Data mining applications in power systems - case-studies and future trends

Presently power system operation produces huge volumes of data that is still treated in a very limited way. Knowledge discovery and machine learning can make use of these data resulting in relevant knowledge with very positive impact. In the context of competitive electricity markets these data is of even higher value making clear the trend to make data mining techniques application in power systems more relevant. This paper presents two cases based on real data, showing the importance of the use of data mining for supporting demand response and for supporting player strategic behavior.

ANN based day-ahead spinning reserve forecast for electricity market simulation

Electricity market players operating in a liberalized environment require adequate decision support tools, allowing them to consider all the business opportunities and take strategic decisions. Ancillary services represent a good negotiation opportunity that must be considered by market players. This paper deals with short-term predication of day-ahead spinning reserve (SR) requirement that helps the ISO to make effective and timely decisions. Based on these forecasted information, market participants can use strategic bidding for day-ahead SR market. The proposed concepts and methodologies are implemented in MASCEM, a multi-agent based electricity market simulator. A case study based on California ISO (CAISO) data is included; the forecasted results are presented and compared with CAISO published forecast.

Zonal prices analysis supported by a data mining based methodology

A methodology based on data mining techniques to support the analysis of zonal prices in real transmission networks is proposed in this paper. The mentioned methodology uses clustering algorithms to group the buses in typical classes that include a set of buses with similar LMP values. Two different clustering algorithms have been used to determine the LMP clusters: the two-step and K-means algorithms. In order to evaluate the quality of the partition as well as the best performance algorithm adequacy measurements indices are used. The paper includes a case study using a Locational Marginal Prices (LMP) data base from the California ISO (CAISO) in order to identify zonal prices.

ANN based day-ahead ancillary services forecast for electricity market simulation

Adequate decision support tools are required by electricity market players operating in a liberalized environment, allowing them to consider all the business opportunities and take strategic decisions. Ancillary services (AS) represent a good negotiation opportunity that must be considered by market players. Based on the ancillary services forecasting, market participants can use strategic bidding for day-ahead ancillary services markets. For this reason, ancillary services market simulation is being included in MASCEM, a multi-agent based electricity market simulator that can be used by market players to test and enhance their bidding strategies. The paper presents the methodology used to undertake ancillary services forecasting, based on an Artificial Neural Network (ANN) approach. ANNs are used to day-ahead prediction of non-spinning reserve (NS), regulation-up (RU), and regulation down (RD). Spinning reserve (SR) is mentioned as past work for comparative analysis. A case study based on California ISO (CAISO) data is included; the forecasted results are presented and compared with CAISO published forecast.

Atividades de investigação em Geometria: uma experiência no 2º ano de escolaridade

Dissertação apresentada à Escola Superior de Educação de Lisboa para obtenção de grau de mestre em Ciências da Educação, especialidade Educação Matemática na Educação Pré-Escolar e nos 1.º e 2.º Ciclos do Ensino Básico

The electric vehicle integration into the power system: an application to the portuguese case

Electric vehicles (EV) offer a great potential to address the integration of renewable energy sources (RES) in the power grid, and thus reduce the dependence on oil as well as the greenhouse gases (GHG) emissions. The high share of wind energy in the Portuguese energy mix expected for 2020 can led to eventual curtailment, especially during the winter when high levels of hydro generation occur. In this paper a methodology based on a unit commitment and economic dispatch is implemented, and a hydro-thermal dispatch is performed in order to evaluate the impact of the EVs integration into the grid. Results show that the considered 10 % penetration of EVs in the Portuguese fleet would increase load in 3 % and would not integrate a significant amount of wind energy because curtailment is already reduced in the absence of EVs. According to the results, the EV is charged mostly with thermal generation and the associated emissions are much higher than if they were calculated based on the generation mix.

Efectividade de um programa de fisioterapia na radiculopatia cervical – estudo de caso

Introdução: Não existe um consenso quanto ao melhor tratamento para a radiculopatia cervical pois existe uma grande variedade de manifestações clínicas e opções terapêuticas, mas a sua selecção vai depender do caso particular do utente, sugerindo assim uma correcta avaliação do Fisioterapeuta. Objectivo: Este estudo pretende descrever e avaliar a efectividade de um programa de Fisioterapia num caso de radiculopatia cervical, na dor, funcionalidade e percepção da qualidade de vida. Participantes e Métodos: Estudo observacional descritivo tipo estudo de caso de um utente de 56 anos de idade, com radiculopatia cervical. Para a avaliação foram utilizados testes ortopédicos, a escala visual analógica e os questionários de incapacidade funcional da cervical e do membro superior bem como da percepção da qualidade de vida. Estes questionários foram aplicados em 3 momentos, antes da intervenção, no final e após 6 semanas e os restantes instrumentos foram utilizados em diversos momentos ao longo da intervenção. Esta foi efectuada duas vezes por semana, ao longo de 10 semanas recorrendo a técnicas de terapia manual, exercícios de controlo motor e educação do utente. Resultados: Verificou-se que a dor na cervical passou de 6,5 para 2/10 EVA e no cotovelo direito de 7,3 para 2/10. A resposta ao questionário de incapacidade funcional na cervical variou de 40% no primeiro momento para 11,1% no segundo, o da incapacidade funcional do membro superior variou de 63,6% para 33,5% e o questionário da percepção da qualidade de vida variou de 55,01 para 68,69. Seis semanas após a intervenção, todos estes resultados se mantinham praticamente inalterados. Conclusão: Este caso permitiu demonstrar o processo de raciocínio clínico efectuado ao longo de dez semanas de intervenção em que se utilizou uma abordagem centrada no utente, baseada na evidência científica e na experiência clínica anterior. Os resultados alcançados foram de encontro às expectativas iniciais e parecem evidenciar que, neste caso, o programa de fisioterapia teve efeitos positivos na dor, funcionalidade e percepção da qualidade de vida.

