Emprego de redes neurais artificiais supervisionadas e não supervisionadas no estudo de parâmetros reológicos de excipientes farmacêuticos sólidos

In this paper artificial neural network (ANN) based on supervised and unsupervised algorithms were investigated for use in the study of rheological parameters of solid pharmaceutical excipients, in order to develop computational tools for manufacturing solid dosage forms. Among four supervised neural networks investigated, the best learning performance was achieved by a feedfoward multilayer perceptron whose architectures was composed by eight neurons in the input layer, sixteen neurons in the hidden layer and one neuron in the output layer. Learning and predictive performance relative to repose angle was poor while to Carr index and Hausner ratio (CI and HR, respectively) showed very good fitting capacity and learning, therefore HR and CI were considered suitable descriptors for the next stage of development of supervised ANNs. Clustering capacity was evaluated for five unsupervised strategies. Network based on purely unsupervised competitive strategies, classic "Winner-Take-All", "Frequency-Sensitive Competitive Learning" and "Rival-Penalize Competitive Learning" (WTA, FSCL and RPCL, respectively) were able to perform clustering from database, however this classification was very poor, showing severe classification errors by grouping data with conflicting properties into the same cluster or even the same neuron. On the other hand it could not be established what was the criteria adopted by the neural network for those clustering. Self-Organizing Maps (SOM) and Neural Gas (NG) networks showed better clustering capacity. Both have recognized the two major groupings of data corresponding to lactose (LAC) and cellulose (CEL). However, SOM showed some errors in classify data from minority excipients, magnesium stearate (EMG) , talc (TLC) and attapulgite (ATP). NG network in turn performed a very consistent classification of data and solve the misclassification of SOM, being the most appropriate network for classifying data of the study. The use of NG network in pharmaceutical technology was still unpublished. NG therefore has great potential for use in the development of software for use in automated classification systems of pharmaceutical powders and as a new tool for mining and clustering data in drug development

Biodigestão anaeróbia dos dejetos de cabritos Saanen alimentados com dietas com diferentes proporções volumoso e concentrado

Avaliaram-se os efeitos da idade do animal e da proporção de volumoso nas dietas sobre a biodigestão anaeróbia dos dejetos de cabritos Saanen. Foram utilizadas as fezes produzidas por cabritos Saanen aos 90, 120 e 150 dias de idade e alimentados com dietas de três relações volumoso:concentrado (80:20, 60:40 e 40:60), representando as dietas 1, 2 e 3, respectivamente. Utilizaram-se biodigestores tipo batelada de bancada com capacidade para 12 litros de substrato em fermentação e 8% de sólidos totais iniciais para determinação das produções e dos potenciais de produção de biogás e metano, da redução de sólidos voláteis e quantificação dos teores de minerais no afluente e efluente. As maiores reduções de sólidos voláteis foram observadas nos substratos preparados com as fezes de cabritos aos 150 dias alimentados com a dieta com relação volumoso:concentrado de 40:60. Os melhores rendimentos de substrato ou fezes foram obtidos com os dejetos dos cabritos de 120 e 150 dias de idade alimentados com a dieta com relação volumoso:concentrado 40:60. As maiores concentrações de minerais nos biodigestores foram observadas para as fezes de cabritos de 150 dias de idade alimentados com a dieta com relação volumoso:concentrado 40:60. A biodigestão anaeróbia é eficiente na remoção de coliformes nos dejetos de caprinos, proporcionando efluentes com no máximo 4,3 × 10² coliformes totais termotolerantes por grama de material.

