Caracterização e quantificação de resíduos de construção e demolição na Região Autónoma da Madeira

Esta dissertação foi desenvolvida tendo como objetivo principal quantificar e qualificar a produção dos Resíduos de Construção e Demolição (RCD) na Região Autónoma da Madeira (RAM). Estes resíduos são provenientes de atividades de construção civil, nomeadamente de obras de construção, reconstrução, ampliação, alteração, conservação e demolição e da derrocada de edificações. Os RCD devem ser, sempre que possível, reduzidos, reutilizados e/ou reciclados (3 R’s). Caso não seja exequível a aplicação direta em obra de um dos 3 R’s, estes deverão ser encaminhados para um operador de gestão licenciado com o intuito de os valorizar e/ou eliminar. Uma das opções mais usuais de eliminação de resíduos na RAM é a deposição legal em aterro. No entanto, ainda há resíduos que têm como destino a deposição não controlada, causando a degradação geral do ambiente da Região. Neste trabalho foram identificados os vários operadores de gestão de resíduos presentes na Região Autónoma da Madeira e quais os destinos finais de cada resíduo, classificado por código de acordo com a Lista Europeia de Resíduos (LER), segundo a Portaria n.º209/2004, de 3 de março. A informação da quantidade dos resíduos encaminhados para os operadores licenciados é transmitida, anualmente, à Direção Regional do Ordenamento do Território e Ambiente (DROTA), sendo possível determinar a tipologia e a quantidade de resíduos recebidos com respetivo destino final. Foi analisada bibliografia nacional e internacional sobre RCD com o objetivo de selecionar indicadores, em kg/m2 (quantidade de resíduos produzidos por área bruta de construção/demolição), mais ajustados às caraterísticas do edificado regional e respetivos processos construtivos. Da comparação entre os valores estimados de RCD produzidos com a quantidade de resíduos recebidos pelos operadores licenciados na RAM, foi possível estimar as quantidades recicladas e reutilizadas em obra e/ou depositadas ilegalmente. O resíduo estudado mais produzido foi o referente ao código LER 170107. Foi ainda, estimado um intervalo de produção total de RCD para a RAM, situado entre 93 e 507 kg/ano/habitante.

Reconfiguração dinâmica de estratégias distribuídas em dispositivos foundation fieldbus para a otimização de processos na indústria do petróleo

The petrochemical industry has as objective obtain, from crude oil, some products with a higher commercial value and a bigger industrial utility for energy purposes. These industrial processes are complex, commonly operating with large production volume and in restricted operation conditions. The operation control in optimized and stable conditions is important to keep obtained products quality and the industrial plant safety. Currently, industrial network has been attained evidence when there is a need to make the process control in a distributed way. The Foundation Fieldbus protocol for industrial network, for its interoperability feature and its user interface organized in simple configuration blocks, has great notoriety among industrial automation network group. This present work puts together some benefits brought by industrial network technology to petrochemical industrial processes inherent complexity. For this, a dynamic reconfiguration system for intelligent strategies (artificial neural networks, for example) based on the protocol user application layer is proposed which might allow different applications use in a particular process, without operators intervention and with necessary guarantees for the proper plant functioning

Controle aplicado a poços com método de elevação e bombeio centrífugo submerso

The Electrical Submersible Pumping is an artificial lift method for oil wells employed in onshore and offshore areas. The economic revenue of the petroleum production in a well depends on the oil flow and the availability of lifting equipment. The fewer the failures, the lower the revenue shortfall and costs to repair it. The frequency with which failures occur depends on the operating conditions to which the pumps are submitted. In high-productivity offshore wells monitoring is done by operators with engineering support 24h/day, which is not economically viable for the land areas. In this context, the automation of onshore wells has clear economic advantages. This work proposes a system capable of automatically control the operation of electrical submersible pumps, installed in oil wells, by an adjustment at the electric motor rotation based on signals provided by sensors installed on the surface and subsurface, keeping the pump operating within the recommended range, closest to the well s potential. Techniques are developed to estimate unmeasured variables, enabling the automation of wells that do not have all the required sensors. The automatic adjustment, according to an algorithm that runs on a programmable logic controller maintains the flow and submergence within acceptable parameters avoiding undesirable operating conditions, as the gas interference and high engine temperature, without need to resort to stopping the engine, which would reduce the its useful life. The control strategy described, based on modeling of physical phenomena and operational experience reported in literature, is materialized in terms of a fuzzy controller based on rules, and all generated information can be accompanied by a supervisory system

