Multiple Linear Regression and Artificial Neural Networks to Predict Time and Efficiency of Soil Vapor Extraction

The prediction of the time and the efficiency of the remediation of contaminated soils using soil vapor extraction remain a difficult challenge to the scientific community and consultants. This work reports the development of multiple linear regression and artificial neural network models to predict the remediation time and efficiency of soil vapor extractions performed in soils contaminated separately with benzene, toluene, ethylbenzene, xylene, trichloroethylene, and perchloroethylene. The results demonstrated that the artificial neural network approach presents better performances when compared with multiple linear regression models. The artificial neural network model allowed an accurate prediction of remediation time and efficiency based on only soil and pollutants characteristics, and consequently allowing a simple and quick previous evaluation of the process viability.

Moodle and multiple-choice tests

Multiple-Choice items are used in many different kinds of tests in several areas of knowledge. They can be considered an interesting tool to the self-assessing or as an alternative or complementary instrument to the traditional methods for assessing knowledge. The objectivity and accuracy of the multiple-choice tests is an important reason to think about. They are especially useful when the number of students to evaluate is too large. Moodle (Modular Object-Oriented Dynamic Learning Environment) is an Open Source course management system centered around learners' needs and designed to support collaborative approaches to teaching and learning. Moodle offers to the users a rich interface, context-specific help buttons, and a wide variety of tools such as discussion forums, wikis, chat, surveys, quizzes, glossaries, journals, grade books and more, that allow them to learn and collaborate in a truly interactive space. Come together the interactivity of the Moodle platform and the objectivity of this kind of tests one can easily build manifold random tests. The proposal of this paper is to relate our journey in the construction of these tests and share our experience in the use of the Moodle platform to create, take advantage and improve the multiple-choices tests in the Mathematic area.

New findings on the dynamics of HIV and TB coinfection models

In this paper we study a model for HIV and TB coinfection. We consider the integer order and the fractional order versions of the model. Let α∈[0.78,1.0] be the order of the fractional derivative, then the integer order model is obtained for α=1.0. The model includes vertical transmission for HIV and treatment for both diseases. We compute the reproduction number of the integer order model and HIV and TB submodels, and the stability of the disease free equilibrium. We sketch the bifurcation diagrams of the integer order model, for variation of the average number of sexual partners per person and per unit time, and the tuberculosis transmission rate. We analyze numerical results of the fractional order model for different values of α, including α=1. The results show distinct types of transients, for variation of α. Moreover, we speculate, from observation of the numerical results, that the order of the fractional derivative may behave as a bifurcation parameter for the model. We conclude that the dynamics of the integer and the fractional order versions of the model are very rich and that together these versions may provide a better understanding of the dynamics of HIV and TB coinfection.

Practical software improve design and performance of a randomly packed air stripping column for removing volatile organic compounds from water

STRIPPING is a software application developed for the automatic design of a randomly packing column where the transfer of volatile organic compounds (VOCs) from water to air can be performed and to simulate it’s behaviour in a steady-state. This software completely purges any need of experimental work for the selection of diameter of the column, and allows a choice, a priori, of the most convenient hydraulic regime for this type of operation. It also allows the operator to choose the model used for the calculation of some parameters, namely between the Eckert/Robbins model and the Billet model for estimating the pressure drop of the gaseous phase, and between the Billet and Onda/Djebbar’s models for the mass transfer. Illustrations of the graphical interface offered are presented.

A Influência da teoria da agência na estrutura de capital na indústria do calçado

apresentado ao Instituto de Contabilidade e Administração do Porto para a Dissertação de Mestrado para obtenção do grau de Mestre em Contabilidade e Finanças sob orientação do Mestre Adalmiro Álvaro Malheiro de Castro Andrade Pereira

O financiamento nas cooperativas

As cooperativas, enquanto entidades pertencentes ao setor da economia social, são organizações com características próprias e distintas das sociedades comerciais, destacando-se o seu escopo mutualístico e o caráter variável do seu capital social, por confronto com o escopo lucrativo e o princípio da conservação do capital social que caraterizam as sociedades. Estas especificidades das cooperativas condicionam a obtenção de meios de financiamento por parte destas. Em virtude do seu caráter variável, o capital social não representa uma garantia para os credores, pelo que serão as reservas, designadamente as reservas obrigatórias, que se apresentarão como o recurso financeiro de melhor qualidade na cooperativa. Nas cooperativas são identificáveis outros instrumentos financeiros, tais como: títulos de investimento e obrigações, os resultados provenientes das operações com terceiros, que são obrigatoriamente afetados a reservas irrepartíveis, os excedentes, os membros investidores, subsídios e benefícios fiscais. Para além da identificação das principais fontes de financiamento, foi ainda objeto de estudo repensar os instrumentos existentes e, eventualmente, a criação de novos instrumentos de financiamento nas cooperativas. Em termos metodológicos, a opção recaiu na conjugação de dois métodos: quantitativo e qualitativo. A técnica da investigação quantitativa selecionada para a recolha de dados, foi a base de dados, e para a investigação qualitativa as técnicas escolhidas foram a análise de conteúdo, a entrevista e o registo áudio. Os resultados da investigação confirmam a indispensabilidade de criação de novos instrumentos de financiamento para as cooperativas. Constatou-se a necessidade de modelos de financiamento que se adaptem à finalidade mutualista da cooperativa. Demonstrou-se que a principal fonte de financiamento são os recursos internos, sob forma de reservas.