Biodigestão anaeróbia de dejetos de caprinos obtidos nas diferentes estações do ano

Foram utilizados dejetos produzidos por caprinos, em diferentes estádios fisiológicos e submetidos ao mesmo regime alimentar, nas quatro estações do ano. O objetivo foi avaliar o efeito das estações do ano sobre a digestão anaeróbia de resíduos de caprinos em biodigestores modelo batelada com volume útil de 60 L de substrato em fermentação e mantidos sob temperatura ambiente. Foram avaliadas as produções de biogás, as reduções de sólidos voláteis (SV), os potenciais de produção (m³ de biogás/kg de substrato, de estrume, de sólidos totais (ST) ou sólidos voláteis), os números mais prováveis de coliformes totais e fecais, e a composição do biogás. As reduções de SV foram de 38; 34; 33 e 39% para o verão, outono, inverno e primavera, respectivamente. Os totais de biogás produzidos foram de 1,06 m³ no verão, 0,88 m³ no outono, 0,88 m³ no inverno e 0,99 m³ na primavera, e os potenciais de produção médios foram de 0,02 m³ de biogás/kg de substrato e 0,2 m³ de biogás/kg de estrume para todas as estações. As reduções médias de coliformes totais e fecais foram de 99,99% em todas as estações, e os teores máximos de CH4 no biogás foram 88,3; 84,6; 80,6 e 79,2%, para o verão, outono, inverno e primavera, respectivamente.

Aspectos biológicos de Cycloneda sanguínea (Coleóptera: Coccinellidae) alimentadas con pulgones criados en algodón transgénico Bollgard I

Cycloneda sanguinea is an important biological control agent of aphid cotton. The objective of this study was to evaluate the biological aspects of C. sanguinea fed with nymphs and adults of Aphis gossypii reared in DeltaOPAL and NuOPAL cultivars (Bollgard I). The experiment was conducted in the laboratory under controlled temperature (25 +/- 1 degrees C), humidity (70 +/- 10%) and photophase (12 hours). The experimental design was completely randomized, and treatments aphids fed on the two cultivars, and replicates 40 individuals. Each larva was individually until adult emergence of the predator in Petri dishes of 9 cm in diameter with moistened filter paper. For evaluation of individual adults were five couples newly emerged in plastic pots 12 cm in diameter and 9 cm tall, with filter paper for oviposition. The parameters evaluated were: duration and viability of the larval stage, pupal stage duration and survival, adult longevity, reproductive period, post-reproductive and total number of eggs per female. The duration of the larval stage of C. sanguinea was lower when fed aphids reared on the cultivar NuOPAL, while adult longevity and the reproductive period were higher. The female fertility and egg viability were also lower.

Efeito de diferentes dietas sobre o desenvolvimento pós-embrionário de Chrysoperla defreitasi Brooks (Neuroptera: Chrysopidae)

Avaliou-se o período pós-embrionário do predador Chrysoperla defreitasi Brooks alimentada com ovos de Sitotroga cerealella (Olivier) e Diatraea saccharalis (Fabricius) em condições de laboratório à temperatura de 25±2ºC, UR de 70±10% e fotofase de 14h. Os ovos do crisopídeo foram individualizados em tubos de vidro e, após a eclosão, as larvas foram alimentadas com as respectivas presas e mantidas em sala climatizada, sob condições controladas. O delineamento estatístico utilizado foi inteiramente casualizado com 150 repetições para cada dieta. As durações do 1º, 2º e 3º ínstar e da fase pupal foram, respectivamente, 3,4, 2,7, 3,5 e 11,9 dias para larvas alimentadas com D. saccharalis e 3,6, 2,8, 2,7 e 9,3 dias, quando a dieta oferecida foi ovos de S. cerealella. Larvas de crisopídeos alimentados com ovos de D. saccharalis levaram em média 21,5 dias para completar o desenvolvimento pós-embrionário, com 34,0% de adultos emergidos, enquanto que os alimentados com ovos de S. cerealella levaram 18,4 dias com 55,3% de adultos. Pode-se, pois, constatar que a melhor dieta para o desenvolvimento pós-embrionário de C. defreitasi foram os ovos de S. cerealella, sendo que insetos alimentados com esta dieta apresentaram período mais curto de desenvolvimento, maior viabilidade nos três ínstares larvais e no período pupal, produzindo maior número de adultos.

