965 resultados para Boolean Functions, Nonlinearity, Evolutionary Computation, Equivalence Classes


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The Lanczos algorithm is appreciated in many situations due to its speed. and economy of storage. However, the advantage that the Lanczos basis vectors need not be kept is lost when the algorithm is used to compute the action of a matrix function on a vector. Either the basis vectors need to be kept, or the Lanczos process needs to be applied twice. In this study we describe an augmented Lanczos algorithm to compute a dot product relative to a function of a large sparse symmetric matrix, without keeping the basis vectors.

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Recent work by Siegelmann has shown that the computational power of recurrent neural networks matches that of Turing Machines. One important implication is that complex language classes (infinite languages with embedded clauses) can be represented in neural networks. Proofs are based on a fractal encoding of states to simulate the memory and operations of stacks. In the present work, it is shown that similar stack-like dynamics can be learned in recurrent neural networks from simple sequence prediction tasks. Two main types of network solutions are found and described qualitatively as dynamical systems: damped oscillation and entangled spiraling around fixed points. The potential and limitations of each solution type are established in terms of generalization on two different context-free languages. Both solution types constitute novel stack implementations - generally in line with Siegelmann's theoretical work - which supply insights into how embedded structures of languages can be handled in analog hardware.

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Most animals have sensory systems that allow them to balance and orient relative to the pull of gravity. Structures responsible for these functions range from very simple statocysts found in many aquatic invertebrates to the complex inner ear of mammals. Previous studies suggest that the specialized mechanosensory structures responsible for balance in vertebrates and insects may be homologous based on the requirement and expression of group II Pax genes (i.e., Pax-2/5/8 genes). Here we report the expression of a Pax-258 gene in the statocysts and other chemosensory and mechanosensory cells during the development of the gastropod mollusk Haliotis asinina, a member of the Lophotrochozoa. Based on the phylogenetic distribution of geo-sensory systems and the consistent expression of Pax-258 in the cells that form these systems, we propose that Pax-258, along with POU-III and -IV genes, has an ancient and conserved role in the formation of structures responsible for balance and geotaxis in eumetazoans.

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Cropp and Gabric [Ecosystem adaptation: do ecosystems maximise resilience? Ecology. In press] used a simple phytoplanktonzooplankton-nutrient model and a genetic algorithm to determine the parameter values that would maximize the value of certain goal functions. These goal functions were to maximize biomass, maximize flux, maximize flux to biomass ratio, and maximize resilience. It was found that maximizing goal functions maximized resilience. The objective of this study was to investigate whether the Cropp and Gabric [Ecosystem adaptation: do ecosystems maximise resilience? Ecology. In press] result was indicative of a general ecosystem principle, or peculiar to the model and parameter ranges used. This study successfully replicated the Cropp and Gabric [Ecosystem adaptation: do ecosystems maximise resilience? Ecology. In press] experiment for a number of different model types, however, a different interpretation of the results is made. A new metric, concordance, was devised to describe the agreement between goal functions. It was found that resilience has the highest concordance of all goal functions trialled. for most model types. This implies that resilience offers a compromise between the established ecological goal functions. The parameter value range used is found to affect the parameter versus goal function relationships. Local maxima and minima affected the relationship between parameters and goal functions, and between goal functions. (C) 2003 Elsevier B.V. All rights reserved.

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Deterioration of concrete or reinforcing steel through excessive contaminant concentration is often the result of repeated wetting and drying cycles. At each cycle, the absorption of water carries new contaminants into the unsaturated concrete. Nuclear Magnetic Resonance (NMR) is used with large concrete samples to observe the shape of the wetting profile during a simple one-dimensional wetting process. The absorption of water by dry concrete is modelled by a nonlinear diffusion equation with the unsaturated hydraulic diffusivity being a strongly nonlinear function of the moisture content. Exponential and power functions are used for the hydraulic diffusivity and corresponding solutions of the diffusion equation adequately predict the shape of the experimental wetting profile. The shape parameters, describing the wetting profile, vary little between different blends and are relatively insensitive to subsequent re-wetting experiments allowing universal parameters to be suggested for these concretes.

