Ensemble classifiers in remote sensing: a comparative analysis

Dissertation submitted in partial fulfillment of the requirements for the Degree of Master of Science in Geospatial Technologies.

Beriberi epidemic within rural Muslin fishing communities in Guiné - Bissau

Beriberi, ou cardiopatia e polineuropatia ligada à deficiência de tiamina, foi, antigamente, um flagelo nas populações. Os mais notáveis surtos de beriberi ocorreram após o advento da moagem de massa de arroz, em várias zonas da Ásia, no final do século XIX. Com a descoberta de vitamina B1, "anti-beriberi", e, subsequentemente, o enriquecimento de alimentos e as campanhas de sensibilização de saúde pública, a doença foi esquecida por muitos profissionais de saúde. Contudo, sabe-se que, hoje em dia, em diferentes partes do mundo, muitos casos de beriberi são os focos primários de epidemias de outras deficiências potencialmentes fatais, em comunidades vulneráveis. Determinados alimentos, assim como o álcool, são conhecidos para reduzir a absorção de vitamina B1. A Encefalopatia de Wernicke, a deficiência de tiamina mais conhecida pelos médicos que trabalham em países desenvolvidos, está associada à ingestão de álcool. Estudos recentes demonstraram, por um lado, atrasos significativos do desenvolvimento neurolinguístico em crianças alimentadas com leite sem tiamina, assim como uma possível correlação entre malária grave e deficiencia em Vitamina B1, o que reforça a importância desta vitamina na saúde das populações. A Guiné-Bissau, um país fragilizado pelos conflitos coloniais e pós-coloniais, instabilidade política, tráfico de droga e deficiente acesso à Saúde, continua sendo um dos países mais pobres do mundo. A maioria da população vive da agricultura de subsistência, pesca e colheita de cajú. O Islão é practicado por quase metade da população, e as religiões animistas e cristãs compõem as outras religiões principais do país. De acordo com a fé islâmica, os muçulmanos da Guiné-Bissau praticam o jejum, em função da luz do dia, durante o mês de Ramadão. Existe pouca investigação publicada sobre os efeitos nutricionais e na saúde deste ritual. Este trabalho é o primeiro a relacionar uma deficiência de micronutrientes ao mês sagrado do Ramadão. Esta tese apresenta casos clínicos de beriberi em comunidades rurais muçulmanas, que ocorreram no final da época das chuvas, que coincide com o mês de Ramadão. A análise dos dados mostra que, uma vez que alguns dos doentes apresentavam os mesmos sintomas, repetidamente, todos os anos, estes casos podem refletir a ponta do iceberg da ocorrência de beriberi na Guiné-Bissau. Parte da discussão centra-se na necessidade de mais investigação para confirmar o grau de deficiência na população em geral, efeitos de deficiência de tiamina relacionados com a malária, e consequências possíveis da deficiência marginal, a longo prazo, desta vitamina na saúde. A discussão apresenta ainda sugestões práticas para a redução da incidência da deficiência de vitamina B1 na Guiné-Bissau.

Land cover mapping analysis and urban growth modeling using remote sensing techniques

The rapid growth of big cities has been noticed since 1950s when the majority of world population turned to live in urban areas rather than villages, seeking better job opportunities and higher quality of services and lifestyle circumstances. This demographic transition from rural to urban is expected to have a continuous increase. Governments, especially in less developed countries, are going to face more challenges in different sectors, raising the essence of understanding the spatial pattern of the growth for an effective urban planning. The study aimed to detect, analyse and model the urban growth in Greater Cairo Region (GCR) as one of the fast growing mega cities in the world using remote sensing data. Knowing the current and estimated urbanization situation in GCR will help decision makers in Egypt to adjust their plans and develop new ones. These plans should focus on resources reallocation to overcome the problems arising in the future and to achieve a sustainable development of urban areas, especially after the high percentage of illegal settlements which took place in the last decades. The study focused on a period of 30 years; from 1984 to 2014, and the major transitions to urban were modelled to predict the future scenarios in 2025. Three satellite images of different time stamps (1984, 2003 and 2014) were classified using Support Vector Machines (SVM) classifier, then the land cover changes were detected by applying a high level mapping technique. Later the results were analyzed for higher accurate estimations of the urban growth in the future in 2025 using Land Change Modeler (LCM) embedded in IDRISI software. Moreover, the spatial and temporal urban growth patterns were analyzed using statistical metrics developed in FRAGSTATS software. The study resulted in an overall classification accuracy of 96%, 97.3% and 96.3% for 1984, 2003 and 2014’s map, respectively. Between 1984 and 2003, 19 179 hectares of vegetation and 21 417 hectares of desert changed to urban, while from 2003 to 2014, the transitions to urban from both land cover classes were found to be 16 486 and 31 045 hectares, respectively. The model results indicated that 14% of the vegetation and 4% of the desert in 2014 will turn into urban in 2025, representing 16 512 and 24 687 hectares, respectively.

Identifying the urban communities of New York City using bikeshare data from NYC citibike

This study identifies a measure of the cultural importance of an area within a city. It does so by making use of origindestination trip data and the bike stations of the bike share system in New York City as a proxy to study the city. Rarely is movement in the city studied at such a small scale. The change in strength of the similarity of movement between each station is studied. It is the first study to provide this measure of importance for every point in the system. This measure is then related to the characteristics which make for vibrant city communities, namely highly mixed land use types. It reveals that the spatial pattern of important areas remains constant over differing time periods. Communities are then characterised by the land uses surrounding these stations with high measures of importance. Finally it identifies the areas of global cultural importance alongside the areas of local importance to the city.

UAV - based imagery processing using structure from motion and remote sensing technology

With the recent advances in technology and miniaturization of devices such as GPS or IMU, Unmanned Aerial Vehicles became a feasible platform for a Remote Sensing applications. The use of UAVs compared to the conventional aerial platforms provides a set of advantages such as higher spatial resolution of the derived products. UAV - based imagery obtained by a user grade cameras introduces a set of problems which have to be solved, e. g. rotational or angular differences or unknown or insufficiently precise IO and EO camera parameters. In this work, UAV - based imagery of RGB and CIR type was processed using two different workflows based on PhotoScan and VisualSfM software solutions resulting in the DSM and orthophoto products. Feature detection and matching parameters influence on the result quality as well as a processing time was examined and the optimal parameter setup was presented. Products of the both workflows were compared in terms of a quality and a spatial accuracy. Both workflows were compared by presenting the processing times and quality of the results. Finally, the obtained products were used in order to demonstrate vegetation classification. Contribution of the IHS transformations was examined with respect to the classification accuracy.

Fungal communities in archives: assessment strategies and impact on paper conservation and human health

The main results presented in this PhD Dissertation have been published in interna-tional journals included in the Science Citation Index (SCI)

How much cultural events are "worth" for host communities: Case of Faz Música Lisboa

This paper studies the economic and social impact of Faz Música Lisboa on the segment of society that feels from any direct or indirect consequence due to its existence. A qualitative research based on surveys and interviews is made to retract a list of the benefits and costs that each stakeholder perceives. Relying on the quantifiable variables, it is performed a cost-benefit analysis to measure how much the event is “worth” for the community. I conclude this is a viable project, as it brings a positive net benefit to the society, value that could increase with a higher institutional support.