73 resultados para Aprendizado de máquinas


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Pressure drop and energy efficiency of compressors in chemical plants are the focus of this study. Its objective is an analysis of possible sources of energy loss through the study of pressure loss in pipes, calculation of thermodynamic efficiency of the compressors. Important issues are raised for this analysis such as the types of compressors, the operating range of each compressor, compression types, as well as a study of accessories such as filters and valves. After studying these issues was carried out calculations of pressure drop step-bystep and with a software WIPCD. Followed by the calculation of efficiency of compressors and monthly energy cost of each compressor in operation. Finally, the study shows some suggestions for immediate improvements, changes and suggestions for possible future purchases of compressors

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A etologia é um ramo da zoologia que estuda o comportamento animal, que em linhas gerais, trata-se da reação do animal a estímulos tanto internos como externos. Esse comportamento pode ser oriundo de um padrão pré-estabelecido na espécie, sendo inato, classificado como um “padrão fixo de ação” (P.F.A.) ou pode ser um conjunto de respostas adquiridas. Nesse caso, trata-se de um comportamento aprendido ao longo da vida do animal, por conta própria ou transmitido de indivíduo para indivíduo, diante das experiências e interações com o ambiente. Uma das definições consiste na mudança adaptativa do comportamento manifestada após experiências adquiridas. Existem várias formas pelas quais os animais podem aprender, como por exemplo, imitação, “insight”, tentativa de acerto e erro. Diante do exposto, o trabalho focará na aprendizagem do grupo de primatas classificado como os grandes símios: Orangotangos, Gorilas, Chipanzés e Bonobos. O objetivo é fazer um levantamento dos tipos de estudo existentes que buscaram ampliar o conhecimento acerca desse tipo de comportamento dos grandes símios: aprendizagem. Abordadas algumas ferramentas e a forma como são utilizadas. Será feito também um breve relato sobre a possível existência de cultura entre os grandes símios, além de aplicações atuais e práticas dos conhecimentos adquiridos ao longo dos anos

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Continuous improvement of industrial processes is one way to become companies more competitive in the market. For this, a fairly widespread use is the methodology of lean production systems, by eliminating waste. One of the tools of these systems is the method of rapid exchange of die or also called SMED, which will be applied in this study. The study aims to develop proposals for reducing the time of set up of two machines in two machining lines, watching also the ergonomics and safety conditions in this operations. The set up time reduction is justified among others, due to increase the machine productivity. In applying the connecting rod machining line, there were two types of exchange. Reductions in time to set up proposals reached values of 47% to one of them, and 55% to the other. It is important to underline that to reach this result, there was no need for large investments. In the application in block machining line, was developed an improvement in the ergonomic area. It was placed a pulley block that came to increase the time of tool change. Aiming to improve the security of the exchange, without productivity loss, the method was applied to reduce this time. It was developed two proposals.: the first would reduce that time by 19%, and does not require many resources of the company. The second involves the parallelization of the exchange, so that the reduction is 48%. However, this proposal requires one more manpower at the time of exchange and it is not always possible

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

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This paper addresses the single stage lot-sizing problem in parallel machines. Each item can be produced on any machine, and incurs a setup time before to start the production. The objective of this paper is to obtain lower bounds of good quality for this problem. A solution method is developed based on a reformulation of the problem and the Lagrangian relaxation of a set of constraints. Some computational results are presented comparing the proposed method with a method from the literature and with a computational package.

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This paper analyzes voicing occurrences on the coda of Portuguese and English words pronounced by Brazilian speakers. The aim of this kind of analysis is to describe how voicing occurrences affect the realization and perception of foreign words. It was noted that there is a recurrence on the use of unvoiced coda in Portuguese, which was assumed to happen also in English when Brazilian Portuguese speakers uses it as a second language. The recordings were analyzed through Praat, software that generates waveforms and spectrograms, allowing segments to be divided and phonetically transcribed. The analysis proved the assumption to be true, concluding that speakers who had their speeches recorded produced unvoiced codas in fact. Conclusions concerning this take into consideration that, considering how minimal pairs in English can be produced based on coda voicing, there is a possible communication difficulty Brazilians may face due to this fact. But it goes by unnoticed, because this process sounds so natural it hardly is taken as a problem source