Exposure and genotoxicity assessment methodologies: the case of formaldehyde occupational exposure

Formaldehyde (FA) ranks 25th in the overall U.S. chemical production, with more than 5 million tons produced each year. Given its economic importance and widespread use, many people are exposed to FA occupationally. Recently, based on the correlation with nasopharyngeal cancer in humans, the International Agency for Research on Cancer (IARC) confirmed the classification of FA as a Group I substance. Considering the epidemiological evidence of a potential association with leukemia, the IARC has concluded that FA can cause this lymphoproliferative disorder. Our group has developed a method to assess the exposure and genotoxicity effects of FA in two different occupational settings, namely FAbased resins production and pathology and anatomy laboratories. For exposure assessment we applied simultaneously two different techniques of air monitoring: NIOSH Method 2541 and Photo Ionization Detection Equipment with simultaneously video recording. Genotoxicity effects were measured by cytokinesis-blocked micronucleus assay in peripheral blood lymphocytes and by micronucleus test in exfoliated oral cavity epithelial cells, both considered target cells. The two exposure assessment techniques show that in the two occupational settings peak exposures are still occurring. There was a statistical significant increase in the micronucleus mean of epithelial cells and peripheral lymphocytes of exposed individuals compared with controls. In conclusion, the exposure and genotoxicity effects assessment methodologies developed by us allowed to determine that these two occupational settings promote exposure to high peak FA concentrations and an increase in the micronucleus mean of exposed workers. Moreover, the developed techniques showed promising results and could be used to confirm and extend the results obtained by the analytical techniques currently available.

Dietary patterns and risk of oral cancer: a case-control study in São Paulo, Brazil

OBJECTIVE: To analyze the association between dietary patterns and oral cancer. METHODS: The study, part of a Latin American multicenter hospital-based case-control study, was conducted in São Paulo, Southeastern Brazil, between November 1998 and March 2002 and included 366 incident cases of oral cancer and 469 controls, frequency-matched with cases by sex and age. Dietary data were collected using a food frequency questionnaire. The risk associated with the intake of food groups defined a posteriori, through factor analysis (called factors), was assessed. The first factor, labeled "prudent," was characterized by the intake of vegetables, fruit, cheese, and poultry. The second factor, "traditional," consisted of the intake of rice, pasta, pulses, and meat. The third factor, "snacks," was characterized as the intake of bread, butter, salami, cheese, cakes, and desserts. The fourth, "monotonous," was inversely associated with the intake of fruit, vegetables and most other food items. Factor scores for each component retained were calculated for cases and controls. After categorization of factor scores into tertiles according to the distribution of controls, odds ratios and 95% confidence intervals were calculated using unconditional multiple logistic regression. RESULTS: "Traditional" factor showed an inverse association with cancer (OR=0.51; 95% CI: 0.32; 0.81, p-value for trend 0.14), whereas "monotonous" was positively associated with the outcome (OR=1.78; 95% CI: 1.78; 2.85, p-value for trend <0.001). CONCLUSIONS: The study data suggest that the traditional Brazilian diet, consisting of rice and beans plus moderate amounts of meat, may confer protection against oral cancer, independently of any other risk factors such as alcohol intake and smoking.

Preparatory and field work phases in the qualitative empirical research process in management: the case studies approach

Purpose: The aim of this paper is to promote qualitative methodology within the scientific community of management. The specific objective is oriented to propose an empirical research process based on case study method. This is to ensure rigor in the empirical research process, that future research may follow a similar procedure to that is proposed. Design/methodology/approach: Following a qualitative methodological approach, we propose a research process that develops according to four phases, each with several stages. This study analyses the preparatory and field work phases and their stages. Findings: The paper shows the influence that case studies have on qualitative empirical research process in management. Originality/value:. Case study method assumes an important role within qualitative research by allowing for the study and analysis of certain types of phenomena that occur inside organisations, and in respect of which quantitative studies cannot provide an answer.