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The production of conditional quantum states and quantum operations based on the result of measurement is now seen as a key tool in quantum information and metrology. We propose a different type of photon number detector. It functions nondeterministically, but when successful, it has high fidelity. The detector, which makes use of an n-photon auxiliary Fock state and high efficiency homodyne detection, allows a tunable trade-off between fidelity and probability. By sacrificing probability of operation, an excellent approximation to a photon-number detector is achieved.

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Trabalho realizado durante a vigência de bolsa de produtividade em pesquisa/CNPq.

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O objetivo deste trabalho foi avaliar a existência de camadas compactadas, em três diferentes classes texturais de solos. O estudo foi desenvolvido em áreas, sob cultivo de cana-de-açúcar, da Fazenda Guanabara, localizada no município de Nova Olímpia, Mato Grosso, Brasil. Para coleta dos dados, foi utilizado um penetrômetro de impacto, modelo IAA/Planalsucar, para avaliação da resistência à penetração (RP), em três diferentes classes texturais (Areia Franca, Franco - Argilo- Arenosa e Muito Argilosa). O solo de classe textural franco-argilo-arenosa apresentou os maiores valores de resistência à penetração, entre as três classes. As classes texturais franco-arenosa e muito argilosa comportaram-se de forma semelhante, em todas as camadas. Houve semelhança na resistência à penetração das três classes texturais na camada 0,3-0,4 m.

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A baixa disponibilidade de boro (B) no solo é um dos fatores que mais limita a produção do girassol, planta oleaginosa caracterizada por ampla adaptabilidade climática. O objetivo desta pesquisa foi avaliar a influência de doses de boro, aplicadas em distintas classes de solos, no desenvolvimento do girassol cultivar Hélio 863. As amostras foram coletadas na camada de 0-20 cm dos solos: Argissolo Acinzentado (PAC); Argissolo Vermelho-Amarelo (PVA); Neossolo Litólico (RL); Argissolo Vermelho eutrófico (PVe); Neossolo Flúvico (RY) e Vertissolo Háplico (VX). O delineamento experimental foi em blocos casualizados, em esquema fatorial 6 x 4 (solos x doses), com quatro repetições. A unidade experimental foi representada por uma planta por vaso. Os solos apresentaram efeito significativo (p < 0,01) sobre todos os parâmetros de crescimento estudados. As plantas de girassol cultivadas nos solos RY, VX, PAC e RL apresentaram a maior área foliar, os maiores capítulos, o maior teor de boro foliar e maior número de folhas e altura de plantas, respectivamente. A adubação com boro não influenciou a produção de fitomassa seca do girassol cv. Hélio 863.

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O glyphosate é o principal herbicida em utilização no mundo, sendo recomendado para o controle de plantas daninhas em diversas culturas. Em pulverizações com ventos de 2 m s-1, a deriva de glyphosate pode atingir até 160 m além do local considerado alvo colocando em risco as culturas vizinhas. Assim, o objetivo deste trabalho foi avaliar a matéria seca e os teores de nutrientes do feijoeiro comum (Phaseolus vulgarisL.) cv. Pérola submetido à deriva de glyphosate. O experimento foi conduzido em casa de vegetação na Universidade Estadual do Norte Fluminense Darcy Ribeiro - UENF, Campos dos Goytacazes - RJ, utilizando o feijoeiro comum. Utilizou-se o delineamento em blocos casualizados em esquema fatorial 4 x 2 com quatro repetições, sendo o primeiro fator constituído pelas subdoses de 0; 14,4; 43,2 e 86,4g ha-1 de equivalente ácido (e.a.) de glyphosate na forma de sal de amônio aplicado aos 25 dias após a semeadura (estádio V4) e o segundo fator constituído por dois tipos de solos: Neossolo Quartzarênico Órtico típico e Argissolo Vermelho Amarelo distrófico Tb. A deriva de glyphosate reduziu a massa seca de ramos e da parte aérea aos 20 dias após a aplicação (DAA), os teores de nitrogênio (N), fósforo (P), potássio (K), magnésio (Mg) e enxofre (S) aos 10 DAA e de N, P, Ca e Mg aos 20 DAA do feijoeiro cv. Pérola.