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A predição da resposta do tumor a radioterapia e a questão mais importante durante o tratamento de pacientes com câncer. Como consequência, a predição de genes que sejam responsivos a radiação ionizante e uma possibilidade para a melhoria dos resultados clínicos e a otimização das doses as quais os pacientes são submetidos ao longo do tratamento. Juntamente com esses dados, é possível obter respostas sobre os mecanismos de resistência a radiação dos tumores e até mesmo a identificação de biomarcadores responsáveis pela resistência a radiação ionizante que podem ser potenciais para o desenvolvimento de novas drogas visando a proteção de tecidos saudáveis. A determinação experimental dos genes que sejam responsivos à radiação ionizante é algo caro e que demanda muito tempo e trabalho; porém, se utilizarmos uma forma computacional de direcionar os estudos experimentais diretamente aos genes que têm mais potencial para serem responsivos à radiação ionizante, as pesquisas podem ser mais direcionadas e específicas. Para determinar essa característica, construímos, analisamos e determinamos os dados da topologia da rede integrada de interações moleculares entre genes humanos, contendo interações físicas entre proteínas, interações metabólicas e interações de regulação transcricional. Os dados topológicos foram utilizados como atributos de treinamento para o aprendizado de máquina, no qual os genes conhecidamente responsivos à radiação ionizante foram apresentados a um algoritmo de árvore de decisão que gerou modelos de predição com índices de sensibilidade e precisão de 5% e 72%, respectivamente. Os índices de acerto obtidos para os conjuntos de teste foram satisfatórios, retornando 91% dos genes conhecidos como responsiveis à radiação ionizante utilizados para o treinamento da árvore de decisão. Nós aplicamos o modelo de predição na rede integrada e atribuímos probabilidades ...

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Pós-graduação em Agronomia (Ciência do Solo) - FCAV

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Pós-graduação em Agronomia (Ciência do Solo) - FCAV

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After years of stagnation, the naval construction industry in Brazil has been experiencing a period of recovery caused by investments in the oil and gas sector and the implementation of governmental programs that aimed to regenerate it. However, efforts in learning and innovations are needed in order to reinsert the country in this activity and achieve international levels of competitiveness. Based on literature about learning processes and continuous improvement practices and their impact in the innovative and productive processes, this paper aims to identify the main tendencies, mechanisms and procedures to improve the construction and management processes in the Brazilian naval construction industry. The methodology used for the data analysis classifies obtained information from magazines and annals of congresses of the sector, according to the established analysis categories (phenomena). Such categories study information related to the productive and technological processes of the industry, the main internal and external relations of the industrial park, the management of resources and processes, policies, investments, etc. The data was collected in the period 2004-2010, and more than 500 registers that show a dominance of the investment phenomenon, especially in the increase of productive capacity, were catalogued. In addition to this, there is evidence of modernization in the manufacturing plan and the equipment, diverse forms of cooperation, implementation of human resources management practices and engineering or processes and products. Hence, a process of catching up governs and is guided by modernization and increase training in this industry.

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In universities, in any type of faculty or research institute, it is possible to observe innumerable informatics applications: database management, organization of catalogues, expediting diagnoses and many other applications. Within this context, distance learning could facilitate the learning of various professions. Distance education is the process of teaching-learning and the professional has to be prepared to deal with the new tools that are made available, using them to his/her benefit, and consequently in his/her professional capacity, to guarantee greater productivity and interaction with the various spheres in the work field. Methods: The aim of this research is to develop a course on the use of the Dentistry software application EasyDental, using the teaching at a distance methodology by means of the Moodle platform. The proposed course was composed of 14 modules, in order to enable a progressive and a rational learning. Conclusion: It could be concluded that this platform allowed the preparation of the proposed distance course, in a practical and versatile manner, considering the resources and activities it has. However, to use this platform, one must have dominion of the basic concepts of informatics, and the tools of the Moodle platform.

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In this paper we discuss the various ways of fighting for freedom developed mainly by women during the final period of slavery in the region of Campinas, State of Sao Paulo.

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The enrollments in technical courses outgrew beyond 70% between 2002 and 2010. It has made fundamental to look after this educational segment because of the changes in the job market, associated with the promulgation of the Law #11.741, witch disentails the High Scholl from the Professional Education, points out to some better understanding of this population. This study intended to trace the profile of this student. The socioeconomic criteria by Abipeme (Brazilian Association of Market Research Institutes) was used, and the most important item was age, with a result higher than expected to this educational phase, about 24 years old. The respondents characterized themselves as pertaining to B and C economical classes.

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