Aspectos Biológicos dos Estádios Imaturos de Chrysoperla externa (Hagen) e Ceraeochrysa cincta (Schneider) (Neuroptera: Chrysopidae) Alimentados com Ovos e Ninfas de Bemisia tabaci (Gennadius) Biótipo B (Hemiptera: Aleyrodidae)

Foram avaliados os aspectos biológicos dos estádios imaturos de Chrysoperla externa (Hagen) e Ceraeochrysa cincta (Schneider), alimentados com ovos e ninfas de Bemisia tabaci (Genn.) biótipo B. Ovos dos predadores foram individualizados em recipientes de vidro de fundo chato com 2,5 cm de diâmetro e 8,5 cm de altura que foram mantidos à temperatura de 25±2ºC, UR de 70±10% e fotofase de 14h. Após a eclosão das larvas, discos de folhas de tomateiro e de couve com 2 cm de diâmetro, contendo ovos e ninfas de B. tabaci, respectivamente, foram colocados nos recipientes. A duração e a viabilidade de cada ínstar e da fase pupal de ambas as espécies predadoras alimentadas com diferentes estágios da presa foram avaliados. Larvas de primeiro ínstar de C. externa apresentaram desenvolvimento mais lento quando alimentadas com ovos de B. tabaci biotipo B monstrando influência do estágio da presa fornecida no período de desenvolvimento do predador. O mesmo não ocorreu para a espécie C. cincta. O desenvolvimento de larvas de primeiro ínstar de ambas as espécies predadoras foi semelhante quando foram alimentadas com ovos de B. tabaci; porém C. cincta apresentou período de desenvolvimento mais longo (5,4 dias) comparada a C. externa (4,0 dias) quando alimentada com ninfas da presa. Para larvas de segundo e terceiro ínstares e para a duração da fase larval não houve influência do estágio da presa fornecida (ovo ou ninfa) no período de desenvolvimento. A duração do segundo ínstar foi maior para C. cincta do que para C. externa (4,8 e 4,1 dias, respectivamente). Porém a duração do terceiro instar foi maior e da fase larval foi menor para C. externa (6,6 e 15,3 dias, respectivamente) do que para C. cincta (6,4 e 16,7 dias, respectivamente). A viabilidade dos ínstares foi acima de 90% para ambas as espécies. No entanto, menor porcentagem de viabilidade da fase de pupa foi registrada para C. cincta, quando alimentada com ovos (30%) ou ninfas (55,6%).

Biologia de Agistemus brasiliensis Matioli, Ueckermann & Oliveira (Acari: Stigmaeidae) e sua potencialidade de predação sobre Brevipalpus phoenicis (Geijskes) (Acari: Tenuipalpidae)

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

Redução de Bactérias Indicadoras de Poluição Fecal em Estrume de Aves de Postura Tratados por Biodigestão Anaeróbia

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

Dançando com gatos e passáros: O movimento ecossistêmico da ludopoiese na educação infantil

This study shows the movement of educators ludopoiese ecosystem of the Center for Early Childhood Education Marise Paiva-CEIMAP. We used the metaphorof dance as an opportunity to stimulate scientific creativity. Ecosystem Thought, complex thinking, the theory of autopoiesis and Flow Theory, constituted the main theoretical steps to understand the phenomenon of ludopoiese, from the look of your totalidadem with the following objectives: 1 - Identify and interpret the process of self ludopoiética CEIMAP of Early Childhood Educators in the actions of the play, care for and educate in school life; 2 - Analyze Ecosystem Thought from ludopoiéticos how these processes affect and / or possible changes and transformations in practice humanescenteseducational CEIMAP. The theoretical metodógicos steps to address the proposed objectives are grounded in existential action research part of the appreciation of the complexity of the real, considering the human being a whole dynamic. In this sense the game of sand, recreational experiences, the systematic studies and video training were explored with a view to the transdisciplinary relevance of everyday phenomena. New knowledge acquired in accordance with the directions given indicating the movement of the ecosystem studied ludopoiese educators, involved in four main streams: love, play, care for and raise it from love streamline interdependently. The ludopoiese eachteacher would then be fed by this web generated by love that permeates all other educational activities, nurturing and maintaining a constant creative self-organization of knowledge and know-how to be teachers. Thus, every network that generates andstream lines the system emerges ludopoiético biology of love, the open dialogue and playing in the wishing well to the student, the aesthetic beauty of caring and educating, as a human conditionand relevant as possible to live / live not only in teaching children, but in other educational contexts of teaching and teacher education

