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Towards multifidelity uncertainty quantification for multiobjective structural design / Vers une approche multi-fidèle de quantification de l'incertain pour l'optimisation multi-objectifLebon, Jérémy 12 December 2013 (has links)
Cette thèse a pour objectif l"établissement de méthodes numériques pour l'optimisation multi-objectif de structures soumises à des facteurs incertains. Au cœur de ce travail, nous nous sommes focalisés sur l'adaptation du chaos polynomial pour l'évaluation non intrusive de la part de l'incertain. Pour atteindre l'objectif fixé, nous sommes confrontés à deux verrous : l'un concerne les coûts élevés de calcul d'une simulation unitaire par éléments finis, l'autre sa précision limitée. Afin de limiter la charge de calcul pour la construction du chaos polynomial, nous nous sommes concentrés sur la construction d'un chaos polynomial creux. Nous avons également développé un programme d’échantillonnage basé sur l’hypercube latin personnalisé prenant en compte la précision limitée de la simulation. Du point de vue de la modélisation nous avons proposé une approche multi-fidèle impliquant une hiérarchie de modèles allant des simulations par éléments finis complètes jusqu'aux surfaces de réponses en passant par la réduction de modèles basés sur la physique. Enfin, nous avons étudié l'optimisation multi-objectif de structures sous incertitudes. Nous avons étendu le modèle PCE des fonctions objectif à la prise en compte des variables déterministes de conception. Nous avons illustré notre travail sur des exemples d'emboutissage et sur la conception optimale des structures en treillis. / This thesis aims at Multi-Objective Optimization under Uncertainty in structural design. We investigate Polynomial Chaos Expansion (PCE) surrogates which require extensive training sets. We then face two issues: high computational costs of an individual Finite Element simulation and its limited precision. From numerical point of view and in order to limit the computational expense of the PCE construction we particularly focus on sparse PCE schemes. We also develop a custom Latin Hypercube Sampling scheme taking into account the finite precision of the simulation. From the modeling point of view,we propose a multifidelity approach involving a hierarchy of models ranging from full scale simulations through reduced order physics up to response surfaces. Finally, we investigate multiobjective optimization of structures under uncertainty. We extend the PCE model of design objectives by taking into account the design variables. We illustrate our work with examples in sheet metal forming and optimal design of truss structures.
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Designing a knowledge management architecture to support self-organization in a hotel chainKaldis, Emmanuel January 2014 (has links)
Models are incredibly insidious; they slide undetected into discussions and then dominate the way people think. Since Information Systems (ISs) and particularly Knowledge Management Systems (KMSs) are socio-technical systems, they unconsciously embrace the characteristics of the dominant models of management thinking. Thus, their limitations can often be attributed to the deficiencies of the organizational models they aim to support. Through the case study of a hotel chain, this research suggests that contemporary KMSs in the hospitality sector are still grounded in the assumptions of the mechanistic organizational model which conceives an organization as a rigid hierarchical entity governed from the top. Despite the recent technological advances in terms of supporting dialogue and participation between members, organizational knowledge is still transferred vertically; from the top to the bottom or from the bottom to the top. A number of limitations still exist in terms of supporting effectively the transfer of knowledge horizontally between the geographically distributed units of an organization. Inspired from the key concepts of the more recent complex systems model, referred frequently as complexity theories, a Knowledge Management Architecture (KMA) is proposed aiming to re-conceptualize the existing KMSs towards conceiving an organization as a set self-organizing communities of practice (CoP). In every such CoP, order is created from the dynamic exchange of knowledge between the structurally similar community members. Thus, the focus of the KMA is placed on capturing systematically for reuse the architectural knowledge created upon every initiative for change and share such knowledge with the rest of the members of the CoP. A KMS was also developed to support the dynamic dimensions that the KMA proposes. The KMS was then applied in the case of the hotel chain, where it brought significant benefits which constitute evidence of an improved self-organizing ability. The previously isolated hotel units residing in distant regions could now trace but also reapply easily changes undertaken by the other community members. Top-management’s intervention to promote change was reduced, while the pace of change increased. Moreover, the organizational cohesion, the integration of new members as well as the level of management alertness was enhanced. The case of the hotel chain is indicative. It is believed that the KMA proposed can be applicable to geographically distributed organizations operating in different sectors too. At the same time, this research contributes to the recent discourse between the fields of IS and complexity by demonstrating how fundamental concepts from complexity such as self-organization, emergence and edge-of-chaos can be embraced by contemporary KMSs.
