910 resultados para Multi-modal information processing
Resumo:
A personal account of the establishment of luminescent PET (photoinduced electron transfer) sensing and its development into molecular logic is given. Several applications of these two research areas, e.g. blood electrolyte diagnostics, ‘lab-on-amolecule’ systems and molecular computational identification (MCID) are illustrated.
Resumo:
Gait period estimation is an important step in the gait recognition framework. In this paper, we propose a new gait cycle detection method based on the angles of extreme points of both legs. In addition to that, to further improve the estimation of the gait period, the proposed algorithm divides the gait sequence into sections before identifying the maximum values. The proposed algorithm is scale invariant and less dependent on the silhouette shape. The performance of the proposed method was evaluated using the OU-ISIR speed variation gait database. The experimental results show that the proposed method achieved 90.2% gait recognition accuracy and outperforms previous methods found in the literature with the second best only achieved 67.65% accuracy.
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This paper proposes a novel method of detecting packed executable files using steganalysis, primarily targeting the detection of obfuscated malware through packing. Considering that over 80% of malware in the wild is packed, detection accuracy and low false negative rates are important properties of malware detection methods. Experimental results outlined in this paper reveal that the proposed approach achieving an overall detection accuracy of greater than 99%, a false negative rate of 1% and a false positive rate of 0%.
Resumo:
An outlier removal based data cleaning technique is proposed to
clean manually pre-segmented human skin data in colour images.
The 3-dimensional colour data is projected onto three 2-dimensional
planes, from which outliers are removed. The cleaned 2 dimensional
data projections are merged to yield a 3D clean RGB data. This data
is finally used to build a look up table and a single Gaussian classifier
for the purpose of human skin detection in colour images.
Resumo:
The upcoming IEEE 802.11ac standard boosts the throughput of previous IEEE 802.11n by adding wider 80 MHz and 160 MHz channels with up to 8 antennas (versus 40 MHz channel and 4 antennas in 802.11n). This necessitates new 1-8 stream 256/512-point Fast Fourier Transform (FFT) / inverse FFT (IFFT) processing with 80/160 MSample/s throughput. Although there are abundant related work, they all fail to meet the requirements of IEEE 802.11ac FFT/IFFT on point size, throughput and multiple data streams at the same time. This paper proposes the first software defined FFT/IFFT architecture as a solution. By making use of a customised soft stream processor on FPGA, we show how a software defined FFT architecture can meet all the requirements of IEEE 802.11ac with low cost and high resource efficiency. When compared with dedicated Xilinx FFT core, our implementation exhibits only one third of the resources also up to three times of resource efficiency.
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We present a method for learning Bayesian networks from data sets containing thousands of variables without the need for structure constraints. Our approach is made of two parts. The first is a novel algorithm that effectively explores the space of possible parent sets of a node. It guides the exploration towards the most promising parent sets on the basis of an approximated score function that is computed in constant time. The second part is an improvement of an existing ordering-based algorithm for structure optimization. The new algorithm provably achieves a higher score compared to its original formulation. Our novel approach consistently outperforms the state of the art on very large data sets.
Laser-driven x-ray and neutron source development for industrial applications of plasma accelerators
Resumo:
Pulsed beams of energetic x-rays and neutrons from intense laser interactions with solid foils are promising for applications where bright, small emission area sources, capable of multi-modal delivery are ideal. Possible end users of laser-driven multi-modal sources are those requiring advanced non-destructive inspection techniques in industry sectors of high value commerce such as aerospace, nuclear and advanced manufacturing. We report on experimental work that demonstrates multi-modal operation of high power laser-solid interactions for neutron and x-ray beam generation. Measurements and Monte Carlo radiation transport simulations show that neutron yield is increased by a factor ∼2 when a 1 mm copper foil is placed behind a 2 mm lithium foil, compared to using a 2 cm block of lithium only. We explore x-ray generation with a 10 picosecond drive pulse in order to tailor the spectral content for radiography with medium density alloy metals. The impact of using >1 ps pulse duration on laser-accelerated electron beam generation and transport is discussed alongside the optimisation of subsequent bremsstrahlung emission in thin, high atomic number target foils. X-ray spectra are deconvolved from spectrometer measurements and simulation data generated using the GEANT4 Monte Carlo code. We also demonstrate the unique capability of laser-driven x-rays in being able to deliver single pulse high spatial resolution projection imaging of thick metallic objects. Active detector radiographic imaging of industrially relevant sample objects with a 10 ps drive pulse is presented for the first time, demonstrating that features of 200 μm size are resolved when projected at high magnification.
