A generalized Stein's estimation approach to speech enhancement based on perceptual criteria

We address the problem of speech enhancement using a risk- estimation approach. In particular, we propose the use the Stein’s unbiased risk estimator (SURE) for solving the problem. The need for a suitable finite-sample risk estimator arises because the actual risks invariably depend on the unknown ground truth. We consider the popular mean-squared error (MSE) criterion first, and then compare it against the perceptually-motivated Itakura-Saito (IS) distortion, by deriving unbiased estimators of the corresponding risks. We use a generalized SURE (GSURE) development, recently proposed by Eldar for MSE. We consider dependent observation models from the exponential family with an additive noise model,and derive an unbiased estimator for the risk corresponding to the IS distortion, which is non-quadratic. This serves to address the speech enhancement problem in a more general setting. Experimental results illustrate that the IS metric is efficient in suppressing musical noise, which affects the MSE-enhanced speech. However, in terms of global signal-to-noise ratio (SNR), the minimum MSE solution gives better results.

Adiabatic Eigenfunction Based Approach to Coherent Transfer: Application to the Fenna-Matthews-Olson (FMO) Complex and the Role of Correlations in the Efficiency of Energy Transfer

We have recently suggested a method (Pallavi Bhattacharyya and K. L. Sebastian, Physical Review E 2013, 87, 062712) for the analysis of coherence in finite-level systems that are coupled to the surroundings and used it to study the process of energy transfer in the Fenna-Matthews-Olson (FMO) complex. The method makes use of adiabatic eigenstates of the Hamiltonian, with a subsequent transformation of the Hamiltonian into a form where the terms responsible for decoherence and population relaxation could be separated out at the lowest order. Thus one can account for decoherence nonperturbatively, and a Markovian type of master equation could be used for evaluating the population relaxation. In this paper, we apply this method to a two-level system as well as to a seven-level system. Comparisons with exact numerical results show that the method works quite well and is in good agreement with numerical calculations. The technique can be applied with ease to systems with larger numbers of levels as well. We also investigate how the presence of correlations among the bath degrees of freedom of the different bacteriochlorophyll a molecules of the FMO Complex affect the rate of energy transfer. Surprisingly, in the cases that we studied, our calculations suggest that the presence of anticorrelations, in contrast to correlations, make the excitation transfer more facile.

Dictionary-Learning-Based Post-Filter for HMM-Based Speech Synthesis

Oversmoothing of speech parameter trajectories is one of the causes for quality degradation of HMM-based speech synthesis. Various methods have been proposed to overcome this effect, the most recent ones being global variance (GV) and modulation-spectrum-based post-filter (MSPF). However, there is still a significant quality gap between natural and synthesized speech. In this paper, we propose a two-fold post-filtering technique to alleviate to a certain extent the oversmoothing of spectral and excitation parameter trajectories of HMM-based speech synthesis. For the spectral parameters, we propose a sparse coding-based post-filter to match the trajectories of synthetic speech to that of natural speech, and for the excitation trajectory, we introduce a perceptually motivated post-filter. Experimental evaluations show quality improvement compared with existing methods.

SPEECH ENHANCEMENT USING DISCRIMINATIVE RANDOM FIELDS

Speech enhancement in stationary noise is addressed using the ideal channel selection framework. In order to estimate the binary mask, we propose to classify each time-frequency (T-F) bin of the noisy signal as speech or noise using Discriminative Random Fields (DRF). The DRF function contains two terms - an enhancement function and a smoothing term. On each T-F bin, we propose to use an enhancement function based on likelihood ratio test for speech presence, while Ising model is used as smoothing function for spectro-temporal continuity in the estimated binary mask. The effect of the smoothing function over successive iterations is found to reduce musical noise as opposed to using only enhancement function. The binary mask is inferred from the noisy signal using Iterated Conditional Modes (ICM) algorithm. Sentences from NOIZEUS corpus are evaluated from 0 dB to 15 dB Signal to Noise Ratio (SNR) in 4 kinds of additive noise settings: additive white Gaussian noise, car noise, street noise and pink noise. The reconstructed speech using the proposed technique is evaluated in terms of average segmental SNR, Perceptual Evaluation of Speech Quality (PESQ) and Mean opinion Score (MOS).