Influence of ventilation type in volatile organic compounds exposure: poultry case

Agricultural workers especially poultry farmers are at increased risk of occupational respiratory diseases. Epidemiological studies showed increased prevalence of respiratory symptoms and adverse changes in pulmonary function parameters in poultry workers. In poultry production volatile organic compounds (VOCs) presence can be due to some compounds produced by molds that are volatile and are released directly into the air. These are known as microbial volatile organic compounds (MVOCs). Because these compounds often have strong and/or unpleasant odors, they can be the source of odors associated with molds. MVOC's are products of the microorganisms primary and secondary metabolism and are composed of low molecular weight alcohols, aldehydes, amines, ketones, terpenes, aromatic and chlorinated hydrocarbons, and sulfur-based compounds, all of which are variations of carbon-based molecules.

Variabilidade dos limites de estabilidade na posição ortostática em utentes com Acidente Vascular Encefálico

Introdução: O controlo postural (CP), intimamente ligado aos limites de estabilidade, é fundamental nas atividades da vida diária e encontra-se comprometido após Acidente Vascular Encefálico (AVE). Objectivo: Descrever as alterações nos limites de estabilidade, na posição ortostática, em utentes com AVE, face à aplicação de um programa de intervenção baseado num processo de raciocínio clínico. Métodos: Estudo de série de casos, de três indivíduos com alterações do CP do tronco e/ou das grandes articulações, decorrentes de AVE, mas capazes de assumir e manter a posição ortostática. Para avaliar os limites de estabilidade foram utilizados a plataforma de pressões Emed (coordenadas do centro de pressão, COPx e COPy) e o MultidirectionalReachTest (MDRT). Foram também aplicadas, a Fugl-Meyer Assessmentof Sensoriomotor Recovery After Stroke (FMA) e a Berg Balance Scale (BBS). Os instrumentos de avaliação foram aplicados antes e após a intervenção (M0 e M1), de 8 semanas, baseada nos princípios do conceito de Bobath. Resultados: Os valores dos testes de alcance no MDRT aumentaram em todos os utentes. Os limites e os deslocamentos médio-lateral (COPx) e, ântero-posterior (COPy) dos valores do CPr aumentaram, entre M0 e M1. No que se refere à FMA e a BBS, verificou-se que todos apresentaram um aumento dos scores. Conclusão: Os utentes modificaram os seus limites de estabilidade no sentido do aumento, assim como, da função motora e do equilíbrio. Deste modo, a intervenção de acordo com os princípios do conceito de Bobath aparenta introduzir os estímulos necessários à reorganização funcional do sistema nervoso central lesado.

Reorganização do controlo postural do tronco e a sua influência na distribuição de carga na posição ortostática em indivíduos com Acidente Vascular Encefálico

Introdução: O Acidente Vascular Encefálico (AVE) consiste numa das primeiras causas de mortalidade e morbilidade em Portugal. Esta lesão do Sistema Nervoso Central (SNC) desencadeia alterações ao nível do controlo postural (CP), que interferem com a recuperação funcional dos indivíduos. Objetivo: Deste modo, torna-se premente descrever as alterações do CP do tronco através da análise dos alinhamentos dos segmentos corporais do tronco no grupo de indivíduos selecionados, face à aplicação de um programa de intervenção baseado nos princípios do Conceito de Bobath. Metodologia: Estudo de série de casos, em seis indivíduos com alterações neuromotoras decorrentes de AVE, os quais foram avaliados antes e após o plano de intervenção segundo a abordagem baseada nos princípios do Conceito de Bobath, através do registo observacional, da Classificação Internacional de Funcionalidade Incapacidade e Saúde (CIF), da utilização do Software de Avaliação Postural (SAPO) e da Plataforma de Pressões da Emed (PPE), modelo AT. Os dados recolhidos foram trabalhados em função do valor médio através do software Excel. Resultados: A análise do SAPO, na posição ortostática observam-se mudanças quer na vista posterior quer nas laterais, indicando uma maior simetria entre hemitroncos, e mudanças nos alinhamentos verticais indicando uma maior aproximação dos 180º. Na PPE observam-se os valores da área plantar, da pressão plantar média e do centro de pressão, tendem globalmente a uma maior semelhança e simetria. Quanto à CIF também se verificou uma diminuição da restrição na participação e limitação na atividade. Conclusão: A intervenção baseada no processo de raciocínio clínico aparenta introduzir os estímulos necessários à reorganização funcional do SNC lesado, produzindo melhorias ao nível dos alinhamentos dos segmentos corporais e desta forma melhorar a atividade muscular.

A STR mutation in a heteropaternal twin case

A heteropaternal male twin case with two men being alleged fathers was investigated as requested by the Court. Up to 37 PCR-based polymorphic DNA systems were studied in this case which was complicated by a paternal ACTBP2 mutation detected in one twin. This is the first report on a STR mutation in a double paternity case where both biological fathers were indisputably identified. The STR systems enable the resolution of these complex genetic relationships even in a case where a mutation in one STR locus was encountered.

Reasserting curriculum design through virtual learning environments : The case of MAPE

II European Conference on Curriculum Studies. "Curriculum studies: Policies, perspectives and practices”. Porto, FPCEUP, October 16th - 17th.