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Stochastic models of steady state and dynamic operation of systems of congestionErasmus, Gert Botha 18 October 2006 (has links)
(i) The thesis sets out to address the problematic phenomenon of Systems of Congestion via Basic Queueing Theory. The theory, and its application in practice, appears to be a field of study which is the common domain of “theorists” and “practitioners”. (ii) This professional dichotomy has come about due to diverging interests in that one group is mainly interested in the purity of mathematical modelling, and the other group is motivated to use modelling, which conveniently employs applications oriented solutions. (iii) The schism between the groups has been accentuated by the “practitioners” who in addition to having an interest in steady state system behaviour make use of methods of modelling of the transient operation of complex Systems of Congestion. (iv) At the outset the thesis demonstrates how closed form solutions are obtained for steady state and transient state operation of a selection of Systems of Congestion. The attendant mathematical derivations are elegant and intricate. (v) Having revealed the limited utility of closed-form solutions the thesis proceeds to investigate the feasibility of using dynamical systems theory to study the transient behaviour of complex Systems of Congestion. (vi) The creation of Chaos Theory in recent decades suggests that it may be employed as a useful tool in analysing Systems of Congestion. Iterative Chaos Theory methods of orbit generation for complete Systems of Congestion are therefore examined. The use of such orbit generation methods is found to be satisfactory for simple Systems of Congestion. More than a perfunctory knowledge of chaos mapping is however required. The simplicity of modelling is emphasized. (vii) Based on the results of benchmarking the creation of dynamic system orbits against an existing simulation method, the research advances to modelling of the transient operation of complex systems. Once again the iterative method of orbit generation displays the ease of modelling while simultaneously unfolding system dynamics graphically. (viii) One may hopefully contend that a tool of eminent utility has been developed to aid practitioners in studying and optimizing Systems of Congestion. / Thesis (PhD (Industrial Engineering))--University of Pretoria, 2006. / Industrial and Systems Engineering / Unrestricted
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New Analytical And Numerical Methods For The Study Of Nonlinear OscillatorsRoy, Debasish 03 1900 (has links) (PDF)
No description available.
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Statistical Analysis of Steady State Response in RF Circuits via Decoupled Generalized Polynomial ChaosNabavi, Seyed Ghavamoddin January 2016 (has links)
One of the major factors in RF circuit design is the ability to predict the performance of these circuits in the presence of uncertainty in the key design parameters. This is referred to as uncertainty quantification in the mathematical literature. Uncertainty about the key design parameters arises mainly from the difficulty of controlling the physical or geometrical features of the underlying design, especially at the nanometer level. With the constant trend to scale down the process feature size, uncertainty quantification becomes crucial in shortening the design time.
This thesis presents a new approach to statistically characterize the
variability of the Harmonic Balance analysis and its application to Intermodulation distortion analysis in the presence of uncertainty in the design parameters. The new approach is based on the concept of Polynomial Chaos (PC) and Stochastic Galerkin (SG) methods. However, unlike the traditional PC, the proposed approach adopts a new mathematical formulation that decouples the Polynomial Chaos problem into several problems whose sizes are equal to the size of the original Harmonic Balance problem. The proposed algorithm produces significant CPU savings with equivalent accuracy to traditional Monte Carlo and standard PC approaches.
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Model pro sledování hodnoty služeb podnikové informatiky: systémový/deterministicky chaotický model / Model for monitoring the value of enterprise Informatics: system / deterministic chaotic modelFilippi, Tomáš January 2009 (has links)
This study deals with the value of ICT services. Enterprise Informatics is a widespread line of business and it is part of every company. There are not only software and hardware resources in enterprise informatics, but also people belong into and work with informatics every day. Currently, there are new trends how to manage enterprise informatics. Based on the same principles as for the business. A prerequisite for effective management is accurate overview of the costs and benefits. For this purpose there is a group of metrics which ensure measuring the amount of inputs, outputs and quality of services. The value of ICT services should be positive. Benefits should be greater than costs. The aim of this work is to create a model for monitoring the value of enterprise Informatics. Model simulate the dynamics of enterprise informatics and describe all important parameters in terms of value. Model should also find out if there are some external or internal factors, which could bring on some random element complicating the process of effective management.
