974 resultados para Markov Regime Switching
Resumo:
A neural network is a highly interconnected set of simple processors. The many connections allow information to travel rapidly through the network, and due to their simplicity, many processors in one network are feasible. Together these properties imply that we can build efficient massively parallel machines using neural networks. The primary problem is how do we specify the interconnections in a neural network. The various approaches developed so far such as outer product, learning algorithm, or energy function suffer from the following deficiencies: long training/ specification times; not guaranteed to work on all inputs; requires full connectivity.
Alternatively we discuss methods of using the topology and constraints of the problems themselves to design the topology and connections of the neural solution. We define several useful circuits-generalizations of the Winner-Take-All circuitthat allows us to incorporate constraints using feedback in a controlled manner. These circuits are proven to be stable, and to only converge on valid states. We use the Hopfield electronic model since this is close to an actual implementation. We also discuss methods for incorporating these circuits into larger systems, neural and nonneural. By exploiting regularities in our definition, we can construct efficient networks. To demonstrate the methods, we look to three problems from communications. We first discuss two applications to problems from circuit switching; finding routes in large multistage switches, and the call rearrangement problem. These show both, how we can use many neurons to build massively parallel machines, and how the Winner-Take-All circuits can simplify our designs.
Next we develop a solution to the contention arbitration problem of high-speed packet switches. We define a useful class of switching networks and then design a neural network to solve the contention arbitration problem for this class. Various aspects of the neural network/switch system are analyzed to measure the queueing performance of this method. Using the basic design, a feasible architecture for a large (1024-input) ATM packet switch is presented. Using the massive parallelism of neural networks, we can consider algorithms that were previously computationally unattainable. These now viable algorithms lead us to new perspectives on switch design.
Resumo:
In this paper, a scaling law of photoionization of atoms irradiated by intense, few- cycle laser pulses is established. The scaling law sets a relation to the phase- dependent ionization with the kinetic energy of photoelectrons, the duration and peak intensity of short pulses, and the ionization potential of the target atoms. We find that it will be advantageous to manifest the phase- dependent photoionization by choosing the target atoms with larger ionization potential, using laser with smaller carrier- frequency, and increasing the pulse intensity. (c) 2007 Optical Society of America.
Resumo:
The triggering of wave-breaking in a three-dimensional laser plasma wake (bubble) is investigated. The Coulomb potential from a nanowire is used to disturb the wake field to initialize the wave-breaking. The electron acceleration becomes more stable and the laser power needed for self-trapping is lowered. Three-dimensional particle-in-cell simulations were performed. Electrons with a charge of about 100 pC can be accelerated stably to energy about 170 MeV with a laser energy of 460 mJ. The first step towards tailoring the electron beam properties such as the energy, energy spread, and charge is discussed. (C) 2007 American Institute of Physics.
Resumo:
We theoretically show that selection of a single quantum path in high-order harmonics generation can be realized in a few-optical-cycle regime with two-color schemes. We also demonstrate, in theory as well, the generation of spectrally smooth and ultrabroad extreme ultraviolet supercontinuum in argon gas which can produce single similar to 79 as pulses with currently available ultrafast laser sources. Our finding can be beneficial for generating isolated sub-100 as extreme ultraviolet pulses.
Resumo:
Proton trapping and acceleration by an electron bubble-channel structure in laser interaction with high-density plasma is investigated by using three-dimensional particle-in-cell simulations. It is shown that protons can be trapped, bunched, and efficiently accelerated for appropriate laser and plasma parameters, and the proton acceleration is enhanced if the plasma consists mainly of heavier ions such as tritium. The observed results are analyzed and discussed in terms of a one-dimensional analytical three-component-plasma wake model.
Resumo:
O presente trabalho tem como objetivo central analisar o Sistema Penitenciário do Estado do Rio de Janeiro a partir do regime semi-aberto, tendo como campo de análise o Instituto Penal Oscar Stevenson, situado em Benfica, no município do Rio de Janeiro, voltado para um público carcerário feminino. Buscou-se verificar, sob o enfoque das presas, a expectativa e possibilidades de retorno ao convívio social; analisar os aspectos jurídico-institucionais referentes ao regime semi-aberto, no que tange a obtenção dos benefícios, junto a Lei de Execução Penal e identificar quais as parcerias que viabilizam a inserção delas no mercado de trabalho. Para a efetivação desse trabalho utilizou-se, preferencialmente os pressupostos teóricos e metodológicos da pesquisa quali-quantitativa, pois foi trabalhado não só no nível da objetividade, mas também no significado das ações e relações humanas, sabendo que a realidade prisional é perpassada por questões de cunho opressor, punitivo, em função de preconizar a segurança. Foram realizados também levantamentos de dados bibliográficos e censitários, bem como entrevistas semi-estruturadas junto aos agentes penitenciários do setor de educação e classificação e principalmente as presas. A análise do material coletado permitiu confirmar as hipóteses da pesquisa: i) que a ausência de oportunidades que garantam às presas os benefícios do regime semi-aberto não se dá por falta de instrumentos legais, mas sim pela burocracia no cadastramento e poucas parcerias de cursos profissionalizantes, empresas privadas que absorvam mão-de-obra das presas do regime semi-aberto; e ii) e que no momento em que as presas ainda estavam no regime fechado, não tiveram oportunidades de se capacitarem e também os vínculos familiares não foram mantidos, com isso dificultando que estas usufruam dos benefícios do regime semi-aberto. E, conseqüentemente, sendo cada vez mais adiado o seu retorno gradativo ao convívio social, através da progressão de regime.