Reflexões sobre o dito e o feito nas intervenções pedagógicas no Programa Segundo Tempo

Ao longo desta pesquisa, defendemos que projetos sociais como o Programa Segundo Tempo podem ampliar seus objetivos e ações interventivas para além da inclusão social de pessoas excluídas socialmente do acesso a direitos sociais, considerando esses espaços também como promotores de possibilidades educativas. Dialogamos com diversos autores da área da Educação, da Educação Física e das Ciências Sociais, para fortalecer nossos argumentos. Nesse sentido, nossa proposta de pesquisa orientou-se pelo método de pesquisa ação e pelas estratégias e técnicas de pesquisa que o apoiam, desenvolvendo uma proposta de intervenção e acompanhamento sistemático caracterizado basicamente pela realização de seminários e ciclos de observação da prática pedagógica dos monitores e coordenadores de núcleo do PST no convênio da Prefeitura Municipal de Riacho da Cruz, a fim de contribuir para processos de tomada de consciência e mudanças na prática pedagógica que se apresentassem indesejáveis às orientações teóricas e metodológicas do PST. Para tanto, buscamos analisar os problemas da transição das orientações teóricas e metodológicas do PST e contribuir para essa transição por meio de acompanhamento pedagógico sistemático. Partimos de uma questão de estudo que não se encerra em si mesma, mas que foi constantemente alimentada por novas problemáticas e objetivos emergidos do campo empírico durante a pesquisa: quais são os limites e possibilidades encontrados pelos monitores e coordenadores de núcleo do PST para aplicar as orientações teóricas e metodológicas nos núcleos do programa? Os resultados demonstraram que as principais limitações enfrentadas pelos recursos humanos do convênio da Prefeitura Municipal de Riacho da Cruz para aplicar as orientações do PST são: não formação específica na área de Educação Física ou Esporte; experiências de trabalho com o ensino do esporte anteriores ao trabalho no PST, insuficientes ou inexistentes; fragilidades no processo de capacitação segundo modelo do PST que não possibilitaram mais exemplos de experiências para o ensino do esporte nos núcleos; e fragilidades no formato de acompanhamento pouco assíduo realizado pela Equipe Colaboradora. Sobre as possibilidades para superação desse quadro encontramos, justamente na participação e envolvimento do próprio grupo sujeito em tentar minimizar essas limitações, buscando na proposta de acompanhamento pedagógico por seminários e ciclos de observações das atividades desenvolvidas, uma alternativa importante para a resolução das situaçõesproblemas emergidas nesta pesquisa. Desse modo, o sucesso da proposta desenvolvida nos levou a algumas conclusões, dentre as quais está a de que o sucesso do PST não reside somente na cobrança da especificidade da área ou grau de formação dos monitores e coordenadores de núcleo que lidam com o trabalho pedagógico nos núcleos dos convênios, mas na realização de um acompanhamento mais assíduo das Equipes Colaboradoras aos núcleos, que possibilite maiores momentos de troca de experiências entre as Equipes Colaboradoras do PST e o recursos humanos, inclusive considerando as variantes de contexto, estreitando assim a relação teoria e prática no PST. Por fim, reconhecemos as limitações do nosso estudo, o que abre perspectivas para futuras reformulações, mas esperamos contribuir para a interface estabelecida entre as áreas de Educação Física e Ciências Sociais, ampliando os conhecimentos relativos à prática pedagógica em projetos sociais

Dinâmica da Plasticidade Sináptica em neurônios do hipocampo durante ciclos de sono: um estudo computacional

