Knowledge extraction from medium voltage load diagrams to support the definition of electrical tariffs

With the electricity market liberalization, distribution and retail companies are looking for better market strategies based on adequate information upon the consumption patterns of its electricity customers. In this environment all consumers are free to choose their electricity supplier. A fair insight on the customer´s behaviour will permit the definition of specific contract aspects based on the different consumption patterns. In this paper Data Mining (DM) techniques are applied to electricity consumption data from a utility client’s database. To form the different customer´s classes, and find a set of representative consumption patterns, we have used the Two-Step algorithm which is a hierarchical clustering algorithm. Each consumer class will be represented by its load profile resulting from the clustering operation. Next, to characterize each consumer class a classification model will be constructed with the C5.0 classification algorithm.

SmartClean: an incremental data cleaning tool

This paper presents the SmartClean tool. The purpose of this tool is to detect and correct the data quality problems (DQPs). Compared with existing tools, SmartClean has the following main advantage: the user does not need to specify the execution sequence of the data cleaning operations. For that, an execution sequence was developed. The problems are manipulated (i.e., detected and corrected) following that sequence. The sequence also supports the incremental execution of the operations. In this paper, the underlying architecture of the tool is presented and its components are described in detail. The tool's validity and, consequently, of the architecture is demonstrated through the presentation of a case study. Although SmartClean has cleaning capabilities in all other levels, in this paper are only described those related with the attribute value level.

Administração de anti-infecciosos orais por sonda de nutrição entérica

Com o crescente recurso à nutrição entérica surgem novos desafios, designadamente pela utilização crescente do mesmo dispositivo de acesso na administração da terapêutica farmacológica (Magnuson, Clifford, Hoskins & Bernard, 2005). Desta situação resulta uma necessidade por parte dos profissionais de saúde de conhecer o potencial de complicações e limitações associadas e este método (Williams, 2008), agravada por estudos que têm vindo a revelar técnicas inapropriadas na administração de formulações orais por sonda de nutrição (Belknap, Seiferd & Petermann, 1997) (Hanssens, Woods, Alsulaiti, Adheir, Al-Meer & Obaidan, 2006) (Seifert & Jonhston, 2005). Entre essas complicações encontramos as interacções fármaco-nutriente, que podem conduzir ao compromisso do estado nutricional do doente ou dos objectivos terapêuticos (August, et al., 2002), podendo resultar em obstrução da sonda, alteração da libertação ou biodisponibilidade do fármaco ou nutriente ou alteração da função gastrointestinal (Robin, Boulatta, Brantley, Corkins, Guenter, & et al, 2009). Considerando os riscos associados ao inadequado cumprimento da terapêutica com anti-infecciosos, o presente trabalho pretende conhecer a viabilidade de administração por sonda dos anti-infecciosos disponíveis para prescrição no Centro Hospitalar de São João, EPE (CHSJ,EPE).