A violência policial militar e o contexto da formação profissional: um estudo sobre a relação entre violência e educação no espaço da Polícia Militar no Rio Grande do Norte

Cette dissertation a pour thème la formation de la police militaire, dans le contexte de l'insertion dans le nouveau programme scolaire national Matrix (MCN) institutionnalisée pour la formation à la securité publique au Ministère de La Justice (MJ) de La Secrétariat Nationale pour La Sécurité Publique, à partir de 2003. Ce normalisateur document devrait être utilisé comme un paramètre de l'organisation de divers organismes éducatifs dans le domaine de la sécurité nationale. Son institutionnalisation pose elle-même comme étant composé comme um ensemble politiques orientées à formation des professionnels de la sécurité publique qui est en cours de développement au Brésil depuis. En particulier, il a été trouvé dans locus, par le méthode de l observation participant à um cours de formation pour les soldats (CFSD) de La Police Militaire de Rio Grande do Norte (PMRN), en Octobre et Novembre 2007, Centre pour Formation et Perfectionner de PMRN ainsi que par le biais d entrentiens avec la police militaire (PM), changé de la formation, comme nous l avons mise en oeuvre de la l'insertion de la MCN, dans le contexte de l analyse de la violence dans la police militaire de Rio Grande do Norte (RN). Les résultats de l'étude montrent que, en général, le MCN est étant insérés dans CFSD partir de 2004, cette opération fait sentir graduellement dans le visage de certains résistence mennée par une sous-culture (militaires) qui se réinvente dans l'établissement officier de police, résistant aux nouvelles exigences sociales. En outre, il a été noté également que les deux mythes sont limitées à l'imagination, la police brésilienne: le militarisme exarcebé et le baccalauréat em droit, qui contribuent considérablement à la barrière dans la construction d'une police militaire plus identifié à l'activité professionnelle dédié à la sécurité publique, que de la sécurité nationale. L'élargissement de la compréhension de la violence, en particulier, la police militaire, le travail rend l'utilisation des références théoriques qui cherchent à embrasser la diversité et la spécificité qui guident le processus de formation pour les opérateurs de la sécurité publique, en particulier, en essayant de comprendre comment ils sont construits les références théoriques pour les formateurs et les stagiaires dans une relation dialectique et comment ce contexte mai influencer les attitudes conceptuelles, d'attitudes et de procédure dans l'exercice de la police militaire, que dans le contexte nouveau de l'Etat de droit démocratique, a réellement vécu en contradiction avec les fantômes du temps exception, réalisée pendant la dictature (1964-1985), non loin de l imaginaire social, et ni la police ni les militaires, une institution fortement stigmatisées depuis

