First-principle data-driven models for assessment of motor disorders in Parkinson’s disease

Parkinson’s disease (PD) is an increasing neurological disorder in an aging society. The motor and non-motor symptoms of PD advance with the disease progression and occur in varying frequency and duration. In order to affirm the full extent of a patient’s condition, repeated assessments are necessary to adjust medical prescription. In clinical studies, symptoms are assessed using the unified Parkinson’s disease rating scale (UPDRS). On one hand, the subjective rating using UPDRS relies on clinical expertise. On the other hand, it requires the physical presence of patients in clinics which implies high logistical costs. Another limitation of clinical assessment is that the observation in hospital may not accurately represent a patient’s situation at home. For such reasons, the practical frequency of tracking PD symptoms may under-represent the true time scale of PD fluctuations and may result in an overall inaccurate assessment. Current technologies for at-home PD treatment are based on data-driven approaches for which the interpretation and reproduction of results are problematic.  The overall objective of this thesis is to develop and evaluate unobtrusive computer methods for enabling remote monitoring of patients with PD. It investigates first-principle data-driven model based novel signal and image processing techniques for extraction of clinically useful information from audio recordings of speech (in texts read aloud) and video recordings of gait and finger-tapping motor examinations. The aim is to map between PD symptoms severities estimated using novel computer methods and the clinical ratings based on UPDRS part-III (motor examination). A web-based test battery system consisting of self-assessment of symptoms and motor function tests was previously constructed for a touch screen mobile device. A comprehensive speech framework has been developed for this device to analyze text-dependent running speech by: (1) extracting novel signal features that are able to represent PD deficits in each individual component of the speech system, (2) mapping between clinical ratings and feature estimates of speech symptom severity, and (3) classifying between UPDRS part-III severity levels using speech features and statistical machine learning tools. A novel speech processing method called cepstral separation difference showed stronger ability to classify between speech symptom severities as compared to existing features of PD speech. In the case of finger tapping, the recorded videos of rapid finger tapping examination were processed using a novel computer-vision (CV) algorithm that extracts symptom information from video-based tapping signals using motion analysis of the index-finger which incorporates a face detection module for signal calibration. This algorithm was able to discriminate between UPDRS part III severity levels of finger tapping with high classification rates. Further analysis was performed on novel CV based gait features constructed using a standard human model to discriminate between a healthy gait and a Parkinsonian gait. The findings of this study suggest that the symptom severity levels in PD can be discriminated with high accuracies by involving a combination of first-principle (features) and data-driven (classification) approaches. The processing of audio and video recordings on one hand allows remote monitoring of speech, gait and finger-tapping examinations by the clinical staff. On the other hand, the first-principles approach eases the understanding of symptom estimates for clinicians. We have demonstrated that the selected features of speech, gait and finger tapping were able to discriminate between symptom severity levels, as well as, between healthy controls and PD patients with high classification rates. The findings support suitability of these methods to be used as decision support tools in the context of PD assessment.

Modelling the Provenance of Data in Autonomous Systems

Determining the provenance of data, i.e. the process that led to that data, is vital in many disciplines. For example, in science, the process that produced a given result must be demonstrably rigorous for the result to be deemed reliable. A provenance system supports applications in recording adequate documentation about process executions to answer queries regarding provenance, and provides functionality to perform those queries. Several provenance systems are being developed, but all focus on systems in which the components are textitreactive, for example Web Services that act on the basis of a request, job submission system, etc. This limitation means that questions regarding the motives of autonomous actors, or textitagents, in such systems remain unanswerable in the general case. Such questions include: who was ultimately responsible for a given effect, what was their reason for initiating the process and does the effect of a process match what was intended to occur by those initiating the process? In this paper, we address this limitation by integrating two solutions: a generic, re-usable framework for representing the provenance of data in service-oriented architectures and a model for describing the goal-oriented delegation and engagement of agents in multi-agent systems. Using these solutions, we present algorithms to answer common questions regarding responsibility and success of a process and evaluate the approach with a simulated healthcare example.