Several research lines show that sleep favors memory consolidation and learning. It has been proposed that the cognitive role of sleep is derived from a global scaling of synaptic weights, able to homeostatically restore the ability to learn new things, erasing memories overnight. This phenomenon is typical of slow-wave sleep (SWS) and characterized by non-Hebbian mechanisms, i.e., mechanisms independent of synchronous neuronal activity. Another view holds that sleep also triggers the specific enhancement of synaptic connections, carrying out the embossing of certain mnemonic traces within a lattice of synaptic weights rescaled each night. Such an embossing is understood as the combination of Hebbian and non-Hebbian mechanisms, capable of increasing and decreasing respectively the synaptic weights in complementary circuits, leading to selective memory improvement and a restructuring of synaptic configuration (SC) that can be crucial for the generation of new behaviors ( insights ). The empirical findings indicate that initiation of Hebbian plasticity during sleep occurs in the transition of the SWS to the stage of rapid eye movement (REM), possibly due to the significant differences between the firing rates regimes of the stages and the up-regulation of factors involved in longterm synaptic plasticity. In this study the theories of homeostasis and embossing were compared using an artificial neural network (ANN) fed with action potentials recorded in the hippocampus of rats during the sleep-wake cycle. In the simulation in which the ANN did not apply the long-term plasticity mechanisms during sleep (SWS-transition REM), the synaptic weights distribution was re-scaled inexorably, for its mean value proportional to the input firing rate, erasing the synaptic weights pattern that had been established initially. In contrast, when the long-term plasticity is modeled during the transition SWSREM, an increase of synaptic weights were observed in the range of initial/low values, redistributing effectively the weights in a way to reinforce a subset of synapses over time. The results suggest that a positive regulation coming from the long-term plasticity can completely change the role of sleep: its absence leads to forgetting; its presence leads to a positive mnemonic change

Antenas de microfita com patch quase-fractal para aplicações em Redes WPAN/WLAN

The microstrip antennas are in constant evidence in current researches due to several advantages that it presents. Fractal geometry coupled with good performance and convenience of the planar structures are an excellent combination for design and analysis of structures with ever smaller features and multi-resonant and broadband. This geometry has been applied in such patch microstrip antennas to reduce its size and highlight its multi-band behavior. Compared with the conventional microstrip antennas, the quasifractal patch antennas have lower frequencies of resonance, enabling the manufacture of more compact antennas. The aim of this work is the design of quasi-fractal patch antennas through the use of Koch and Minkowski fractal curves applied to radiating and nonradiating antenna s edges of conventional rectangular patch fed by microstrip inset-fed line, initially designed for the frequency of 2.45 GHz. The inset-fed technique is investigated for the impedance matching of fractal antennas, which are fed through lines of microstrip. The efficiency of this technique is investigated experimentally and compared with simulations carried out by commercial software Ansoft Designer used for precise analysis of the electromagnetic behavior of antennas by the method of moments and the neural model proposed. In this dissertation a study of literature on theory of microstrip antennas is done, the same study is performed on the fractal geometry, giving more emphasis to its various forms, techniques for generation of fractals and its applicability. This work also presents a study on artificial neural networks, showing the types/architecture of networks used and their characteristics as well as the training algorithms that were used for their implementation. The equations of settings of the parameters for networks used in this study were derived from the gradient method. It will also be carried out research with emphasis on miniaturization of the proposed new structures, showing how an antenna designed with contours fractals is capable of a miniaturized antenna conventional rectangular patch. The study also consists of a modeling through artificial neural networks of the various parameters of the electromagnetic near-fractal antennas. The presented results demonstrate the excellent capacity of modeling techniques for neural microstrip antennas and all algorithms used in this work in achieving the proposed models were implemented in commercial software simulation of Matlab 7. In order to validate the results, several prototypes of antennas were built, measured on a vector network analyzer and simulated in software for comparison

Medição da densidade óssea através de ondas eletromagnéticas e classificação por MVS