A etnopoética de Iracema: diálogo, ciência e literatura

Literary works are thought provokers that make it possible to access several forms to view the world and reality. They provide diversified points of view and infinite connections. In a particular way, among all the other forms of art expression literature is considered to be the closest to life, once it is able to reconnect all human dimensions emotional, rational, mystic, personal, universal, corporal, historic, mythical. This thesis aims at offering some reflections about the frontiers and bridges between science and literature aiming at understanding the complexity that guides them. It presents a new reading of Iracema novel: Ceará tale of José de Alencar from a meticulous incursion through new ways and natural spaces interwoven by Alencar. It tries to hear the echoes of this indianist novel in the university students today. In a broader context, it creates arguments that question the multiple threadsthat join science and literature so that a science of complexity arises distinguishing but not separating the innumerous narratives about the world. For this purpose, this thesis has as interlocutors: Antonio Candido, Charles P. Snow, Edgar Morin, Emilio Ciurana, Fritjof Capra, George Steiner, Ilya Prigogine, Isabelle Stengers, Roger Chartier, Roland Barthes. The plot presented here does not limit the novel to science, but makes it a rereading of the word, of life, once this is the raw material of books. As a methodological strategy, we rebuilt Iracema´s character trips in a way to update the novel, resulting in the video documentary Iracema ways: the arid and remote interior, the plateau, the sea. Iracema novel and character enhancing dialogs that allow the dichotomy rupture between two cultures (Charles P. Snow), recognizing they are not incommunicable and revealing the core argument of the thesis: Iracema belongs to a complex category. It is a hybrid novel that is far, far away from that bluish plateau in the horizon

Da jurisdição constitucional: uma análise da concretização dos direitos fundamentais à luz da hermenêutica constitucional

Trabalho sobre a concretização dos direitos fundamentais pela jurisdição constitucional, mostrando a importância da interpretação da Constituição para a obtenção da eficácia de tais direitos. Desenvolve-se a pesquisa a partir da explicação histórica sobre o constitucionalismo moderno, que implantou o Estado Liberal de Direito e as constituições escritas, e no qual encontra a jurisdição constitucional o seu embasamento cultural e a sua justificação histórica. Verifica-se que a origem da jurisdição constitucional assenta-se no controle da constitucionalidade das leis e atos normativos do poder público, fundado no princípio da supremacia da Constituição. Destaca-se o realce dado pela teoria material da Constituição à normatividade dos princípios constitucionais, tecendo considerações em torno da classificação das normas constitucionais em regras e princípios. Remarca o trabalho que o controle da constitucionalidade pode ser formal ou material, apresentando esta última modalidade uma conotação acentuadamente política, já que, por ele, a aferição da compatibilidade da norma infraconstitucional é feita com o conteúdo material da Constituição. A função primacial da jurisdição constitucional é tutelar os direitos fundamentais, especialmente os das minorias sociais. Tal função sobreleva-se até mesmo contra textos legislativos produzidos por maiorias eventuais, pois o princípio da supremacia da Constituição prevalece sobre a regra da maioria vigente nos regimes democráticos. Comprova-se que a concepção substancialista, adotada para definir os contornos funcionais da jurisdição constitucional, propõe uma maior intervenção desta na apreciação dos casos que lhe são submetidos. Salienta-se que, no Estado Democrático de Direito, derivado da aglutinação do Estado Liberal com o Estado Social e acrescida de um elemento novo voltado à transformação da realidade social, a jurisdição constitucional passa a levar em conta, com mais atenção e destaque, os princípios constitucionais e a sincronia do ordenamento constitucional com a sociedade por ele ordenada. Realça também o estudo que a atuação da jurisdição constitucional, segundo a ideologia democrática defendida pelo Estado Democrático de Direito, tem logrado obter uma sociedade mais justa, e que a comprovação histórica é francamente favorável ao seu ativismo judicial. Os direitos fundamentais dificilmente se dissociam da democracia, que lhes garante a eficácia pela limitação e visibilidade do exercício do poder, traços políticos que constituem a nota típica dos regimes democráticos. Mesmo que os direitos fundamentais tenham tido um caráter pré-estatal como preconizado pelo jusnaturalismo, são eles normas, e não valores, pois tão logo sejam positivados pela Constituição eles se tornam direitos vigentes. Assevera a pesquisa que os métodos concretistas de interpretação constitucional mostram-se mais adequados à obtenção da eficácia da Constituição, pela importância que os elementos objetivos, relacionados com o contexto material da norma, assumem no seu processo de aplicação e interpretação. Conclui-se ser essencial que os operadores e estudiosos do Direito se conscientizem de que a interpretação constitucional deve assumir uma feição principiológica e concretista, de modo a ser obtida a máxima eficácia possível das normas constitucionais, especialmente as de direitos fundamentais, acentuando-se mais a necessidade de um Tribunal Constitucional, cuja criação no Brasil constitui ainda tema polêmico entre os doutrinadores