Leveraging new plans in AgentSpeak(PL)

In order to facilitate the development of agent-based software, several agent programming languages and architectures, have been created. Plans in these architectures are often self-contained procedures with an associated triggering event and a context condition, while any further information about the consequences of executing a plan is absent. However, agents designed using such an approach have limited flexibility at runtime, and rely on the designer’s ability to foresee all relevant situations an agent might have to handle. In order to overcome this limitation, we have created AgentSpeak(PL), an interpreter capable of performing state-space planning to generate new high-level plans. As the planning module creates new plans, the plan library is expanded, improving performance over time. However, for new plans to be useful in the long run, it is critical that the context condition associated with new plans is carefully generated. In this paper we describe a plan reuse technique aimed at improving an agent’s runtime performance by deriving optimal context conditions for new plans, allowing an agent to reuse generated plans as much as possible.

The Pollination Biology and Mating System of a Peripheral Population of Witheringia solanacea (Solanaceae)

Pollinator visitation rates over the life of a flower are determined by pollinator abundance and floral longevity. If flowers are not visited frequently enough, pollen limitation may occur, favoring the evolution of self-compatibility (SC). In plant species with varying SC levels, central populations often are self-incompatible (SI) and peripheral populations are SC. Witheringia solanacea (Solanaceae) is a species that follows this trend with the exception of one population in the Monteverde Cloud Forest Reserve, which is peripheral yet SI. I investigated this population using multiple techniques including floral bagging, pollinator observations, microsatellite analysis, and floral longevity manipulations. My results confirmed the self-incompatibility of the Monteverde population and indicated low but perhaps adequate rates of pollinator visitation per flower per hour. I found reduced genetic diversity at Monteverde and gene flow occurring unidirectionally from San Luis (a central population) to Monteverde. In the greenhouse, there was more of an effect of male than female function on floral longevity, but the largest differences were environmental. Flowers stayed open substantially longer when cool, cloudy weather was simulated and shorter when conditions were hot and sunny. The results indicate that the Monteverde population of W. solanacea is SI because 1) it is unable to maximize its fitness due to gene flow from San Luis and its relatively recent colonization of the area and 2) pollen limitation may not be severe because of supplemental pollinator availability from other Witheringia species in the area and increased floral longevities due to cool and cloudy conditions.

Gulf of Mexico's Offshore Oil Platform Wind Potential

There are over 6000 natural resource drilling platforms in the Gulf of Mexico, all of which will become obsolete once their deposits are extracted. This study examined one of the possible alternate uses for these platforms, wind power potential. Using ArcGIS the number of platforms was reduced by weighting their distance from National Data Buoy Center wind speed collection points and water depth. Calculations were done to assess the optimal sites remaining, as well as provide an estimate of the energy potential for each site. Data for this project was obtained from the Minerals Management Service (MMS), United States Geological Service (USGS), and National Data Buoy Center (NDBC). A major limitation of this project was a lack of NDBC wind speed buoys, creating large data gaps and excluding many oil rigs that have otherwise high energy potential.

Reservoir Management For Flood And Drought Protection Using Infinite Horizon Model Predictive Control

Model Predictive Control (MPC) is a control method that solves in real time an optimal control problem over a finite horizon. The finiteness of the horizon is both the reason of MPC's success and its main limitation. In operational water resources management, MPC has been in fact successfully employed for controlling systems with a relatively short memory, such as canals, where the horizon length is not an issue. For reservoirs, which have generally a longer memory, MPC applications are presently limited to short term management only. Short term reservoir management can be effectively used to deal with fast process, such as floods, but it is not capable of looking sufficiently ahead to handle long term issues, such as drought. To overcome this limitation, we propose an Infinite Horizon MPC (IH-MPC) solution that is particularly suitable for reservoir management. We propose to structure the input signal by use of orthogonal basis functions, therefore reducing the optimization argument to a finite number of variables, and making the control problem solvable in a reasonable time. We applied this solution for the management of the Manantali Reservoir. Manantali is a yearly reservoir located in Mali, on the Senegal river, affecting water systems of Mali, Senegal, and Mauritania. The long term horizon offered by IH-MPC is necessary to deal with the strongly seasonal climate of the region.

