Estudo avaliativo de um algoritmo genético auto-organizável e multiobjetivo utilizando aprendizado de máquina para aplicações de telecomunicações

This paper presents an evaluative study about the effects of using a machine learning technique on the main features of a self-organizing and multiobjective genetic algorithm (GA). A typical GA can be seen as a search technique which is usually applied in problems involving no polynomial complexity. Originally, these algorithms were designed to create methods that seek acceptable solutions to problems where the global optimum is inaccessible or difficult to obtain. At first, the GAs considered only one evaluation function and a single objective optimization. Today, however, implementations that consider several optimization objectives simultaneously (multiobjective algorithms) are common, besides allowing the change of many components of the algorithm dynamically (self-organizing algorithms). At the same time, they are also common combinations of GAs with machine learning techniques to improve some of its characteristics of performance and use. In this work, a GA with a machine learning technique was analyzed and applied in a antenna design. We used a variant of bicubic interpolation technique, called 2D Spline, as machine learning technique to estimate the behavior of a dynamic fitness function, based on the knowledge obtained from a set of laboratory experiments. This fitness function is also called evaluation function and, it is responsible for determining the fitness degree of a candidate solution (individual), in relation to others in the same population. The algorithm can be applied in many areas, including in the field of telecommunications, as projects of antennas and frequency selective surfaces. In this particular work, the presented algorithm was developed to optimize the design of a microstrip antenna, usually used in wireless communication systems for application in Ultra-Wideband (UWB). The algorithm allowed the optimization of two variables of geometry antenna - the length (Ls) and width (Ws) a slit in the ground plane with respect to three objectives: radiated signal bandwidth, return loss and central frequency deviation. These two dimensions (Ws and Ls) are used as variables in three different interpolation functions, one Spline for each optimization objective, to compose a multiobjective and aggregate fitness function. The final result proposed by the algorithm was compared with the simulation program result and the measured result of a physical prototype of the antenna built in the laboratory. In the present study, the algorithm was analyzed with respect to their success degree in relation to four important characteristics of a self-organizing multiobjective GA: performance, flexibility, scalability and accuracy. At the end of the study, it was observed a time increase in algorithm execution in comparison to a common GA, due to the time required for the machine learning process. On the plus side, we notice a sensitive gain with respect to flexibility and accuracy of results, and a prosperous path that indicates directions to the algorithm to allow the optimization problems with "η" variables

Avaliação do desenvolvimento sustentável na bacia hidrográfica do Rio Seridó em face das políticas públicas e da gestão dos recursos hídricos

The reality of water resources management in semiarid regions, such as the Seridó region, has been shaped by a complex chain involving social-cultural, political, economic and environmental aspects, covering different spheres of activity - from local to federal. Because water is a scarce element, the most rational way pointed out by our recent history has been to move towards an increasing emphasis on the need for a truly rational, integrated, sustainable and participatory water resources management, supported by legislation and by a network of institutions that could materialize it. In this sense, despite all the advances in the formulation of public policies in water resources, which ones have indeed lead to significant changes that have occurred or are underway in semiarid regions such as Seridó? What factors may be preventing the realization of the desires rationality embedded in the framers of water policies intents? How to properly manage water resources if the current actors who promote their management and the political, human, cultural and institutional processes that intervene in this management, show strong traces of unsustainability? The research methodology adopted in this paper led to a breakdown of the traditional approach to water resource management, to integrate it into other areas of knowledge, especially to political science and public administration, catalyzed by the concept of "sustainable development". From a broad, interdisciplinary literature review, an exhaustive characterization of the river basin Seridó, a set of interviews with key people in the public administration acting in the region, a series of diagnoses and a set of propositions were made in order to correct the direction of current public policies for the region. From the point of view of public policies, it is in the deployment phase, not in its formulation, which lies a major problem of the lack of significant progress in water management. The lack of coordination between government programs are well characterized, as well as the lack of efficiency and effectiveness of their actions. The causes of this secular model are also discussed, including political factors and social relations of production, which led to a stalemate difficult, but of possible solution. It can be perceived there is a scenario of progressive deterioration of natural resources of the fragile ecosystem and a network of environmental and social consequences difficult to reverse, the result of a persistent and inertial sociopolitical culture, whose main factors reinforce itself. The work leads towards a characterization of the water resources management also from the perspective of environmental, institutional, political and human sustainability , the latter being identified, particularly as investment in the development of people as autonomous beings - not based in ideological directives of any kind - in the emancipation of the traditional figure of the poor man of the hinterland" to the "catalyst for change" responsible for their own decisions or omissions, based upon an education for free-thinking that brings each one as co-responsible epicenter of (self-) sustainable changes in their midst

Políticas públicas para a terceira idade: uma avaliação do Programa Idoso Cidadão da Prefeitura Municipal de Mossoró/RN