A mediação como instrumento concretizador do direito fundamental à saúde: uma alternativa à judicialização de conflitos Natal 2013

In Brazil, the 1946 Constitution enshrined the right to health, having it defined as the possession of the best state of health that the individual can achieve. Already the Federal Constitution of 1988 lifted that right to the status of fundamental social right, which transcends the effectiveness and cure of the disease is based on the joint liability of public entities for the provision of a quality service, efficient and prioritize human dignity and comprehensive evaluation of patients. According to the World Health Organization, the definition of health, first characterized as the mere absence of disease, has become recognized as the need to search for preventive mechanisms to ensure the welfare and dignity of the population. Garantista this context, the growing seem lawsuits that deal with the implementation of public policies, especially in the area of the right to health, the omission of which the Government can result in the risk of death. Hence the concern of law professionals about whether or not the intervention of the judiciary in cases that deal with providing material benefits of health care. It claims to break the principle of separation of powers, disobedience to the principle of equality and the impossibility of judicial intervention in the formulation of public policy to try and exclude the liability of public entities. In contrast, the judiciary has repeatedly guardianships granted injunctions or merit determining the supply of materials indicated by the medical benefits that accompany the treatment of patients who resort to a remedy. In this context, mediation, object of study and resolution presented in this work, is presented as an instrument conciliator between the reserve clause and the right to financially possible existential minimum, as it seeks to serve all through rationalization of health services , avoidance of negativistic influence of the pharmaceutical industry, with prioritizing the welfare of the individual and the quality of relationships. This is alternative way to judicialization that in addition to encouraging and developing active citizen participation in public policy formulation also allows the manager to public knowledge of community needs. It is in this sense that affirms and defends the right to health is no longer the mere provision of medical care and prescription drugs, but a dialogue conscious existential minimum to guarantee a dignified life

Paisagens sonoras, tempos e autoformação

Les sociétés actuelles vivent des temps de vitesse, de l'individualisme, de l'absence d'enracinement historique: en harmonie avec le processus de formation de la civilisation du monde occidental contemporain profondément marqué par le paradigme de la globalisation. La pollution visuelle et sonore des grandes villes est, en même temps, l'expression de la pollution des sens et des affections humaines. En reflétant sur ce processus, la thèse discuter em faveur d'une formation réglée dans la logique du sensible qu'il a dans l'écouter près de la nature (Lévi-Strauss) un de leurs piliers épistémologiques ondamentales. Cette forme de penser et vivre reconnaît dans l'autoformation (Edgar Morin), et dans l'exercice de construction, par le sujet, de leurs propres paysages sonores (Murray Schafer), deux opérateurs cognitifs capables de nourrir les principes de la diversité, complexité, interdépendance et respect à la nature (Fritjof Capra). Dans le parcours argumentatif de la thèse gagnent emphase les savoirs de la tradition, les pratiques et les connaissances produites par les sociétés le plus proche de la nature qui, par des stratégies cognitives ouvertes et des polyphoniques, donnent importance aux facultés sensibles et à la complémentarité des deux itinéraires de la pensée: symbolique/mythologique/magique et empirique/technique/rationnel (Edgar Morin). Proche d'une perspective autobiographique, la thèse se présente dans la forme narrative d'un registre avec des évocations poétiques, philosophiques et musicales germées de l'écouter d'un paysage particulier, la Lagon du Piató, localisé dans la région de l'Assu (Rio Grande do Norte) et, en particulier, des récits et des évocations de mémoire d'un de leurs habitants auxlesquels nous pourrions appeler d'un philosophe de la nature , Francisco Lucas da Silva (Chico Lucas). Ensuite, ils sont décrits non-place (Marc-Augé) des scénarios métropolitains, en discutant ainsi les excès de pollution sonore, visuelle et de l'afection. En ayant comme estimé une éducation complexe ancrée dans non séparation il entre réforme de l'éducation et reforme de la pensée, de la formation et autoformation (Edgar Morin), à la fin, la thèse propose des ateliers d'expérimentation de l'écouter sensible entre des jeunes et des enfants sur le contexte scolaire, en pariant dans les futures générations (Ilya Prigogine) pour la reconstruction d'un monde plus juste et solidaire