NDVI With Artificial Neural Networks For SRTM Elevation Model Improvement – Hydrological Model Application

Digital elevation model (DEM) plays a substantial role in hydrological study, from understanding the catchment characteristics, setting up a hydrological model to mapping the flood risk in the region. Depending on the nature of study and its objectives, high resolution and reliable DEM is often desired to set up a sound hydrological model. However, such source of good DEM is not always available and it is generally high-priced. Obtained through radar based remote sensing, Shuttle Radar Topography Mission (SRTM) is a publicly available DEM with resolution of 92m outside US. It is a great source of DEM where no surveyed DEM is available. However, apart from the coarse resolution, SRTM suffers from inaccuracy especially on area with dense vegetation coverage due to the limitation of radar signals not penetrating through canopy. This will lead to the improper setup of the model as well as the erroneous mapping of flood risk. This paper attempts on improving SRTM dataset, using Normalised Difference Vegetation Index (NDVI), derived from Visible Red and Near Infra-Red band obtained from Landsat with resolution of 30m, and Artificial Neural Networks (ANN). The assessment of the improvement and the applicability of this method in hydrology would be highlighted and discussed.

Análise dinâmica de solos submetidos à ação simultânea das três componentes da excitação na base rochosa

Durante a análise sísmica de estruturas complexas, o modelo matemático empregado deveria incluir não só as distribuicões irregulares de massas e de rigidezes senão também à natureza tridimensional da ecitação sísmica. Na prática, o elevado número de graus de liberdade involucrado limita este tipo de análise à disponibilidade de grandes computadoras. Este trabalho apresenta um procedimento simplificado, para avaliar a amplificação do movimento sísmico em camadas de solos. Sua aplicação permitiria estabelecer critérios a partir dos quais avalia-se a necessidade de utilizar modelos de interação solo-estrutura mais complexos que os utilizados habitualmente. O procedimento proposto possui as seguientes características : A- Movimento rígido da rocha definido em termos de três componentes ortagonais. Direção de propagação vertical. B- A ecuação constitutiva do solo inclui as características de não linearidade, plasticidade, dependência da história da carga, dissipação de energia e variação de volume. C- O perfil de solos é dicretizado mediante um sistema de massas concentradas. Utiliza-se uma formulação incremental das equações de movimento com integração directa no domínio do tempo. As propriedades pseudo-elásticas do solo são avaliadas em cada intervalo de integração, em função do estado de tensões resultante da acção simultânea das três componentes da excitação. O correcto funcionamento do procedimento proposto é verificado mediante análises unidimensionais (excitação horizontal) incluindo estudos comparativos com as soluções apresentadas por diversos autores. Similarmente apresentam-se análises tridimensionais (acção simultânea das três componentes da excitação considerando registros sísmicos reais. Analisa-se a influência que possui a dimensão da análise (uma análise tridimensional frente a três análises unidimensionais) na resposta de camadas de solos submetidos a diferentes níveis de exçitação; isto é, a limitação do Princípio de Superposisão de Efeitos.

Resposta anormal da função sistólica do ventrículo esquerdo ao exercício submáximo em pacientes submetidos à ventriculectomia parcial esquerda