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OBJECTIVE: To determine whether an elevated fetal umbilical artery Doppler (UAD) pulsatility index (PI) at 28 weeks' gestation, in the absence of fetal growth restriction (FGR) and prematurity, is associated with adverse neurocognitive outcome in children aged 12 years.
METHODS: Prospective cohort study, comparing children with a normal fetal UAD PI (<90th centile) (n=110) and those with an elevated PI (≥90th centile) (n=40). UAD was performed at 28, 32 and 34 weeks gestation. At 12 years of age, all children were assessed under standardised conditions at Queen's University, Belfast, UK to determine cognitive and behavioural outcomes using the British Ability Score-II and Achenbach Child Behavioural Checklist Parent Rated Version under standardised conditions. Regression analysis was performed, controlling for confounders such as gender, socioeconomic status and age at assessment.
RESULTS: The mean age of follow-up was 12.4 years (±0.5 SD) with 44% of children male (n=63). When UAD was assessed at 28 weeks, the elevated fetal UAD group had lower scores in cognitive assessments of information processing and memory. Parameters included (1) recall of objects immediate verbal (p=0.002), (2) delayed verbal (p=0.008) and (3) recall of objects immediate spatial (p=0.0016). There were no significant differences between the Doppler groups at 32 or 34 weeks' gestation.
CONCLUSIONS: An elevated UAD PI at 28 weeks' gestation in the absence of FGR or prematurity is associated with lower scores of declarative memory in children aged 12 years. A potential explanation for this is an element of placental insufficiency in the presence of the appropriately grown fetus, which affects the development of the fetal hippocampus and information processing and memory long-term. These findings, however, had no impact on overall academic ability, mental processing and reasoning or overall behavioural function.
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Objetivo: Estudar os níveis de atividade física e a aptidão física funcional de pessoas idosas com défice cognitivo. Pretendemos também estudar a velocidade de processamento da informação deste grupo de pessoas. Método: Participaram no estudo 81 pessoas idosas (82.9 7.8 anos ) institucionalizadas, de ambos os sexos, sendo que 53 pessoas tinham défice cognitivo. Os dados da atividade física foram recolhidos através da acelerometria onde foi pedido a cada participante que usasse o aparelho durante 500 minutos diários, no mínimo 3 dias. Para avaliação da atividade física funcional foi utilizado a Berg Balance Scale, o Functional Reach Test e alguns testes do Senior Fitness Test. Foi ainda avaliado o tempo de reação simples. Resultados: Os participantes não cumprem com as recomendações diárias de atividade física e apresentam um comportamento sedentário muito elevado. As pessoas idosas sem défice cognitivo apresentam melhor velocidade de processamento da informação e melhores níveis de aptidão física funcional. A maioria das variáveis da aptidão física funcional correlaciona-se positivamente com a quantidade de atividade física realizada. Conclusões: Os níveis de atividade física e de aptidão física funcional, bem como a velocidade de processamento da informação são bastante baixos nas pessoas institucionalizadas com défice cognitivo; Physical activity and functional fitness in older adults with mild cognitive impairment Abstract: Objective: Study the physical activities levels and functional fitness in older adults with mild cognitive impairment. We also intend to study the processing speed from this group. Method: Eighty two nursing home residents (82.9 7.8 years), both genders, have participated in this study. Fifty three older adults had mild cognitive impairment. The data about physical activity were collected through accelerometer where it was established that each participant would have to use at least 500 minutes a day the unit for at least 3 days. Functional fitness was evaluated by Berg Balance Scale, Functional Reach Test and some test of Senior Fitness Test. It was further evaluated simple reaction time Results: The sample of this study doesn’t accomplish the recommended standars for physical activity and they have a very high sedentary behavior. Older adults without mild cognitve impariment showed to have better results ininformation processing speed and functional fitness. Most variables of functional fitness is related positively with the amount of physical activity performed. Conclusions: The functional fitness, physical activity levels and information processing speed are too low in all nursing home residente with mild cognitive impairment.