Nos últimos anos, o tema velhice tem despertado mais a atenção de diversos setores da sociedade. O resultado disso é o aumento de reportagens, artigos, monografias, dissertações e teses sobre ele.O Brasil está caminhando para se tornar a sexta população de idosos no mundo, fruto do grande avanço tecnológico, intensificado na segunda metade do século XX, facilitando as conquistas da medicina, da saúde e da genética. Vale salientar que essa problemática está inserida em um contexto social, político e econômico específico, que é o da resignificação do poder local. É nessa conjuntura que situamos o presente trabalho, que é um estudo sobre a avaliação de políticas públicas. Nesse sentido, procuramos analisar a efetividade do Programa Idoso Cidadão, da Prefeitura Municipal de Mossoró. O quadro de referência teórico-metodológico situa-se na revisão da literatura sobre terceira idade, poder local e avaliação de políticas públicas, observação assistemática; e entrevista semi-estruturada com os gestores, os profissionais envolvidos e particularmente com os usuários do Programa, tendo como meta averiguar como esses agentes percebem a implementação e os resultados do Programa. Com este tratamento conceitual foi possível apreender as condições em que se deu o estudo sobre a efetividade do referido programa para o processo de inclusão dos idosos na sociedade. O Programa Idoso Cidadão é, sem dúvida, um avanço no trabalho com os idosos e na inclusão destes na sociedade. É um espaço para a construção da cidadania, embora apresente muitas limitações, principalmente na área física e no quadro profissional. Constatou-se que, de modo geral, o Programa atende às necessidades básicas de sua clientela. Portanto podemos dizer que a avaliação da efetividade dessa política de atendimento ao idoso se mostrou eficaz, uma vez que podemos perceber o quanto o programa é importante para a vida de seus usuários, promovendo a elevação de sua auto-estima e de sua aceitação como categoria social

Avaliação da qualidade da água e autodepuração do ribeirão do meio, Leme (SP)

This investigation utilized hydrochemical relations to evaluate possible anthropogenic inputs at Meio Stream, São Paulo State. Realized three sampling of water during the months of February, April and July/2005, in five sampling points analyzing: discharge, temperature, turbidity, pH, electrical conductivity (EC), dissolved oxygen ( DO), TDS (total dissolved solids), TSS (total suspended solids), Ca(2+), Mg(2+), Na(+), K(+), HCO(3)(-), Cl(-), SO(4)(2-), PO(4)(3-) and NO(3)(-). The characteristics of water close to spring until Leme city allow concluding that there is a small interference in its quality, however the absence of treatment of domestic wastewater at Leme city reduced its quality. It was applied the QUAL 2K modeling to evaluate the Meio Stream auto-purification identified the auto-purification zones and indicated the necessity of secondary wastewater treatment, with 76% of efficiency.

Avaliação das alterações em polpa de manga 'Tommy-Atkins' congeladas

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

Avaliação de cargas difusas e simulação de autodepuração no Córrego da Água Branca, Itirapina (SP)

According to CONAMA Resolution No. 357, the Água Branca Creek is framed in Class 2 and along its course the characteristics should be consistent with this class. Evaluation of diffuse loads and simulation of auto-purification in the Água Branca Creek allowed evaluating the alterations in the quality of the freshwater. The major contribution of diffuse loads in the basin of the White Water Creek is related to agriculture. The QUAL2K modeling identified the autopurification zones at Água Branca Creek and indicated the necessity BDO removal of 75%.

Avaliação da intervenção psicoterapêutica de modelo analitico em crianças e adolescentes com doenças onco-hematológicas

Pós-graduação em Pesquisa e Desenvolvimento (Biotecnologia Médica) - FMB

Comparacão entre polímeros de mamona(Ricinus communis)e auto-enxerto ósseo esponjoso no tratamento de defeito ósseo segmentar induzido no rádio de coelhos

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Avaliação e intervenção psicossocial e nutricional com crianças em condição de sobrepeso e obesidade

Pós-graduação em Psicologia do Desenvolvimento e Aprendizagem - FC

Resistência adesiva de bráquetes ortodônticos colados com sistemas adesivos convencionais e auto-condicionantes ao esmalte bovino após ciclos térmicos e termomecânicos

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Avaliação da microinfiltração marginal e da resistência adesiva em dentes restaurados com inlays de resina composta. Efeito da hibridização imediata do preparo cavitário

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Avaliação in vitro da microinfiltração marginal em restaurações indiretas inlay de porcelana. Efeito de diferentes agentes cimentantes

Pós-graduação em Ciências Odontológicas - FOAR

Preparação e caracterização de blendas de poliuretano derivado do óleo de mamona e poli (o-metoxianilina) e sua avaliação como sensor

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Avaliação da gestão de áreas contaminadas de uma unidade industrial, localizada no município de Cubatão, São Paulo

Pós-graduação em Geociências e Meio Ambiente - IGCE

Avaliação do nível de maturidade de empresas automotivas

Pós-graduação em Engenharia Mecânica - FEG