Numerical Analyses of Discrete Gust Response for an Aircraft

Based on Navier-Stokes equations and structural and flight dynamic equations of motion, dynamic responses in vertical discrete gust flow perturbation are investigated for a supersonic transport model. A tightly coupled method was developed by subiterations between aerodynamic equations and dynamic equations of motion. First, under the assumption of rigid-body and single freedom of motion in the vertical plunging, the results of a direct-coupling method are compared with the results of quasi-steady model method. Then, gust responses for the one-minus-cosine gust profile arc analyzed with two freedoms of motion in plunging and pitching for the airplane configurations with and without the consideration of structural deformation.

Generalized modal identification of linear and nonlinear dynamic systems

This dissertation is concerned with the problem of determining the dynamic characteristics of complicated engineering systems and structures from the measurements made during dynamic tests or natural excitations. Particular attention is given to the identification and modeling of the behavior of structural dynamic systems in the nonlinear hysteretic response regime. Once a model for the system has been identified, it is intended to use this model to assess the condition of the system and to predict the response to future excitations.

A new identification methodology based upon a generalization of the method of modal identification for multi-degree-of-freedom dynaimcal systems subjected to base motion is developed. The situation considered herein is that in which only the base input and the response of a small number of degrees-of-freedom of the system are measured. In this method, called the generalized modal identification method, the response is separated into "modes" which are analogous to those of a linear system. Both parametric and nonparametric models can be employed to extract the unknown nature, hysteretic or nonhysteretic, of the generalized restoring force for each mode.

In this study, a simple four-term nonparametric model is used first to provide a nonhysteretic estimate of the nonlinear stiffness and energy dissipation behavior. To extract the hysteretic nature of nonlinear systems, a two-parameter distributed element model is then employed. This model exploits the results of the nonparametric identification as an initial estimate for the model parameters. This approach greatly improves the convergence of the subsequent optimization process.

The capability of the new method is verified using simulated response data from a three-degree-of-freedom system. The new method is also applied to the analysis of response data obtained from the U.S.-Japan cooperative pseudo-dynamic test of a full-scale six-story steel-frame structure.

The new system identification method described has been found to be both accurate and computationally efficient. It is believed that it will provide a useful tool for the analysis of structural response data.

Macroscopically Dissipative Systems with Underlying Microscopic Dynamics : Properties and Limits of Measurement

While some of the deepest results in nature are those that give explicit bounds between important physical quantities, some of the most intriguing and celebrated of such bounds come from fields where there is still a great deal of disagreement and confusion regarding even the most fundamental aspects of the theories. For example, in quantum mechanics, there is still no complete consensus as to whether the limitations associated with Heisenberg's Uncertainty Principle derive from an inherent randomness in physics, or rather from limitations in the measurement process itself, resulting from phenomena like back action. Likewise, the second law of thermodynamics makes a statement regarding the increase in entropy of closed systems, yet the theory itself has neither a universally-accepted definition of equilibrium, nor an adequate explanation of how a system with underlying microscopically Hamiltonian dynamics (reversible) settles into a fixed distribution.