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A prestação de cuidados de saúde coloca os novos enfermeiros face a situações complexas que exigem a mobilização de um conjunto de saberes próprios a fim de poderem responder de modo eficaz à diversidade, imprevisibilidade e singularidade de cada situação da prática clínica. Os ensinos clínicos são momentos determinantes na formação dos enfermeiros, pois são simultaneamente momentos de transformação de saberes, de aquisição da profissionalidade e de desenvolvimento de perfis de competências. Estas três dimensões fomentam a consciencialização do estudante para assumir novos papéis, através do confronto com situações concretas de saúde e de doença. É também neste confronto com as situações reais que surgem conflitos que envolvem valores, atitudes e emoções. Trata-se de momentos difíceis, geradores de stress, mas de importância fundamental para o desenvolvimento do processo de pensamento e construção do juízo ético. Analisar o processo global de construção do pensamento ético como sistema de desenvolvimento humano nos estudantes de enfermagem, contribuindo para a construção de saberes dirigidos para as estratégias que poderão influenciar a aprendizagem da ética no contexto da formação inicial dos enfermeiros, foi a nossa principal preocupação. Realizamos um estudo etnográfico, tipo estudo de caso, inserido numa metodologia multimétodo (quantitativa e qualitativa), na Escola Superior de Enfermagem do Porto. A investigação decorreu em três tempos distintos. Num primeiro momento, foi identificada a orientação moral dos estudantes através da aplicação de um questionário (EPQ); num segundo tempo, foi efectuada uma observação participante no sentido de identificar as formas de pensamento dos estudantes e os factores que as influenciaram ou dificultaram; num terceiro momento, foram realizadas entrevistas de forma a clarificar e aprofundar as informações recolhidas. No tratamento da informação emergiram seis dimensões de análise (contexto da prática, trajectórias da aprendizagem, influência dos modelos da prática, dinâmicas de tutoria - supervisão - e desafios de ordem ética) que nos permitiram compreender a natureza das situações éticas e os padrões de resposta dos estudantes face a essas situações, a influência do ensino da ética e também os factores influenciadores das formas de pensamento ético. A análise dos resultados revelou que, ao longo do curso de enfermagem, os estudantes desenvolvem o seu pensamento ético numa interacção recíproca de si próprios como pessoas activas (estudante) e o ambiente (contexto), onde se encontram em permanente crescimento (desenvolvimento humano), sendo que o ambiente se encontra também em constante transformação. Isto ocorre num movimento crescente, que se inicia com o “aprender a pensar” através do conhecimento acumulado (saber teórico) que lhes permite desenvolver uma actuação através do “aprender fazendo” (saber prático) de modo a atingirem com sucesso a transição para o mundo do trabalho. Tal como qualquer outro processo, o desenvolvimento do pensamento acontece em paralelo com a construção da aprendizagem, segundo etapas ou fases, que caracterizamos como: maturação, consolidação e autonomização. Ao longo do trabalho foram identificados aspectos fundamentais que carecem de reflexão e mudança nos contextos da formação inicial dos enfermeiros, cuja influência é preponderante no desenvolvimento do pensamento ético, dos quais salientamos: a nível da formação (contextos de ensino, processos supervisivos e formação de supervisores) e a nível do currículo (Plano de Estudos).