la literatura homérica. Incontables, pero todas ellas buscaban el don de la elocuencia que tenían desde que en la Antigüedad empezaron a reeditarse. Apenas un iglo después de la recopilación de relatos orales que quedaron hilvanados bajo los títulos de la Iliada y la Odisea –si se acepta la autoría de ese personaje mítico que fue Homero en torno al siglo VIII antes de Cristo–, tiranos y oligarcas atisbaron de forma visionaria las posibilidades que aportaban las tramas en las que se vieron envueltos dioses y héroes. La mitología olímpica no sólo sirvió al propósito de la unificación panhelénica de la nación de naciones que era Grecia, en torno a un mundo de creencias común en el marco de los grandes santuario, sino que además, las vicisitudes de los principales personajes, como Paris, Aquiles, Héctor, Ulises, Pentesilea, Eneas, Agamenón, Andrómaca, Casandra y Helena, proporcionaron un repertorio de modelos de conducta y un protocolo ceremonial en sociedad extremadamente útil. Piedad, fidelidad, excelencia, belleza, sumisión, virtudes morales que habían de “adornar” por igual a gobernantes y a ciudadanos, garantizaban un nuevo orden en la Hélade, constituyendo asimismo las notas distintivas con respecto a los anquilosados y monolíticos Imperios hegemónicos en la zona de Oriente Próximo, Egipcio y Babilónico o Persa, respectivamente. Se propone el análisis de la incidencia iconológica de tales asuntos a partir de la revisión escenográfica de dos libretos para dos representaciones teatrales italianas de finales del Seicento, de los que se encuentran sendos ejemplares en la Biblioteca Nacional de Madrid: Il Greco in Troia y La caduta del regno dell´amazzone.

Further assessment of the complement component 2 and factor B region associated with age-related macular degeneration

PURPOSE. Polymorphic variation in genes involved in regulation of the complement system has been implicated as a major cause of genetic risk, in addition to the LOC387715/HTRA1 locus and other environmental influences. Previous studies have identified polymorphisms in the complement component 2 (CC2) and factor B (CFB) genes, as potential functional variants associated with AMD, in particular CFB R32Q and CC2 rs547154, both of which share strong linkage disequilibrium (LD). METHODS. Data derived from the HapMap Project were used to select 18 haplotype-tagging SNPs across the extended CC2/ CFB region for genotyping, to measure the strength of LD in 318 patients with neovascular AMD and 243 age-matched control subjects to identify additional potential functional variants in addition to those originally reported. RESULTS. Strong LD was measured across this region as far as the superkiller viralicidic activity 2-like gene (SKIV2L). Nine SNPs were identified to be significantly associated with the genetic effect observed at this locus. Of these, a nonsynonymous coding variant SKIV2L R151Q (rs438999; OR, 0.48; 95% confidence interval [CI], 0.31- 0.74; P < 0.001), was in strong LD with CFB R32Q, rs641153 (r2 = 0.95) and may exert a functional effect. When assessed within a logistic regression model measuring the effects of genetic variation at the CFH and LOC387715/HTRA1 loci and smoking, the effect remained significant (OR, 0.38; 95% CI, 0.22- 0.65; P < 0.001). Additional variation identified within this region may also confer a weaker but independent effect and implicate additional genes within the pathogenesis of AMD. CONCLUSIONS. Because of the high level of LD within the extended CC2/CFB region, variation within SKIV2L may exert a functional effect in AMD. Copyright © Association for Research in Vision and Ophthalmology.