Motivated by these physical theories, and perhaps their inconsistencies, in this thesis we use dynamical systems theory to investigate how the very simplest of systems, even with no physical constraints, are characterized by bounds that give limits to the ability to make measurements on them. Using an existing interpretation, we start by examining how dissipative systems can be viewed as high-dimensional lossless systems, and how taking this view necessarily implies the existence of a noise process that results from the uncertainty in the initial system state. This fluctuation-dissipation result plays a central role in a measurement model that we examine, in particular describing how noise is inevitably injected into a system during a measurement, noise that can be viewed as originating either from the randomness of the many degrees of freedom of the measurement device, or of the environment. This noise constitutes one component of measurement back action, and ultimately imposes limits on measurement uncertainty. Depending on the assumptions we make about active devices, and their limitations, this back action can be offset to varying degrees via control. It turns out that using active devices to reduce measurement back action leads to estimation problems that have non-zero uncertainty lower bounds, the most interesting of which arise when the observed system is lossless. One such lower bound, a main contribution of this work, can be viewed as a classical version of a Heisenberg uncertainty relation between the system's position and momentum. We finally also revisit the murky question of how macroscopic dissipation appears from lossless dynamics, and propose alternative approaches for framing the question using existing systematic methods of model reduction.

Liberdade de Expressão e os Mecanismos de Promoção do Pluralismo nos Meios de Comunicação Social

O objetivo deste trabalho é demonstrar que intervenção regulatória para promoção do pluralismo nos meios de comunicação social é condizente com a ordem democrática instituída pela Constituição Brasileira de 1988, e tem papel fundamental na garantia do pleno exercício do direito à liberdade de expressão. Demonstraremos que a proposta está em harmonia com as concepções contemporâneas sobre o regime democrático, que emergiram na segunda metade do século XX. Serão explorados os preceitos constitucionais que incidem sobre a discussão, quais sejam, o pluralismo político, a liberdade de expressão e o dever de proporcionalidade, que vincula a atividade dos poderes públicos. Delinearemos os contornos do conceito de regulação, expondo a discussão sobre sua aplicabilidade ao setor de comunicação social, e os tipos de políticas públicas comuns nesse sentido, o que inclui a promoção de pluralismo. Listaremos os mecanismos de promoção de pluralismo interno e externo verificados no direito comparado. À luz dos entendimentos consignados no texto e das discussões em voga sobre a regulação do mercado de comunicação, iremos propor parâmetros de interpretação para futuras políticas públicas de promoção do pluralismo no mercado de comunicação social brasileiro.

Reform of Spain's profesional services market: Implementation of the EU Services Directive

The implementation of the European Commission Services Directive initiated the modernization process of services markets within the European Union. The objective was to guarantee the creation of a single market by ensuring the freedom of establishment and circulation. The transposition of the Directive in Spain triggered an initial wave of reforms in the Spanish legal system. A second package of reforms is currently underway, following recommendations by the EC, IMF and OECD, which highlight the relative lack of competition in Spain’s services as one of the major imbalances in its economy, alongside the public deficit and unemployment. Both the implemented and planned reforms represent a major step forward. Nevertheless, the government has recently announced modifications to the draft bill of the Professional Services and Associations Law, which is expected to soon be submitted for parliamentary debate and approval. Taking into consideration modifications already introduced, together with anticipated further changes, it will be important to maintain the main points of the draft bill and to introduce a deeper review of the legal framework for professional services, of the professional associations themselves, and for the activities that are subject to compulsory membership within a professional association. Spain’s territorial map of professional associations must too be redrawn.

O esporte como meio de prevenção e combate ao uso de drogas: análise de um discurso

A ideia de que drogas e esportes caminhem em sentidos opostos parece ser senso comum na sociedade brasileira: o esporte se associa à saúde, à cidadania e à liberdade; a droga à degradação, à violência e ao vício. A relação entre o esporte e a droga se resume, nesse sentido, em uma postura maniqueísta que parece advir da observação em separado destes dois fenômenos e não da própria relação entre os mesmos. Apesar da existência de uma extensa bibliografia referente às temáticas da droga e do esporte, foi observada, conforme o levantamento da literatura pertinente, uma carência de pesquisas que abordem o uso do esporte como meio de prevenção e diminuição do consumo de drogas. O objetivo deste estudo foi analisar os fundamentos do discurso em prol do esporte enquanto instrumento capaz de combater e prevenir o uso de drogas. Para tanto, foram analisados os seguintes documentos: Política Nacional do Esporte; Política Nacional Sobre Drogas; Carta Brasileira de Prevenção Integrada da Área da Saúde na Perspectiva da Educação Física. A metodologia utilizada foi a da Análise do Discurso preconizada por Orlandi (2001). A interpretação dos dados se realizou segundo os fundamentos do campo interdisciplinar do Imaginário Social. Os resultados da pesquisa mostraram que a relação entre o esporte e a droga materializa um conflito de forças entre as atitudes prometeica e dionisíaca. De modo que o esporte, representando um instrumento de afirmação dos valores prometeicos, se opõe à droga, associada à dissociação destes valores por meio da manifestação dionisíaca.