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Famílias de órbitas periódicas e suas cicatrizes em osciladores bidimensionais acopladosSousa Junior, Delcides Flavio de 15 April 1998 (has links)
Orientador: Kyoko Furuya / Dissertação (mestrado) - Universidade Estadual de Campinas, Instituto de Fisica Gleb Wataghin / Made available in DSpace on 2018-08-04T01:53:26Z (GMT). No. of bitstreams: 1
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Previous issue date: 1998 / Resumo:Apresentamos nesta dissertação um estudo da conexão entre a Mecânica Clássica e a Mecânica Quântica através dos diagramas de energia vs. período para as principais famílias de órbitas periódicas de um dado sistema dinâmico. O diagrama quântico é definido através do espectro do sistema quântico correspondente, que mostra cicatrizes dessas famílias no regime semiclássico. Dois sistemas hamiltonianos, com dois graus de liberdade e apresentando comportamento misto ( caótico e regular ) , são estudados. O primeiro é o pêndulo elástico, usado como paradigma de caos clássico. Aspectos essenciais da sua dinâmica são estudados e o diagrama clássico de energia vs. período com as principais famílias de órbitas periódicas é construido. O segundo sistema é o Hamiltoniano Spin-Bóson, um sistema quântico para o qual trabalhos anteriores definiram um análogo clássico, para o qual estudou-se o comportamento caótico e famílias de órbitas periódicas. Uma versão quântica deste diagrama de energia vs. período é mostrada para este modelo. As duas versões são comparadas no regime de caos misto e o ajuste no limite semiclássico discutido. Uma concordância qualitativa é obtida, com indicações de que as cicatrizes são mais acentuadas nas regiões onde ocorrem bifurcações de órbitas periódicas / Abstract:We study the connection between Classical and Quantum Mechanics using the plots of Energy VS. Period for the main families of periodic orbits of certain dynamical system .The quantum E-t plot is defined through the spectrum of the corresponding quantum system, which shows scars of the classical families in the semiclagsical regime. Two Hamiltonian systems with two degrees of freedom both displaying mixed (chaotic and regular) behaviour are analized. The first one is the elastic pendulum, its behaviour ususally presented as a paradigm of classical chaos. Essential aspects of its dinamics are studied to some extent and the classical (E, t ) plot is shown. The second system is the Spin- Boson Hamiltonian, a quantum system for which previous works have defined a classical analogue with chaotic behaviour and compiled the main families of periodic orbits. A quantum version of the (E, t ) plot for this model is shown, and the classical and quantum plots are compared in the regime of soft chaos. The fitting in the semiclassical limit is discussed with a qualitative agreement that indicates enhancements of the scars in the regions where bifurcations of period orbits occur / Mestrado / Física / Mestre em Física
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Thermalization and its Relation to Localization, Conservation Laws and Integrability in Quantum SystemsRanjan Krishna, M January 2015 (has links) (PDF)
In this thesis, we have explored the commonalities and connections between different classes of quantum systems that do not thermalize. Specifically, we have (1) shown that localized systems possess conservation laws like integrable systems, which can be constructed in a systematic way and used to detect localization-delocalization transitions
, (2) studied the phenomenon of many-body localization in a model with a single
particle mobility edge, (3) shown that interesting finite-size scaling emerges, with universal exponents, when athermal quantum systems are forced to thermalize through the
application of perturbations and (4) shown that these scaling laws also arise when a perturbation causes a crossover between quantum systems described by different random
matrix ensembles. We conclude with a brief summary of each chapter.
In Chapter 2, we have investigated the effects of finite size on the crossover between quantum integrable systems and non-integrable systems. Using exact diagonalization of finite-sized systems, we have studied this crossover by obtaining the energy level statistics and Drude weight associated with transport. Our results reinforce the idea that for system size L → ∞, non-integrability sets in for an arbitrarily small integrabilitybreaking
perturbation. The crossover value of the perturbation scales as a power law
∼ L−3 when the integrable system is gapless and the scaling appears to be robust to
microscopic details and the precise form of the perturbation.