This work holds the purpose of presenting an auxiliary way of bone density measurement through the attenuation of electromagnetic waves. In order to do so, an arrangement of two microstrip antennas with rectangular configuration has been used, operating in a frequency of 2,49 GHz, and fed by a microstrip line on a substrate of fiberglass with permissiveness of 4.4 and height of 0,9 cm. Simulations were done with silica, bone meal, silica and gypsum blocks samples to prove the variation on the attenuation level of different combinations. Because of their good reproduction of the human beings anomaly aspects, samples of bovine bone were used. They were subjected to weighing, measurement and microwave radiation. The samples had their masses altered after mischaracterization and the process was repeated. The obtained data were inserted in a neural network and its training was proceeded with the best results gathered by correct classification on 100% of the samples. It comes to the conclusion that through only one non-ionizing wave in the 2,49 GHz zone it is possible to evaluate the attenuation level in the bone tissue, and that with the appliance of neural network fed with obtained characteristics in the experiment it is possible to classify a sample as having low or high bone density

Extração do óleo e caracterização dos resíduos da borra de petróleo para fins de reuso

The petroleum industry, in consequence of an intense activity of exploration and production, is responsible by great part of the generation of residues, which are considered toxic and pollutants to the environment. Among these, the oil sludge is found produced during the production, transportation and refine phases. This work had the purpose to develop a process to recovery the oil present in oil sludge, in order to use the recovered oil as fuel or return it to the refining plant. From the preliminary tests, were identified the most important independent variables, like: temperature, contact time, solvents and acid volumes. Initially, a series of parameters to characterize the oil sludge was determined to characterize its. A special extractor was projected to work with oily waste. Two experimental designs were applied: fractional factorial and Doehlert. The tests were carried out in batch process to the conditions of the experimental designs applied. The efficiency obtained in the oil extraction process was 70%, in average. Oil sludge is composed of 36,2% of oil, 16,8% of ash, 40% of water and 7% of volatile constituents. However, the statistical analysis showed that the quadratic model was not well fitted to the process with a relative low determination coefficient (60,6%). This occurred due to the complexity of the oil sludge. To obtain a model able to represent the experiments, the mathematical model was used, the so called artificial neural networks (RNA), which was generated, initially, with 2, 4, 5, 6, 7 and 8 neurons in the hidden layer, 64 experimental results and 10000 presentations (interactions). Lesser dispersions were verified between the experimental and calculated values using 4 neurons, regarding the proportion of experimental points and estimated parameters. The analysis of the average deviations of the test divided by the respective training showed up that 2150 presentations resulted in the best value parameters. For the new model, the determination coefficient was 87,5%, which is quite satisfactory for the studied system

Desenvolvimento de um destilador solar para tratamento de águas de produção de petróleo com vistas a sua utilização na agricultura e geração de vapor

The production of petroleum is frequently accomplished with great volumes of water, that it is carried of the underground with the oil. It is a challenge of the present century the development of technologies that allow the use of waste water for purposes that consume great amounts of water and don't demand as rigid as the one of the drinking water requirements. The solar distillation has been configuring as an alternative of clean technology for desalination of brine and saline. Besides causing the minimum possible damage to the environment, it takes advantage of an abundant and free energy source: the solar energy. That study aims to develop a Solar Distillator for treatment of the produced water of the oil wells, to obtain an efluent to use in agriculture and vapor generation. The methodology for collection, conservation and analysis of the physical-chemical parameters obeyed the norms in APHA (1995). The sampling was of the composed type. Experiments were accomplished in the solar distillation pilot and simulation in thermostatic bathing. The operation was in batch system and for periods of 4, 6 and 12 h. The developed Distillator is of the type simple effect of two waters. It was still tested two inclination angles for covering; 20º and 45º. The Distillator presented minimum of 2,85 L/m2d revenues and maximum of 7,14 L/m2d. The removals of salts were great than 98%. The removal of TOC in the simulation was great than 90%. In agreement with the data of energy and mass balance, it was verified that the developed solar Distillator presented compatible revenues with those found in literature for similar types. It can be inferred that the obtained distilled water assists to the requirements CONAMA in almost all the points and could be used for irrigation of cultures such as cotton and mamona. As the distilled water has characteristics of fresh water it can be used in the generation of vapor