4 resultados para Asymptotic behaviour, Bayesian methods, Mixture models, Overfitting, Posterior concentration

em Instituto Politécnico do Porto, Portugal


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A massificação das tecnologias, abrangendo cada vez mais instituições e população em geral, originou uma aproximação da informação e do conhecimento às pessoas, permitindo um novo olhar para esta área, para as novas tecnologias e para o seu uso. Tendo como ponto de partida, a sociedade de informação e o recurso às tecnologias, recursos esses tão patentes actualmente, é possível pensar em criar as condições necessárias para que seja viável evoluir sempre mais, através da imaginação e de ideias criativas. Com base na aproximação das tecnologias que são cada vez mais acessíveis, o presente estudo pretende avaliar se as novas tecnologias, nas suas mais variadas formas, podem ser uma mais valia no ensino de autistas. O autismo começa a ser encarado como um campo a desenvolver estudos e a explorar os conceitos tecnológicos. O estudo aqui apresentado, não pretende ser apenas mais um, mas antes mostrar o trabalho efectuado até à data e o que pode ser realizado, expondo propostas. No sentido de conhecer um pouco melhor os conceitos relacionados com a área do autismo, foi necessário recorrer a pesquisas na Internet, à leitura de livros e a reuniões com pessoas ligadas a essa área, tornando possível uma aquisição de saberes e uma nova visão sobre a temática. Explorados os conceitos iniciais do autismo tornou-se imprescindível a procura dos recursos educativos utilizados nesta área, não só recursos empregados no método tradicional de ensino, como também, os modelos que procuram usar as novas tecnologias. A análise dos recursos existentes permitiu conhecer o panorama actual dos métodos e modelos em uso que conjugado com o levantamento de necessidades efectuado no decorrer deste trabalho, contribuíram para compreender as carências existentes e assim com base nesse conhecimento adquirido efectuar uma proposta de modelo educativo baseado em tecnologias para apoio educativo de autistas.

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Collecting and transporting solid waste is a constant problem for municipalities and populations in general. Waste management should take into account the preservation of the environment and the reduction of costs. The goal with this paper is to address a real-life solid waste problem. The case reveals some general and specific characteristics which are not rare, but are not widely addressed in the literature. Furthermore, new methods and models to deal with sectorization and routing are introduced, which can be extended to other applications. Sectorization and routing are tackled following a two-phase approach. In the first phase, a new method is described for sectorization based on electromagnetism and Coulomb’s Law. The second phase addresses the routing problems in each sector. The paper addresses not only territorial division, but also the frequency with which waste is collected, which is a critical issue in these types of applications. Special characteristics related to the number and type of deposition points were also a motivation for this work. A new model for a Mixed Capacitated Arc Routing Problem with Limited Multi-Landfills is proposed and tested in real instances. The computational results achieved confirm the effectiveness of the entire approach.

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For efficient planning of waste collection routing, large municipalities may be partitioned into convenient sectors. The real case under consideration is the municipality of Monção, in Portugal. Waste collection involves more than 1600 containers over an area of 220 km2 and a population of around 20,000 inhabitants. This is mostly a rural area where the population is distributed in small villages around the 33 boroughs centres (freguesia) that constitute the municipality. In most freguesias, waste collection is usually conducted 3 times a week. However, there are situations in which the same collection is done every day. The case reveals some general and specific characteristics which are not rare, but are not widely addressed in the literature. Furthermore, new methods and models to deal with sectorization and routing are introduced, which can be extended to other applications. Sectorization and routing are tackled following a three-phase approach. The first phase, which is the main concern of the presentation, introduces a new method for sectorization inspired by Electromagnetism and Coulomb’s Law. The matter is not only about territorial division, but also the frequency of waste collection, which is a critical issue in these types of applications. Special characteristics related to the number and type of deposition points were also a motivation for this work. The second phase addresses the routing problems in each sector: new Mixed Capacitated Arc Routing with Limited Multi-Landfills models will be presented. The last phase integrates Sectoring and Routing. Computational results confirm the effectiveness of the entire novel approach.

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In this work, a norfloxacin selective modified glassy carbon electrode (GCE) based on a molecularly imprinted polymer (MIP) as electrochemical sensor was developed. A suspension of multi-walled carbon nanotubes (MWCNTs) was deposited on the electrode surface. Subsequently, a molecularly imprinted film was prepared by electropolymerization, via cyclic voltammetry of pyrrole (PPy) in the presence of norfloxacin (NFX) as the template molecule. A control electrode (NIP) was also prepared. Scanning electron microscopy (SEM) and cyclic voltammetry in a ferrocyanide solution were performed for morphological and electrochemical characterisation, respectively. Several experimental parameters were studied and optimised. For quantification purposes the MIP/MWCNT/GCE was immersed in NFX solutions for 10 min, and the detection was performed in voltammetric cell by square wave voltammetry. The proposed sensor presented a linear behaviour, between peak current intensity and logarithmic concentration of NFX between 1 × 10−7 and 8 × 10−6 M. The obtained results presented good precision, with a repeatability of 4.3% and reproducibility of 9% and the detection limit was 4.6 × 10−8 M (S/N = 3). The developed sensor displayed good selectivity and operational lifetime, is simple to fabricate and easy to operate and was successfully applied to the analysis of NFX in urine samples.