Introdução. Pacientes com insuficiência cardíaca submetidos à ventriculectomia parcial esquerda apresentam melhora na função sistólica do ventrículo esquerdo em repouso, porém continuam apresentando limitação funcional. Objetivo. Para melhor compreender os mecanismos desta limitação funcional, estudamos a função sistólica e diastólica do ventrículo esquerdo em repouso e durante exercício submáximo em pacientes submetidos a ventriculectomia parcial esquerda e em pacientes com insuficiência cardíaca não operados, pareados para capacidade funcional máxima e submáxima. Métodos. Foram estudados 9 pacientes submetidos previamente a ventriculografia parcial esquerda (VPE) e 9 pacientes com insuficiência cardíaca não operados previamente (IC). Todos os pacientes foram submetidos inicialmente a um teste cardiopulmonar para determinação do consumo de oxigênio no limiar anaeróbio (LA) e de pico (VO2 pico). Após, foram estudados através da ventriculografia radioisotópica e analisadas a fração de ejeção (FE) e a taxa máxima de enchimento (TME) do ventrículo esquerdo, em repouso e exercício na intensidade do LA. Resultados. Os grupos apresentaram capacidade funcional semelhante avaliada pelo VO2 pico (VPE: [média ± DP] 13,1 ± 3,3 ml/kg.min; IC: 14,1 ± 3,6 ml/kg.min; P > 0,05) e LA (VPE: 7,9 ± 1.3 ml/kg.min; IC: 8,5 ± 1,6 ml/kg.min; P > 0,05). A frequência cardíaca máxima foi maior no grupo IC em comparação ao grupo da VPE (VPE: 119 ± 20 bpm; IC: 149 ± 21 bpm; P < 0.05) A FE em repouso era mais elevada no grupo VPE (VPE: 40 ± 12 %; IC: 32 ± 9 %; P < 0,0125), entretanto a FE elevou-se do repouso ao LA apenas no grupo IC (VPE: 44 ± 17 %; IC: 39 ± 11 %; P < 0,0125). A TME foi semelhante em repouso (VPE: 1,41 ± 0,55 VDF/s; IC: 1,39 ± 0,55 VDF/s; P > 0,05) e aumentou na intensidade do LA similarmente em ambos os grupos (VPE: 2,28 ± 0,55 VDF/s; IC: 2,52 ± 1,07 VDF/s; P < 0,0125). Conclusão. Pacientes submetidos a ventriculectomia parcial esquerda apresentam uma o limiar anaeróbio (LA) resposta anormal da função sistólica do ventrículo esquerdo ao exercício na intensidade do LA e uma resposta cronotrópica diminuida ao exercício máximo. Essas respostas anormais podem contribuir para a limitada capacidade ao exercício destes pacientes, a despeito da melhora na função ventricular sistólica em repouso.

Desafios que enfrenta a ANP para regular a indústria de petróleo no Brasil depois da quebra do monopólio em 1997 ate o ano de 2005

This work is analyzing the challenges which the National Petrol Agency is facing to regulate the Petrol industry in Brazil after the Monopoly crash in the period between 1997 until 2005. Due to the necessities of adaptation of its political strategies to the rules which determine the international economic flows, Brazil was forced to use the Economic Regulation in order to control the market. The regulation established in Brazil is not indifferent to imperfect markets. Thus can be find a conflict of interests among companies, the government and consumers within this process of regulation. The established agency does not have enough autonomy for administrating a regulation. The State with its paternalism power does not allow the agency to fulfill its function for which it was established, even though its function was established by law. A regulating policy which is clearly defined will establish a strong and independent agency with a clear limitation of its competences, avoiding divergent interpretation which prioritizes investments and promotes economic development. The agency will have the challenge to regulate the companies that enter the sector, allowing the opening of the market for new initiatives of investments which contribute to the welfare of the country and breaking at the same time the monopoly that is lead by Petrobras since 1953. Combining a stable set of rules with agility in order to adapt to changes will provide the regulator with a great decision-making power. The flexibility in the regulation will improve the correcting of the rules that were set in the beginning, being more efficient, which are based on acquired experience and achieved results. The structure of the agency and the flexibility of the regulation should be orientated on the promotion of competition in order to achieve economic and social development.

Teoria e prática na proteção aos acionistas minoritários: um olhar sobre o direito de retirada nas reorganizações societárias

This paper analyzes the evolution of the protection to the minority stockholders of the stock market, through their right to withdrawal when the society is reorganized. Thus, a triple study was done: In the first place, it analyzes the evolution of legal protection for the minority stockholders with relation to possible abuses that can be committed by the majority stockholders of public traded corporations when there is a Public Offering for Stocks Acquisition (POSAs). In the second place, it studies opinions about this legal protection of portfolio managers and lawyers who deal with corporate law. Finally, it verified the POSAs which occurred in recent periods, comparing the values used by the majority stockholders to reimburse the stocks from minority shareholders in those POSAs. Comparing the results of these three above studies, we conclude that: A) The current legislation does not protect adequately the minority stockholders; B) There is a great dispersion of opinions among the two categories of professionals, concerning their approval or not of important details of the current legislation, and also of the old legislation; C) A great dispersion also exists about the suggestions concerning what should be modified in the legislation to improve it; D) The Brazilian Securities Commission (Comissão de Valores Mobiliários ¿ CVM) did not prevent the distortions observed in the POSAs studied; E) The legislation is not always well known by these professionals, and this suggests that the knowledge of small investors must be precarious. This insecurity and ignorance of the legal protection become obstacles for nonspecialized persons to invest in stocks, resulting in an important limitation for the development and popularization of the Brazilian stock market.