DERSU UZALA Hibridação Homem-Natureza

Esta disertación explora de qué forma las hibridaciones entre ser humano y ambientes naturales no urbanos contribuyen a configurar las estrategias de atención, de construcción de conocimiento y de interacción con el mundo del sujeto y cómo, recursivamente, las actitudes perceptivo-cognitivas y las maneras de acercarse a lo real, de imputar sentido a los fenómenos y de interactuar con el ambiente practicadas por el sujeto condicionan y contribuyen a definir las hibridaciones entre humanos y no humanos. Lo que guía esa exploración es el concepto de híbrido que, inspirándome en Bruno Latour (2008), concibo como una asociación entre elementos sin características inherentes, compenetrados, que se redefinen, recrean e reconfiguran recíprocamente. Utilizo como operadores cognitivos una narrativa literaria y una cinematográfica: el libro autobiográfico Dersu Uzala del escritor y explorador ruso Vladimir Klavdievich Arseniev (1872-1930), publicado por primera vez en 1923, y la película homónima del director japonés Akira Kurosawa (1910-1998), lanzada en 1975. Estas obras reconstruyen tres expediciones realizadas por Arseniev a principios del siglo XX en la región siberiana del Ussuri que tuvieron como guía al cazador nómada de etnia gold Dersu Uzala, con quien el escritor construyó una profunda amistad. La elección de hacer dialogar en el mismo plan a dos modos complementares de conocimiento, arte y ciencia, se fundamenta en la concepción de Edgar Morin (2003b) de la literatura y el cine como escuelas de vida y de complejidad humana y en la visión de Claude Lévi- Strauss (2007) del arte como modelo reducido que favorece una mirada más abarcadora sobre los fenómenos. Inicialmente, pongo en relación mi investigación con los trabajos de Silmara Lídia Marton (2008) y Samir Cristino de Souza (2009), que analizaron las estrategias de construcción de conocimiento y de interacción con el mundo de un habitante de la Laguna de Piató (Municipio de Assú, Estado de Rio Grande do Norte, Brasil), Francisco Lucas da Silva, y muestro algunas analogías entre estas y las de Dersu Uzala, ambas productos de determinadas hibridaciones con el ambiente. A continuación, exploro las implicaciones cognitivas de la amistad de Arseniev con el cazador gold, metáfora/encarnación del diálogo posible entre saberes de matrices diferentes. En un tercer momento, dialogando con pensadores que se interrogaron sobre el trinomio hombre-naturaleza-representaciones y con las narrativas de Arseniev (1997) y Kurosawa (1975), reflexiono sobre las ideas de híbrido, de humano y no humano, de vivo y no vivo, de proximidad y distancia del sujeto con respecto a otros sistemas de lectura del mundo, de relación directa y mediada con lo real, de ambientes naturales urbanos y no urbanos. A seguir, incursiono en el libro de Arseniev y en el largometraje de Kurosawa intentando identificar qué factores más contribuyeron para configurar las estrategias de conocimiento y de interacción con el ambiente manifestadas por el explorador y por el cazador gold y, recursivamente, de qué forma esas estrategias contribuyeron a definir sus hibridaciones con el ambiente siberiano. Por último, a partir de las reflexiones tejidas a lo largo del trabajo, me interrogo sobre lo que ellas pueden decirnos sobre nuestra forma de interactuar con la naturaleza no humana y sobre el diálogo entre distintas formas de percibir, conocer y relacionarse con el mundo