O direito eleitoral e a liberdade de expressão: política, palavra e paixão

O presente estudo tem por objetivo oferecer uma contribuição inicial para a revitalização do direito eleitoral, por meio da releitura de seus institutos, regras, princípios e lógica estruturante à luz do sistema constitucional da liberdade de expressão. Seu ponto de partida é a constatação de que o direito eleitoral brasileiro não confere à liberdade de expressão a sua devida dimensão de peso. No contexto das campanhas, as liberdades de expressão, informação e imprensa têm sido demasiadamente sacrificadas. O arcabouço teórico do direito eleitoral, ao invés de se estruturar em torno da necessidade de garantir um debate públicodesinibido, robusto e aberto, parece organizar-se exatamente no sentido oposto, buscando limitar o fluxo e a contraposição de informações, ideias e opiniões. O trabalho identifica duas causas principais deste cenário. Em primeiro lugar, e de modo geral, isso se dá porque a cultura da liberdade de expressão não criou raízes no país. Em segundo lugar, e mais especificamente, porque a dogmática do direito eleitoral padece de grave subdesenvolvimento teórico, que se reflete em três principais deficiências: (i) na inexistência de identificação e sistematização consistente dos princípios substantivos norteadores do direito eleitoral e seus respectivos conteúdos, (i) na construção da disciplina sob fundamentos teóricos inconsistentes e contraditórios como o ideal democrático, e (iii) na regulação excessiva, assistemática e casuísta, instituída à margem do sistema de direitos fundamentais. Para a superação dessas deficiências, propõe-se, em primeiro lugar, um marco teórico para a liberdade de expressão, capaz de fornecer o instrumental necessário para a regulação eleitoral.Em seguida, apresenta-se um panorama do tratamento atual da liberdade de expressão no direito eleitoral, procedendo-se à filtragem de grande parte da regulação das campanhas eleitorais à luz do sistema constitucional da liberdade de expressão, incluindo o regramento da propaganda política, o acesso aos meios de comunicação durante o pleito, e as regras de financiamento de campanha.

A tutela penal dos discursos potencialmente ofensivos

O presente trabalho tem como ponto de partida os problemas que podem advir doexercício potencialmente danoso da liberdade de expressão. Desta forma, foram estabelecidas, inicialmente, as premissas sobre as quais se deve fundamentar o Direito Penal no seio de um Estado Democrático de Direito. Posteriormente, foram analisados os contornos do bem jurídico limitado pela eventual intervenção penal, bem como as características e principais formas de manifestação do problema, tendo sido estabelecido, ainda, um panorama do tratamento jurídico-penal conferido ao problema nos Estados Unidos, na Alemanha, na Corte Europeia de Direitos Humanos e no Brasil. Da análise restou comprovado que há uma tendência majoritária à admissibilidade da intervenção penal sobre o problema, limitando discursos potencialmente danosos como forma de promover uma sociedade mais pluralista e tolerante. Partindo-se desta constatação, buscou-se elaborar uma proposta dogmática que possa servir como mecanismo de limitação do poder punitivo, estabelecendo-se critérios minimamente satisfatórios para a aferição da potencialidade lesiva de um discurso. Por fim, apresentou-se uma análise crítica a respeito de tais processos criminalizatórios, já que constituem mera tentativa de promoção de minha exposição valores por meio do Direito Penal, o que não poderia ser admitido num Estado Democrático de Direito.