Um estudo sobre a estratégia de expansão de uma escola bilíngüe

The present Study of Case has an objective to describe the development of the Project for the opening of a new unit of a bilingual educational organization in the west zone of Rio de Janeiro. The study of case shows the reasons for the growth of the bilingual educational institutions, growth of the west zone and the decision of the opening of a new unit of the School in question in this specific area. The School in study solicited for its identity to be maintained undisclosed. It opted for the realization of a study of case to describe the development of the project, in a systemized way, through a bibliography and documental research. The limitation of this case is based on the fact of being a single study case. This project can be generalized for other projects within the same institution or replicated to other educational institutions, even if it¿s not bilingual.

Fusões, aquisições estratégicas, e capacidades tecnológicas inovadoras: evidências da indústria de telecomunicações multinacional

This dissertation studies the innovative technological capabilities available in the merger and acquisitions processes and the relationship between these processes with the technological capabilities accumulation to get convergence of technology and services. This study was examined in fourteen companies of the telecommunications industry during 2002 to 2007. Starting on 1990 there were from one end a profusion of studies on the technological capabilities as source of competitive advantages; from another end there are studies on merger and acquisitions with the objective to evaluate the motivations derived from technological factors and stimulation to the competition and the opening of the market. However few of the empirical studies of long stated period that examine the correlation of these events in the industry of telecommunications under the optics of the technological qualification in the level of the companies and for the strategic perspective of enterprise based on the dynamics abilities. An analytical framework already available in the literature was used to describe the contribution of the merger and acquisitions processes for the accumulation of innovative technological capabilities in the studied companies. However the framework was adapted specifically for the industry of Telecommunications. This dissertation also studies the importance of the strategic merger and acquisitions as organizational form in the complementation of technological capability for external sources. Such empirical evidences had been collected from information and data bases published for the own companies who had been examined in this dissertation. Regarding the results, it was found that: 1. In terms of participation with ingress technological capabilities in strategic merger and acquisitions the equipment manufacturers had entered with 71% to 55 of the technological capabilities and the service operator company had entered with 61% to 71 technological capabilities. 2. In terms of implications of the merger and acquisitions for the configuration of resultant technologic capabilities, it was found that the equipment manufacturers had increased 31% the ratio of convergence of technology and the operators of services had increased 4% the ratio for the change in the organizational structure. 3. Regarding the accumulation technological capability to obtain convergence of technology and services was verified the increase these technological capabilities after the merger and acquisitions process in the companies studied. Considering the limitation of this study, the evidences found in this dissertation suggest that the companies use the processes of strategic merger and acquisitions to search for external complementation of their knowledge base to compete in the globalization market. The result demonstrates that this movement has implied in an alteration and accumulation of capability from organization on innovative technological activities regarding the convergence of technology and services.

Um estudo sobre a percepção do cliente pré-pago quanto ao serviço de roaming de chamadas terminadas