Uma ecologia de base complexa

This thesis objective systemize and discuss the ecological knowledge constructed by means of tradition knowledge with basis in a complex ecology (MORIN, 2002b). The conception of tradition knowledge (ALMEIDA, 2001c) corresponds to a diversity of knowledgement, of men and women, constructed from heteroclite elements of the geographic way, making use of analogies and homologies which serves as the base for this scientific inquiry. These knowledge are extremely related the context where these people are inserted. To construct an ecology of complex base is to understand that the reality is not given previously, and that its construction assumes indissociability among the elements that composes it, that is, between nature and society, material and immaterial elements. To incorporate the disorder, the uncertainty, the unpredictable and the auto-echo-organization as guide principles of a new ecology, constitutes in a new vision of the biological science and the scientific ecology in direction to a science of complexity. The work focuses the ecological knowledge of the Piató lagoon, municipality of Açu, in the State of Rio Grande do Norte, having as interlocutor of this boarding Mr. Francisco Lucas da Silva (known in the local as Chico Lucas), fisherman and agriculturist, who was born, and lives until today, in the community of Areia Branca, around the lagoon. Having for base the method as strategy (MORIN, 2001a), the research construction was performed through the realization of more than 10 trips carried out between the years of 2005 and 2007. In these trips the ecological aspects of the environments such as, the flora and the fauna, as well as the environmental impacts on the lagoon, were obtained in recorded dialogues and interviews with Chico Lucas, which were later transcripts. The information from there showed a natural and social complex reality, little known by Cartesian science, since it brings a wealth of details of daily life full, over all, for tradition knowing of the people that had lived there and the ones who remain living there. The thesis looks to understand the strategies of thought and the knowledge production referring to traditional knowing and its ability of interchange between different cognitive operators. The ecological knowledge that emerges of these knows reveals a systemic perception of the environment, presenting the beings and phenomena in its peculiarities and its degrees of complexity, but immutable in its indissociability

Processo de alimentação do Sistema de Informação do HiperDia: Estudo de Caso no município de Natal/RN

Although the records indicate the involvement of the City Christmas in the feeding system HiperDia, a survey conducted by the Health Ministry in 2004 found that the number of entries made in Natal was well below estimate. In order to understand the functioning of HiperDia, we performed this study to analyze the actions taken by the professionals involved in power system HiperDia in Natal / RN. The research has developed into a quantitative perspective, with the design of exploratory case study conducted in the health services that integrate the various levels of the organization who are directly involved with the process of system power HiperDia in Natal / RN , represented here by SMS, health districts and the Family Health Units in the period from August to October 2008.Study participants were 110 professionals, including nurses, physicians, operators, administrator and a coordinator. The survey results showed that feeding HiperDia in Natal was maintained mainly by health professionals and operators. Activities include carrying out the state registration, monitoring, and updating of data transfer routines. They report that the difficulties in the process of feeding data are related to the work of teams and / or lack of structure of the Program of Hypertension and Diabetes (HA and DM), the discontinuity of federal investments in improving the HiperDia and lack of training. We can see then that the process of feeding system on Christmas HiperDia therefore is developing the three levels (SMS, districts and health units), however is not matching the expectations established by MS, considering that the gaps the flow of information are undermining the end result of this process

Algoritmo memético com infecção viral: uma aplicação ao problema do caixeiro viajante assimétrico

The Combinatorial Optimization is a basic area to companies who look for competitive advantages in the diverse productive sectors and the Assimetric Travelling Salesman Problem, which one classifies as one of the most important problems of this area, for being a problem of the NP-hard class and for possessing diverse practical applications, has increased interest of researchers in the development of metaheuristics each more efficient to assist in its resolution, as it is the case of Memetic Algorithms, which is a evolutionary algorithms that it is used of the genetic operation in combination with a local search procedure. This work explores the technique of Viral Infection in one Memetic Algorithms where the infection substitutes the mutation operator for obtaining a fast evolution or extinguishing of species (KANOH et al, 1996) providing a form of acceleration and improvement of the solution . For this it developed four variants of Viral Infection applied in the Memetic Algorithms for resolution of the Assimetric Travelling Salesman Problem where the agent and the virus pass for a symbiosis process which favored the attainment of a hybrid evolutionary algorithms and computational viable