In Chapter 3, we have studied the crossover among different random matrix ensembles
CHAPTER 6. CONCLUSION 127
[Poissonian, Gaussian Orthogonal Ensemble (GOE), Gaussian Unitary Ensemble (GUE)
and Gaussian Symplectic Ensemble (GSE)] realized in different microscopic models. We
have found that the perturbation causing the crossover among the different ensembles
scales to zero with system size as a power law with an exponent that depends on the
ensembles between which the crossover takes place. This exponent is independent of
microscopic details of the perturbation. We have also found that the crossover from the
Poissonian ensemble to the other three is dominated by the Poissonian to GOE crossover
which introduces level repulsion while the crossover from GOE to GUE or GOE to GSE
associated with symmetry breaking introduces a subdominant contribution. Finally,we
have conjectured that the exponent is dependent on whether the system contains interactions among the elementary degrees of freedom or not and is independent of the
dimensionality of the system.
In Chapter 4, we have outlined a procedure to construct conservation laws for Anderson
localized systems. These conservation laws are found as power series in the hopping
parameters. We have also obtained the conservation laws for the disorder free Aubry-Andre model, where the states are either localized or extended depending on the strength of a coupling constant. We have formulated a specific procedure for averaging over disorder, in order to examine the convergence of the power series. Using this procedure for the Aubry-Andre model, we show that integrals of motion given by our construction are well-defined in the localized phase but not so in the extended phase. Finally, we also obtain the integrals of motion for a model with interactions to lowest order in the interaction.
In Chapter 5, we have studied many body localization and investigated its nature
in the presence of a single particle mobility edge. Employing the technique of exact diagonalization for finite-sized systems, we have calculated the level spacing distribution, time evolution of entanglement entropy, optical conductivity and return probability to characterize the nature of localization. The localization that develops in the presence of interactions in these systems appears to be different from regular Many-Body Localization (MBL) in that the growth of entanglement entropy with time is linear (like in
CHAPTER 6. CONCLUSION 128
a thermal phase) instead of logarithmic but saturates to a value much smaller than the
thermal value (like for MBL). All other diagnostics seem consistent with regular MBL
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Padrões visuais de sinais de voz aravés de técnica de análise não linear / Voice signal discrimination with nonlinear analysis techniquesMaria Eugenia Dájer 14 March 2006 (has links)
A voz tem sido objeto de estudos em diferentes áreas da ciência. Nas últimas duas décadas os pesquisadores demonstraram a presença do caos na produção de voz. O objetivo deste trabalho é estabelecer padrões visuais de sinais de voz humana através da técnica não linear de reconstrução de espaço de fase e associá-los com suas correspondentes análises auditivo perceptiva e acústica. Foram analisados sinais de voz humana de sujeitos de ambos os gêneros, na faixa etária de 19 a 39 anos. Foram gravadas as vogais sustentadas /a/, /e/ e /i/ do português do Brasil, com uma taxa de amostragem de 22.050 Hz. Os sinais foram analisados a fim de obter medidas acústicas (Jitter, Shimmer e Coeficiente de Excesso). Foi utilizada a técnica de reconstrução de espaço de fase para descrever as características de dinâmica não linear dos sinais de voz, e para análise perceptivo auditiva foi utilizada a escala RASAT. Os resultados demonstram que métodos de dinâmica não linear como a reconstrução do espaço de fase, parece ser uma técnica apropriada para análise de sinais de voz, incorporando os componentes caótico e determinístico da voz humana. É sugerido que análise da dinâmica não linear não substitui as técnicas existentes, embora possa aperfeiçoar e complementar os métodos de análise disponíveis para os profissionais da saúde, como fonoaudiólogos e otorrinolaringólogos / Human voice has been the focus of study for different areas of science. Researches in the last two decades have demonstrated the existence of chaos in human voice production. The purpose of this work is to use nonlinear dynamics techniques in the analysis of normal voices from healthy subjects and correlate them to traditional acoustic parameters as well as perceptual analysis. Human voice signals from healthy subjects, both male and female, ranging in age from 19 to 39 years old were analyzed. Sustained vowel sounds /a/, /e/ and /i/, from brazilian Portuguese were recorded at a sampling rate of 22,050 Hz and analyzed in order to obtain acoustic measures (Jitter, Shimmer and coefficient of excess EX). The phase space reconstruction technique was used to describe the nonlinear dynamic characteristics of voice signal samples. The results show, that non-linear dynamical method as phase space reconstruction seems to be a suitable technique for voice signals analysis, due to the chaotic component of the human voice. It is suggested, that non-linear dynamic analysis does not replace existing techniques instead, it may improve and complement the recent voice analysis methods available for health professionals, speech therapist and clinician
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Chaos and the stock marketMonte, Brent M. 01 January 1994 (has links)
No description available.
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