o serviço móvel celular apresentou, nos últimos anos, mudanças significativas em termos de evolução tecnológica e dos produtos e serviços oferecidos ao cliente. O ambiente de prestação do serviço evoluiu a partir de um monopólio estatal para um regime de duopólio regional privado. A introdução da competição trouxe benefícios aos clientes, dentre os quais podem ser citados a redução dos preços de aquisição e das tarifas de uso do serviço e o aumento da oferta de linhas celulares, antes em falta no mercado. A introdução do serviço pré-pago, em 1999, representou um marco na história do Serviço Móvel Celular no Brasil. O produto, adequado para usuários que querem controlar seus gastos com telefonia celular, permitiu o acesso das classes econômicas C e D ao serviço. O pré-pago trouxe vantagens e desvantagens para clientes e prestadores de serviço. Uma de suas limitações, quando lançado, era a impossibilidade de utilização do servIço fora da área de atuação da operadora ("roaming"). O problema técnico que impedia o oferecimento de roammg para chamadas terminadas foi resolvido e as empresas prestadoras adotaram estratégias distintas em relação a isso. Algumas ofereceram o serviço para todos os clientes pré-pago, indistintamente; outras segmentaram o mercado pré-pago, criando produtos novos com a facilidade de roaming e mantendo os produtos já lançados no mercado sem a facilidade de roaming. A Americel, empresa operadora do Serviço Móvel Celular na região Centro Oeste e parte da região Norte, possui dois produtos pré-pago: o primeiro, chamado Legal, não permite o roaming de chamadas terminadas. Foi criado também o Legal Pacas que oferecia, entre outras novas funcionalidades, a possibilidade de roaming de chamadas terminadas. Os dois produtos possuem outras características diferentes e planos de tarifa próprios. O objetivo da pesquisa é avaliar como o cliente pré-pago da Americel percebe a funcionalidade de roaming de chamadas terminadas. A pesquisa pretende avaliar a importância do serviço para o cliente, como ele avalia o serviço prestado pela empresa e como essa funcionalidade é classificada (básica, de desempenho ou de encantamento). A partir da compreensão da percepção do cliente quanto ao roaming, será avaliada a estratégia de marketing de segmentar o mercado pré-pago por meio dessa funcionalidade. VI A metodologia empregada utiliza-se de ferramentas de medição da satisfação dos clientes. A Americel realiza mensalmente uma pesquisa de satisfação com uma amostra de 400 clientes que são entrevistados por telefone. O questionário de pesquisa possui 50 perguntas sobre vários aspectos relacionados à prestação do serviço. Os resultados anteriores dessa pesquisa apontam a cobertura como sendo a característica mais importante do serviço do ponto de vista do cliente e, ao mesmo tempo, uma característica mal avaliada por ele. A pesquisa também demonstra uma confusão do cliente que, quando questionado sobre onde necessita de cobertura, indica regiões onde a empresa não atua e, portanto, não poderia oferecer cobertura, mas roaming. Para uma parte dos clientes, roaming e cobertura são o mesmo atributo. Foram acrescentadas ao questionário padrão perguntas relacionadas ao roaming. As perguntas foram elaboradas para avaliar a freqüência com que os clientes viajam, a importância atribuída ao roaming, a avaliação do serviço de roaming e a avaliação geral da Americel. Os resultados permitem concluir que, apesar do usuário do serviço pré-pago não viajar freqüentemente, ele considera a funcionalidade de roaming como importante ou muito importante. A avaliação do serviço é ruim, o que implica na necessidade de priorizar ações no sentido de melhorar o serviço de roaming para os clientes pré-pago. Isso pode ser feito através da extensão do oferecimento do roaming a todos os clientes pré-pago. O resultado da análise penalidade-recompensa foi de que a funcionalidade de roaming é uma funcionalidade de desempenho do Serviço Móvel Celular. Isso significa que sua ausência causa insatisfação do cliente, enquanto sua presença aumenta a sua satisfação. Sendo assim, mais uma vez é confirmada a necessidade de oferecimento dessa facilidade a toda a base de clientes pré-pago. A pesquisa permite, então, concluir que a estratégia de marketing de segmentar o mercado de clientes pré-pago por meio do uso da facilidade de roaming tem como conseqüência final a insatisfação do cliente, uma vez que, de acordo com sua percepção, o roaming é uma funcionalidade importante do serviço móvel celular, que deve ser oferecido para toda a base de clientes. As características do serviço que devem ser usadas para segmentação devem ser aquelas que, quando ausentes, não causam insatisfação nos clientes, mas, quando presentes, o encantam.

Agricultura orgânica : fatores relevantes para sustentabilidade

This work analyzes how the cluster of organic production is developed in Petrópolis city, in the Rio de Janeiro state. It describes how agriculture is organized, innovation processes and commercial activities are developed. Cooperation, collective actions, dissemination of knowledge and information are also treated in this work as well as the fundamental actors in production and development as a whole. This study tries to enumerate some policies and strategies that can foment and give more efficiency to the existing processes. For this research i used the case estudy methodology. We observed that organic agriculture can help a better development to the farmers and also a better local development. The low level of education of farmers and the underdevelopment of all variables in social capital are limitant factors. Another aspect raised during the research was the dificulty and the lack of commitment in getting financial support from managers of public banks turning the improvements in organic agriculture limited and underdeveloped. The technical knowlegde production isn¿t the basic problem and, at the moment, the management ability is really the main limitation.