Uma Fundamentação Intervalar Aplicada à Morfologia Matemática

This work present a interval approach to deal with images with that contain uncertainties, as well, as treating these uncertainties through morphologic operations. Had been presented two intervals models. For the first, is introduced an algebraic space with three values, that was constructed based in the tri-valorada logic of Lukasiewiecz. With this algebraic structure, the theory of the interval binary images, that extends the classic binary model with the inclusion of the uncertainty information, was introduced. The same one can be applied to represent certain binary images with uncertainty in pixels, that it was originated, for example, during the process of the acquisition of the image. The lattice structure of these images, allow the definition of the morphologic operators, where the uncertainties are treated locally. The second model, extend the classic model to the images in gray levels, where the functions that represent these images are mapping in a finite set of interval values. The algebraic structure belong the complete lattices class, what also it allow the definition of the elementary operators of the mathematical morphology, dilation and erosion for this images. Thus, it is established a interval theory applied to the mathematical morphology to deal with problems of uncertainties in images

Algoritmo Q-learning como estratégia de exploração e/ou explotação para metaheurísticas GRASP e algoritmo genético

Techniques of optimization known as metaheuristics have achieved success in the resolution of many problems classified as NP-Hard. These methods use non deterministic approaches that reach very good solutions which, however, don t guarantee the determination of the global optimum. Beyond the inherent difficulties related to the complexity that characterizes the optimization problems, the metaheuristics still face the dilemma of xploration/exploitation, which consists of choosing between a greedy search and a wider exploration of the solution space. A way to guide such algorithms during the searching of better solutions is supplying them with more knowledge of the problem through the use of a intelligent agent, able to recognize promising regions and also identify when they should diversify the direction of the search. This way, this work proposes the use of Reinforcement Learning technique - Q-learning Algorithm - as exploration/exploitation strategy for the metaheuristics GRASP (Greedy Randomized Adaptive Search Procedure) and Genetic Algorithm. The GRASP metaheuristic uses Q-learning instead of the traditional greedy-random algorithm in the construction phase. This replacement has the purpose of improving the quality of the initial solutions that are used in the local search phase of the GRASP, and also provides for the metaheuristic an adaptive memory mechanism that allows the reuse of good previous decisions and also avoids the repetition of bad decisions. In the Genetic Algorithm, the Q-learning algorithm was used to generate an initial population of high fitness, and after a determined number of generations, where the rate of diversity of the population is less than a certain limit L, it also was applied to supply one of the parents to be used in the genetic crossover operator. Another significant change in the hybrid genetic algorithm is the proposal of a mutually interactive cooperation process between the genetic operators and the Q-learning algorithm. In this interactive/cooperative process, the Q-learning algorithm receives an additional update in the matrix of Q-values based on the current best solution of the Genetic Algorithm. The computational experiments presented in this thesis compares the results obtained with the implementation of traditional versions of GRASP metaheuristic and Genetic Algorithm, with those obtained using the proposed hybrid methods. Both algorithms had been applied successfully to the symmetrical Traveling Salesman Problem, which was modeled as a Markov decision process

Uma arquitetura baseada em agentes para configuração dinâmica de aplicações inteligentes em ambiente foundation fieldbus

The industrial automation is directly linked to the development of information tecnology. Better hardware solutions, as well as improvements in software development methodologies make possible the rapid growth of the productive process control. In this thesis, we propose an architecture that will allow the joining of two technologies in hardware (industrial network) and software field (multiagent systems). The objective of this proposal is to join those technologies in a multiagent architecture to allow control strategies implementations in to field devices. With this, we intend develop an agents architecture to detect and solve problems which may occur in the industrial network environment. Our work ally machine learning with industrial context, become proposed multiagent architecture adaptable to unfamiliar or unexpected production environment. We used neural networks and presented an allocation strategies of these networks in industrial network field devices. With this we intend to improve decision support at plant level and allow operations human intervention independent